9.1. Isotopically steady state 13C MFA¶
9.1.1. License information¶
The data and model used in this notebook comes from
Alagesan, S., Minton, N.P. & Malys, N. 13C-assisted metabolic flux analysis to investigate heterotrophic and mixotrophic metabolism in Cupriavidus necator H16. Metabolomics 14, 9 (2018). https://doi.org/10.1007/s11306-017-1302-z
and is licensed under a Creative Commons Attribution 4.0 International License.
You should have received a copy of the license along with this work. If not, see http://creativecommons.org/licenses/by/4.0/.
9.1.2. Description of data¶
Alagesan and their colleagues aims to investigate the difference between heterotrophic and mixotrophic metabolism in Cupriavidus necator H16. They setup of three experimental condition differing in the available carbon sources. Two heterotrophic growth conditions using either [1-13C]fructose, or [1,2-13C]Glycerol as the sole carbon source and one mixotrophic condition using a mix of [1,2-13C]Glycerol and unlabelled CO2 as carbon source. All cultures are growth as batch cultures and samples were drawn during exponential growth phase.
[1]:
import pandas as pd
import numpy as np
import dotenv
import ast
import pandera as pa
import incawrapper
from incawrapper import utils
from incawrapper import visualization
[2]:
# import environment variables
INCA_base_directory = dotenv.get_key(dotenv.find_dotenv(), "INCA_base_directory")
9.1.3. Importing and processing data¶
We will try to make this tutorial as realistic as possible, therefore we will also include some data preprocessing to show case an example of how to get the data into the correct format. We have taken the data from the supplementary materials from the article described above. The actual supplementary materials is a word document, therefore we manually extracted the data into a series of csv and excel files.
Reaction data¶
As a beginning we will have a look at the reactions and atom map from the article.
[3]:
reacts = pd.read_excel("./Literature data/Cupriavidus necator Alagesan 2017/reactions.xlsx")
reacts
[3]:
| Reaction ID | Equations (Carbon atom transition) | |
|---|---|---|
| 0 | ex_1 | FRU.ext (abcdef) -> F6P (abcdef) |
| 1 | ex_2 | GLY.ext (abc) -> GLY (abc) |
| 2 | R1 | GLY (abc) -> DHAP (abc) |
| 3 | R2 | F6P (abcdef) -> G6P (abcdef) |
| 4 | R3 | G6P (abcdef) -> F6P (abcdef) |
| ... | ... | ... |
| 69 | R68 | ANTHR (abcdefg) + R5P (hijkl) -> CPADR5P (abcd... |
| 70 | R69 | CPADR5P (abcdefghijkl) -> INDG (abcdfghijkl) +... |
| 71 | R70 | INDG (abcdfghijkl) -> TRP (abcdfghijkl) |
| 72 | R71 | R5P (abcde) + MTHF (f)-> HIS (edcbaf) |
| 73 | R72 | ACCOA -> PHB_B |
74 rows × 2 columns
We see that the model contains 74 reaction. The incawrapper uses the package Pandera to validate the input data. We can check if the reaction data correctly formatted according to the ReactionsSchema. We will wrap it in a try-except clause to create an output that is easier to interpret.
[4]:
try:
incawrapper.ReactionsSchema.validate(reacts)
except pa.errors.SchemaError as e:
print(type(e))
print(e)
<class 'pandera.errors.SchemaError'>
column 'rxn_id' not in dataframe
Reaction ID Equations (Carbon atom transition)
0 ex_1 FRU.ext (abcdef) -> F6P (abcdef)
1 ex_2 GLY.ext (abc) -> GLY (abc)
2 R1 GLY (abc) -> DHAP (abc)
3 R2 F6P (abcdef) -> G6P (abcdef)
4 R3 G6P (abcdef) -> F6P (abcdef)
We see that the schema does not pass the validation as a SchemaError is raised. Furthermore, Pandera informs us that the schema expects a column named rxn_eqn which is not found. Let’s have a look at what are actually requirements for the model_reaction_schema.
[5]:
utils.present_schema_overview(incawrapper.ReactionsSchema)
| column name | dtype | required | nullable | description | |
|---|---|---|---|---|---|
| 0 | rxn_id | str | True | False | The unique id of the reaction |
| 1 | rxn_eqn | str | True | False | The reaction equation with atom map. Allowed reaction arrows: ->, <->. |
The ReactionsSchema requires two columns rxn_eqn and rxn_id. Let’s rename the columns of the reactions data and rerun the validation.
[6]:
reacts_renamed = (reacts
.copy()
.rename(columns={"Reaction ID": "rxn_id", "Equations (Carbon atom transition)":"rxn_eqn"})
)
incawrapper.ReactionsSchema.validate(reacts_renamed)
reacts_renamed
[6]:
| rxn_id | rxn_eqn | |
|---|---|---|
| 0 | ex_1 | FRU.ext (abcdef) -> F6P (abcdef) |
| 1 | ex_2 | GLY.ext (abc) -> GLY (abc) |
| 2 | R1 | GLY (abc) -> DHAP (abc) |
| 3 | R2 | F6P (abcdef) -> G6P (abcdef) |
| 4 | R3 | G6P (abcdef) -> F6P (abcdef) |
| ... | ... | ... |
| 69 | R68 | ANTHR (abcdefg) + R5P (hijkl) -> CPADR5P (abcd... |
| 70 | R69 | CPADR5P (abcdefghijkl) -> INDG (abcdfghijkl) +... |
| 71 | R70 | INDG (abcdfghijkl) -> TRP (abcdfghijkl) |
| 72 | R71 | R5P (abcde) + MTHF (f)-> HIS (edcbaf) |
| 73 | R72 | ACCOA -> PHB_B |
74 rows × 2 columns
The reactions data passed the validation. We also notice that some reactions are the reverse of one anther, look at reaction R2 and R3 above. This is not a problem, but the often we are mainly interested in the net reaction. To avoid calculating the net reactions after the analysis, we will merge the reactions into one reversible reaction. The utils module has a small function called the merge_reversible_reaction.
[7]:
reacts_merged = utils.merge_reaverible_reaction(reacts_renamed)
reacts_merged.head()
Found inverse reaction: F6P (abcdef) -> G6P (abcdef) and G6P (abcdef) -> F6P (abcdef)
Found inverse reaction: F16P (abcdef) -> DHAP (cba) + G3P (def) and DHAP (cba) + G3P (def) -> F16P (abcdef)
Found inverse reaction: DHAP (abc) -> G3P (abc) and G3P (abc) -> DHAP (abc)
Found inverse reaction: G3P (abc) -> 3PG (abc) and 3PG (abc) -> G3P (abc)
Found inverse reaction: 3PG (abc) -> PEP (abc) and PEP (abc) -> 3PG (abc)
Found inverse reaction: PEP (abc) -> PYR (abc) and PYR (abc) -> PEP (abc)
Found inverse reaction: CIT (abcdef) -> ISCIT (abcdef) and ISCIT (abcdef) -> CIT (abcdef)
Found inverse reaction: SUC (abcd) -> MAL (abcd) and MAL (abcd) -> SUC (abcd)
Found inverse reaction: MAL (abcd) -> OAA (abcd) and OAA (abcd) -> MAL (abcd)
Found inverse reaction: PEP (abc) + CO2 (d) -> OAA (abcd) and OAA (abcd) -> PEP (abc) + CO2 (d)
Found inverse reaction: RU5P (abcde) -> R5P (abcde) and R5P (abcde) -> RU5P (abcde)
Found inverse reaction: RU5P (abcde) -> X5P (abcde) and X5P (abcde) -> RU5P (abcde)
Found inverse reaction: X5P (abcde) + R5P (fghij) -> G3P (cde) + S7P (abfghij) and G3P (cde) + S7P (abfghij) -> X5P (abcde) + R5P (fghij)
Found inverse reaction: S7P (abcdefg) + G3P (hij) -> E4P (defg) + F6P (abchij) and E4P (defg) + F6P (abchij) -> S7P (abcdefg) + G3P (hij)
Found inverse reaction: E4P (fghi) + X5P (abcde) -> F6P (abfghi) + G3P (cde) and F6P (abfghi) + G3P (cde) -> E4P (fghi) + X5P (abcde)
Merged 15 reactions
[7]:
| rxn_id | rxn_eqn | |
|---|---|---|
| 0 | ex_1 | FRU.ext (abcdef) -> F6P (abcdef) |
| 1 | ex_2 | GLY.ext (abc) -> GLY (abc) |
| 2 | R1 | GLY (abc) -> DHAP (abc) |
| 3 | R2 | F6P (abcdef) <-> G6P (abcdef) |
| 5 | R4 | F16P (abcdef) -> F6P (abcdef) |
We see that several reactions were successfully merged.
[8]:
reacts_processed = reacts_merged.copy()
Tracer information¶
Now, we are ready to define the tracers that is used for the different experiments. This information is lifted from the materials and methods. They used substrates with 99 atom% purity for both the D-[1-13C]fructose, and [1,2-13C]glycerol. For the mixotrophic growth experiment they use two substrate [1,2-13C]glycerol and CO2. We will assume that the CO2 is unlabelled, i.e. labelled with natural abundance. Therefore, we will not consider the CO2 in the tracer specification.
[9]:
tracer_info = pd.DataFrame.from_dict({
'experiment_id': [
'fructose', 'glycerol', 'mixotroph',
],
'met_id': ['FRU.ext', 'GLY.ext', 'GLY.ext'],
'tracer_id': [
'D-[1-13C]fructose', '[1,2-13C]glycerol', '[1,2-13C]glycerol',
],
'atom_ids': [
[1], [1,2], [1,2],
],
'atom_mdv': [
[0.01,0.99], [0.01,0.99],[0.01,0.99],
],
'enrichment': [
1, 1, 1,
]
}, orient='columns')
tracer_info.head()
[9]:
| experiment_id | met_id | tracer_id | atom_ids | atom_mdv | enrichment | |
|---|---|---|---|---|---|---|
| 0 | fructose | FRU.ext | D-[1-13C]fructose | [1] | [0.01, 0.99] | 1 |
| 1 | glycerol | GLY.ext | [1,2-13C]glycerol | [1, 2] | [0.01, 0.99] | 1 |
| 2 | mixotroph | GLY.ext | [1,2-13C]glycerol | [1, 2] | [0.01, 0.99] | 1 |
[10]:
try:
incawrapper.TracerSchema.validate(tracer_info)
except Exception as e:
print(e)
The dataframe passed the validation, so we can move on to prepare the isopomer distribution vectors (idvs) also called the mass distribution vectors (mdvs).
MS measurements¶
We will first inspect the data schema to inspect the required data structure.
[11]:
utils.present_schema_overview(incawrapper.MSMeasurementsSchema)
| column name | dtype | required | nullable | description | |
|---|---|---|---|---|---|
| 0 | experiment_id | str | True | False | ID of the experiment. Must be a valid MATLAB variable name, legal characters are a-z, A-Z, 0-9, and the underscore character. |
| 1 | met_id | str | True | False | Metabolite ID of metabolite which is directly measured or from which the fragment is derived through a derivatization method. |
| 2 | ms_id | str | True | False | ID of the measured ms fragment - often multiple fragment can be measured from the same metabolite |
| 3 | measurement_replicate | int64 | True | False | Replicate number of the measurement of the same fragment in the same experiment. \n"In most cases, the data will only have one measurement per fragment per experiment. |
| 4 | labelled_atom_ids | object | True | False | List of atom ids of the labelled atoms in the metabolite. |
| 5 | unlabelled_atoms | str | False | True | The molecular formula of the all atoms that cannot be labelled through \nthe introduced labels in the tracers. This typically includes non-carbon elements of the fragment and all elements originating from derivatization agent. \nINCA uses the unlabelled atoms to correct for natural abundance. |
| 6 | mass_isotope | int64 | True | False | The mass isotopomer of the fragment.\nE.g. M0, M+1, etc. Specified as an integer. It is allowed to have gaps in the isotopmer of a given fragment, e.g. 0, 2, 3. In this case the intensity and \nstd error of missing isotopomers are filled with NaN before inserted in INCA. |
| 7 | intensity | float64 | True | True | The measured intensity of the fragment mass isotope. |
| 8 | intensity_std_error | float64 | True | True | The standard error of the measured intensity of the fragment mass isotope. |
| 9 | time | float64 | True | False | Time point of measurement only relevant for isotopically non-stationary MFA analysis |
This provides a overview of which columns are required. Next, we load the MS data set from the article. We have copied the tables from the word document into an excel-workbook with three sheets one for each experiment (Fructose, Glycerol, GlycerolAndCO2). Lets have a look at the content of one of the sheets:
[12]:
pd.read_excel("Literature data/Cupriavidus necator Alagesan 2017/MDV_raw.xlsx", sheet_name='fructose').head()
[12]:
| Amino Acid | Unnamed: 1 | m/z | M | M+1 | M+2 | M+3 | M+4 | M+5 | M+6 | M+7 | M+8 | M+9 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Alanine | [M-85] | 232 | 0.9759 ± 0.0027 | 0.0230 ± 0.0035 | 0.0011 ± 0.0009 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | NaN | [M-57] | 260 | 0.3509 ± 0.0135 | 0.6407 ± 0.0138 | 0.0078 ± 0.0003 | 0.0006 ± 0.0006 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2 | Glycine | [M-85] | 218 | 0.9950 ± 0.0021 | 0.0049 ± 0.0021 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 3 | NaN | [M-57] | 246 | 0.9357 ± 0.0068 | 0.0638 ± 0.0072 | 0.0005 ± 0 | NaN | 0 | 0 | 0 | 0 | 0 | 0 |
| 4 | Valine | [M-85] | 260 | 0.9513 ± 0.0058 | 0.0436 ± 0.0057 | 0.0049 ± 0.0005 | 0 | 0.00003 ± 0 | 0 | 0 | 0 | 0 | 0 |
The MSMeasurementSchema requires the data in long (tidy) format. Therefore, we have written up a small function which parses a single sheet into long format. This function is obviously specific for this particular data set, but can serve as inspiration for similar raw data files.
[13]:
def parse_mdv_raw_to_long(df: pd.DataFrame, experiment_id: str)-> pd.DataFrame:
df['Amino Acid'] = df['Amino Acid'].ffill()
long = df.melt(id_vars=['Amino Acid', 'Unnamed: 1', 'm/z'], var_name='mass_isotope').drop(columns=['Unnamed: 1'])
long[['intensity', 'intensity_std_error']] = long['value'].str.split(r'±|\+', regex=True, expand=True)
long.drop(columns=['value'], inplace=True)
# convert strings to floats
long['intensity'] = long['intensity'].str.strip().astype(float)
long['intensity_std_error'] = long['intensity_std_error'].str.strip().astype(float)
# some amino acids have trailing spaces
long['Amino Acid'] = long['Amino Acid'].str.strip()
# make ids
long['fragment_id'] = long['Amino Acid'].str.replace(" ", '') + long['m/z'].astype(str)
long['experiment_id'] = experiment_id
return long.dropna()
Now we will simply loop over the sheets of the excel-workbook and parse each sheet with the parser written above and stack the dataframes to obtain one dataframe in long format with data from all three experiments.
[14]:
xl_file = pd.ExcelFile("Literature data/Cupriavidus necator Alagesan 2017/MDV_raw.xlsx")
mdvs_long = pd.DataFrame()
for sheet in xl_file.sheet_names:
df = xl_file.parse(sheet)
df = parse_mdv_raw_to_long(df, experiment_id=sheet)
mdvs_long = pd.concat([mdvs_long, df])
mdvs_long.reset_index(drop=True, inplace=True)
mdvs_long.head()
[14]:
| Amino Acid | m/z | mass_isotope | intensity | intensity_std_error | fragment_id | experiment_id | |
|---|---|---|---|---|---|---|---|
| 0 | Alanine | 232 | M | 0.9759 | 0.0027 | Alanine232 | fructose |
| 1 | Alanine | 260 | M | 0.3509 | 0.0135 | Alanine260 | fructose |
| 2 | Glycine | 218 | M | 0.9950 | 0.0021 | Glycine218 | fructose |
| 3 | Glycine | 246 | M | 0.9357 | 0.0068 | Glycine246 | fructose |
| 4 | Valine | 260 | M | 0.9513 | 0.0058 | Valine260 | fructose |
INCA has troubles if the measurement errors are too small or 0. Therefore we will just check the std errors in the data.
[15]:
mdvs_long['intensity_std_error'].describe()
[15]:
count 333.000000
mean 0.009974
std 0.010750
min 0.000000
25% 0.001500
50% 0.005200
75% 0.015800
max 0.054400
Name: intensity_std_error, dtype: float64
We see that there are som std error = 0, this will cause issues with INCA. Therefore will will apply a minimum error of 1e-4.
[16]:
# set minumum std_error to
minimum_std_error = 1e-4
mdvs_long.loc[mdvs_long['intensity_std_error'] < minimum_std_error, 'intensity_std_error'] = minimum_std_error
We see that the Amino acid names does not match the metabolite IDs in used in the reactions of the model. To accommodate this, we manually created a map between the metabolite IDs in the model and the amino acid names used in the data.
[17]:
met_abbriviations = {
'Alanine' : 'ALA' , 'Aspartic acid' : 'ASP' , 'Glycine' : 'GL' ,
'Glutamic acid' : 'GLU' , 'Histidine' : 'HIS' , 'Isoleucine' : 'ILE' ,
'Leucine' : 'LEU' , 'Methionine' : 'MET' , 'Phenylalanine' : 'PHE' ,
'Serine' : 'SER' , 'Threonine' : 'THR' , 'Valine' : 'VAL'
}
We can create a new column with the correct names using .map()
[18]:
mdvs_long['met_id'] = mdvs_long['Amino Acid'].map(met_abbriviations)
The mass isotopomers has to be specified as integers. Currently, they are specified as M, M+1 etc.
[19]:
mdvs_long['mass_isotope'].unique()
[19]:
array(['M', 'M+1', 'M+2', 'M+3', 'M+4', 'M+5', 'M+6', 'M+7', 'M+8', 'M+9'],
dtype=object)
We make a small function to convert these values into integers.
[20]:
def mass_isotope_to_int(mass_isotope: str)-> int:
if isinstance(mass_isotope, int): # avoids error when rerunning the cell
return mass_isotope
elif mass_isotope == "M":
return 0
else:
return int(mass_isotope.replace("M+", ""))
mass_isotope_to_int("M+1")
[20]:
1
[21]:
mdvs_long['mass_isotope'] = mdvs_long['mass_isotope'].apply(mass_isotope_to_int)
mdvs_long.head()
[21]:
| Amino Acid | m/z | mass_isotope | intensity | intensity_std_error | fragment_id | experiment_id | met_id | |
|---|---|---|---|---|---|---|---|---|
| 0 | Alanine | 232 | 0 | 0.9759 | 0.0027 | Alanine232 | fructose | ALA |
| 1 | Alanine | 260 | 0 | 0.3509 | 0.0135 | Alanine260 | fructose | ALA |
| 2 | Glycine | 218 | 0 | 0.9950 | 0.0021 | Glycine218 | fructose | GL |
| 3 | Glycine | 246 | 0 | 0.9357 | 0.0068 | Glycine246 | fructose | GL |
| 4 | Valine | 260 | 0 | 0.9513 | 0.0058 | Valine260 | fructose | VAL |
So far so good, but we are still missing information about which carbon atoms from the metabolite are found in each fragment (labelled_atom_ids). If we want to do natural abundance correction through INCA we should also supply the chemical formula of all the unlabelled atoms of the fragment. We have stored this information in a separate csv file. The labelled atoms column contains a list as a string therefore we will use the trick from section “Note about formatting when reading csv and and
excel files” in the input data description.
[22]:
fragments = pd.read_csv('Literature data/Cupriavidus necator Alagesan 2017/fragments.csv', sep='\t', converters={'labelled_atoms': ast.literal_eval})
fragments.head()
[22]:
| selected | fragment_id | metabolite_id | labelled_atoms | unlabelled_atoms | active | formula | |
|---|---|---|---|---|---|---|---|
| 0 | True | Tyrosine302 | tyr__L | [1, 2] | C12H32O2NSi2 | True | C14H32O2NSi2 |
| 1 | False | Lysine431 | lys__L | [1, 2, 3, 4, 5, 6] | C14H47O2N2Si3 | True | C20H47O2N2Si3 |
| 2 | False | Lysine329 | lys__L | [2, 3, 4, 5, 6] | C12H41N2Si2 | True | C17H41N2Si2 |
| 3 | False | Histidine338 | his__L | [2, 3, 4, 5, 6] | C12H36N3Si2 | False | C17H36N3Si2 |
| 4 | False | Histidine440 | his__L | [1, 2, 3, 4, 5, 6] | C14H42O2N3Si3 | False | C20H42O2N3Si3 |
We will need to merge this information into the measurement data and for clarity we drop all the columns that are not required, even though it is allowed to have extra columns.
[23]:
ms_data = (mdvs_long
.merge(
fragments[['fragment_id', 'labelled_atoms', 'unlabelled_atoms']],
on='fragment_id', how='left'
)
.rename(columns={ # rename columns to match the schema
'fragment_id': 'ms_id',
'labelled_atoms': 'labelled_atom_ids',
})
.drop(columns=['Amino Acid', 'm/z'])
)
ms_data.head()
[23]:
| mass_isotope | intensity | intensity_std_error | ms_id | experiment_id | met_id | labelled_atom_ids | unlabelled_atoms | |
|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0.9759 | 0.0027 | Alanine232 | fructose | ALA | [2, 3] | C8H26ONSi2 |
| 1 | 0 | 0.3509 | 0.0135 | Alanine260 | fructose | ALA | [1, 2, 3] | C8H26O2NSi2 |
| 2 | 0 | 0.9950 | 0.0021 | Glycine218 | fructose | GL | [2] | C8H24ONSi2 |
| 3 | 0 | 0.9357 | 0.0068 | Glycine246 | fructose | GL | [1, 2] | C8H24O2NSi2 |
| 4 | 0 | 0.9513 | 0.0058 | Valine260 | fructose | VAL | [2, 3, 4, 5] | C8H30ONSi2 |
Finally, the MS measurement data frame is lacking a time and a measurement replicate column. The time is only used for Isotopically non-stationary MFA, but due to the way the incawrapper works it is a required input also for isotopically stationary MFA. In that case fill the time column with zeros. Regarding measurement_replicate this dataset contains a single replicate for per measurement, therefore we will simply fill the column with 1.
[24]:
ms_data['time'] = 0
ms_data['measurement_replicate'] = 1
The data contains measurements from a fragment called Methionine292, we don’t immediately know the labelled atom ids for this fragment, which resulted in Nan’s in the labelled atom ids columns. We will just remove these measurements from the data.
[25]:
ms_data = ms_data.query('ms_id != "Methionine292"')
[26]:
try:
incawrapper.MSMeasurementsSchema.validate(ms_data)
except Exception as e:
print(e)
Flux measurements¶
We see that the MS measurements passes the validation and we can now create proceed to the measurements of the fluxes. In this data set we only have one flux measurement for each experiment, i.e. the uptake rate of the main substrate. Therefore, this will just act as a scaling factor for all the flux and will not affect the ratios between the fluxes. To make the calculated fluxes comparable to the once in figure 2 in the article, we will set the uptakes rates to 1, instead of the measured uptake rates.
Known inactive reactions¶
The experiments utilizes different substrates. Thus, the model should not be able to import glycerol if it wasn’t present in the medium. There are two ways to handle this situation. The first method is to remove the reactions that are known to be inactive. Here one should pay special attention to the “source” metabolites of the INCA model. INCA automatically determine which metabolites are “sources” and “sinks”, if a metabolite is only consumed in the model it is considered a “source”, and a “sink” if it is only produced in the model.
In this model the glycerol uptake goes through the following reactions:
[27]:
reacts_processed.query('rxn_eqn.str.contains("GLY ") | rxn_eqn.str.contains("GLY.ext") | rxn_eqn.str.contains("DHAP ")')
[27]:
| rxn_id | rxn_eqn | |
|---|---|---|
| 1 | ex_2 | GLY.ext (abc) -> GLY (abc) |
| 2 | R1 | GLY (abc) -> DHAP (abc) |
| 6 | R5 | F16P (abcdef) <-> DHAP (cba) + G3P (def) |
| 8 | R7 | DHAP (abc) <-> G3P (abc) |
| 45 | R44 | DHAP (efg) + E4P (abcd) -> S7P (gfeabcd) |
If one removes the reaction ex_2, then GLY simply becomes a source, because it is not produced in any reaction in the model. Thus, in this model one needs to remove both reaction ex_2 and R1 to prevent the model from taking up glycerol. It is easy to make mistakes so once should be careful when removing reactions.
Instead, we suggest to set a measurement of 0 and a small measurement error for the in active reactions.
Note: It is possible to “fix” fluxes at a certain value, but in our experience this leads to issues for INCAs solver and produces’ a “Network is ill-conditioned” warning.
[28]:
flux_measurements = pd.DataFrame.from_dict({
'experiment_id': ['fructose', 'fructose', 'glycerol', 'glycerol', 'mixotroph', 'mixotroph'],
'rxn_id': ['ex_1', 'ex_2', 'ex_1', 'ex_2', 'ex_1', 'ex_2'],
'flux': [1, 0, 0, 1, 0, 1],
'flux_std_error': [0.05, minimum_std_error, minimum_std_error, 0.05, minimum_std_error, 0.05],
})
flux_measurements
[28]:
| experiment_id | rxn_id | flux | flux_std_error | |
|---|---|---|---|---|
| 0 | fructose | ex_1 | 1 | 0.0500 |
| 1 | fructose | ex_2 | 0 | 0.0001 |
| 2 | glycerol | ex_1 | 0 | 0.0001 |
| 3 | glycerol | ex_2 | 1 | 0.0500 |
| 4 | mixotroph | ex_1 | 0 | 0.0001 |
| 5 | mixotroph | ex_2 | 1 | 0.0500 |
9.1.4. Creating an INCA script¶
We will use the function create_inca_script_from_data(). This function automatically determines measurement/data types in each experiment and build an INCA script for all or only the desired experiments. All experiments in the same INCA script will be fitted together, thus should be under the exact same biological conditions only varying in tracer, e.g. parallel labelling experiments one with [1-13C]Glucose and another with [1,2-13C]Glucose. The three experiments, fructose, glycerol and
mixotroph, deploys different substrates. Thus, they cannot be considered parallel labelling experiments and therefore we need to fit the data from each experiment individually. This means that we need to create an INCA script for each of them.
We will start with just one of the three experiments, fructose.
[29]:
script_fructose = incawrapper.create_inca_script_from_data(
reactions_data=reacts_processed,
flux_measurements=flux_measurements,
tracer_data=tracer_info,
ms_measurements=ms_data,
experiment_ids=['fructose']
)
The incawrapper has now created most of the INCA script. Currently, all options are at their default setting (see the INCA documentation see <your-inca-installation-folder>/doc/inca/class/@option/option.html). We discussed earlier that the MS data was all ready corrected for natural abundance, we will assume that this also included correction for unlabelled atoms. Therefore, we will specify two INCA settings: sim_na and sim_more. First, determines whether to simulate of the natural abundance of the labelled atoms, and the second of the unlabelled atoms. Additionally we will specify that the algorithm should do 100 restarts during the estimation algorithm.
[30]:
script_fructose.add_to_block("options", incawrapper.define_options(sim_na=False, sim_more=False, fit_starts=100))
Next, we will specify which algorithms to run in this example we will use estimate, continuate and simulate (simulate is required for the results to be opened in the INCA GUI).
[31]:
OUTPUT_FILE_FRUCTOSE = "Literature data/Cupriavidus necator Alagesan 2017/c_necator_fructose.mat"
script_fructose.add_to_block("runner", incawrapper.define_runner(OUTPUT_FILE_FRUCTOSE, run_estimate=True, run_simulation=True, run_continuation=True))
9.1.5. Running INCA script¶
Now, we are ready to run the INCA script. This is done through the function run_inca(). This function takes the INCA script and a filepath to your INCA installation.
[32]:
incawrapper.run_inca(script_fructose, INCA_base_directory)
INCA script saved to /var/folders/z6/mxpxh4k56tv0h0ff41vmx7gdwtlpvp/T/tmp1_prs70v/inca_script.m.
Starting MATLAB engine...
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
ms_fructose = 1x23 msdata object
fields: atoms id [idvs] more on state
Alanine232 Alanine260 Asparticacid302 Asparticacid390 Asparticacid418 Glutamicacid330 Glutamicacid432 Glycine218 Glycine246 Histidine338 Histidine440 Isoleucine274 Leucine274 Methionine320 Phenylalanine302 Phenylalanine308 Phenylalanine336 Serine362 Serine390 Threonine376 Threonine404 Valine260 Valine288
m = 1x1 model object
fields: [expts] [mets] notes [options] [rates] [states]
59 reactions (74 fluxes)
54 states (33 balanced, 2 source, 19 sink and 0 unbalanced)
53 metabolites
1 experiments
Directional
Iteration Residual Step-size derivative Lambda
0 144823
1 144808 5.35e-05 -1.4e+05 4.75695
2 144795 4.59e-05 -1.4e+05 4.75695
3 144790 1.8e-05 -1.4e+05 4.75695
4 144778 4.33e-05 -1.4e+05 4.75695
5 144740 0.000136 -1.4e+05 4.75695
6 144689 0.00018 -1.4e+05 4.75695
7 144470 0.000779 -1.41e+05 4.75695
8 88407.6 0.163 -1.95e+05 4.75695
9 88059.6 0.00204 -8.53e+04 4.75695
10 84962.8 0.0181 -8.69e+04 4.75695
11 82723.8 0.0136 -8.32e+04 4.75695
12 50043.4 0.177 -1.15e+05 4.75695
13 50037 6.84e-05 -4.71e+04 4.75695
14 34364.3 0.151 -5.66e+04 4.75695
15 3355.59 0.419 -2.44e+04 4.75695
16 1690.79 0.562 237 4.75695
17 2007.3 0.703 9.82e+03 4.75695
18 2017.61 0.753 8.95e+03 9.51389
19 2097.4 0.844 8.25e+03 38.0556
20 1655.67 1 735 304.445
21 1530.94 1 -26.3 352.271
22 1493.61 1 -12.3 198.801
23 1461.04 1 -12.2 66.2671
24 1434.88 1 -8.87 22.089
25 1405.38 0.828 -7.63 8.34583
26 1400.3 0.678 -3.39 8.34583
27 1397.87 1 -1.03 8.34583
28 1391.36 1 -3.11 2.78194
29 1387.38 0.76 -1.94 0.927314
30 1387.97 1 5.93 0.927314
31 1385.88 1 -0.447 1.85463
32 1384.93 0.294 -0.697 0.932441
33 1387.65 1 9.28 0.932441
34 1383.69 1 -0.155 1.86488
35 1382.95 0.98 0.336 1.5365
36 1381.87 1 -0.0404 1.5365
37 1380.86 1 -0.172 1.49412
38 1379.96 1 -0.219 1.40124
39 1379.15 1 -0.245 1.27093
40 1378.78 0.339 -0.466 1.09426
41 1377.97 1 -0.234 1.09426
42 1377.03 1 -0.209 0.947936
43 1375.95 1 -0.29 0.901925
44 1374.84 1 -0.369 0.856894
45 1373.84 1 -0.377 0.769886
46 1372.91 1 -0.379 0.633336
47 1372.28 0.574 -0.495 0.472842
48 1371.24 1 -0.472 0.472842
49 1368.72 1 -1.19 0.230943
50 1363.9 0.381 -6.2 0.0953404
51 1328.07 1 -17.5 0.0953404
52 1291.39 0.0725 -246 0.0317801
53 1287.52 0.00682 -283 0.0317801
54 977.937 1 -27.5 0.0317801
55 997.763 1 28.1 0.0105934
56 984.89 1 12.5 0.0211868
57 975.202 1 0.938 0.084747
58 974.153 1 -0.133 0.0843705
59 974.084 1 -0.02 0.049653
60 974.067 1 -0.00699 0.0444476
61 974.053 1 -0.00614 0.026883
62 974.041 1 -0.0051 0.0173199
63 974.031 1 -0.00437 0.0109436
64 974.022 1 -0.00375 0.00691309
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.79959e+06
1 1.78729e+06 0.00346 -1.78e+06 28.2913
2 1.78686e+06 0.000121 -1.76e+06 28.2913
3 1.78474e+06 0.000603 -1.76e+06 28.2913
4 1.75455e+06 0.00853 -1.78e+06 28.2913
5 1.74493e+06 0.00278 -1.73e+06 28.2913
6 1.74479e+06 4.02e-05 -1.72e+06 28.2913
7 1.57729e+06 0.0471 -1.84e+06 28.2913
8 1.50714e+06 0.022 -1.63e+06 28.2913
9 1.16347e+06 0.1 -1.97e+06 28.2913
10 717116 0.144 -2e+06 28.2913
11 716764 0.00025 -7.03e+05 28.2913
12 57942 0.342 -6.63e+05 28.2913
13 23217.6 0.498 -2.17e+04 28.2913
14 5862.43 0.647 2.09e+05 28.2913
15 3635.46 1 -160 28.2913
16 3302.19 0.241 -710 9.43044
17 3296.44 0.0294 -96.4 9.43044
18 3287.6 0.0487 -88.7 9.43044
19 3205.53 0.675 -39.7 9.43044
20 3202.06 0.172 -9.51 9.43044
21 3190.48 1 -2.12 9.43044
22 3184.27 1 -1.78 7.31113
23 3180.36 1 -1.37 6.51242
24 3177.48 1 -1.13 5.09243
25 3175.23 0.793 -1.22 3.66158
26 3174.88 0.168 -1.02 3.66158
27 3173.38 1 -0.67 3.66158
28 3160 1 -0.969 1.49048
29 3148.49 1 7.97 0.831519
30 3143.98 0.202 -9.16 0.842549
31 3133.99 1 -2.37 0.842549
32 3122.78 0.572 -7.66 0.680731
33 3120.57 1 -0.864 0.680731
34 3115.05 1 -2.94 0.505632
35 3060.22 0.864 -30.1 0.168544
36 2791.21 1 -79.3 0.168544
37 2697.93 1 -11.4 0.0561813
38 2624.59 0.0616 -621 0.0435751
39 1911.12 0.441 1.83e+03 0.0435751
40 1731.39 0.159 -462 0.0435751
41 1971.9 0.32 2.06e+04 0.0435751
42 1935.01 0.381 1.75e+04 0.0871502
43 1771 0.667 9.79e+03 0.348601
44 1184.09 0.716 -183 2.78881
45 1092.33 1 -9.51 2.78881
46 1681.06 0.679 6.68e+03 0.929602
47 1377.01 1 1.84e+03 1.8592
48 1082.48 1 -3.74 7.43682
49 1097.45 1 83.9 2.47894
50 1076.03 1 -0.759 4.95788
51 1068.33 0.127 -23.5 1.65263
52 1068.04 0.0049 -29.5 1.65263
53 1065.86 0.442 38.9 1.65263
54 1065.25 0.0101 -29.1 1.65263
55 1057.44 0.371 4.19 1.65263
56 1087.74 1 49.9 1.65263
57 1051.11 1 9.71 3.30525
58 1034.79 1 -2.53 3.8992
59 1028.18 1 -1.51 3.72064
60 1025.98 1 -0.592 3.06529
61 1025.02 1 -0.302 2.64784
62 1024.5 1 -0.179 2.28252
63 1024.18 1 -0.12 1.96453
64 1023.95 1 -0.0868 1.65331
65 1023.79 1 -0.0656 1.36203
66 1023.66 1 -0.0508 1.10603
67 1023.56 1 -0.0398 0.890868
68 1023.48 1 -0.0314 0.714317
69 1023.41 1 -0.0248 0.571178
70 1023.36 1 -0.0197 0.455864
71 1023.33 1 -0.0146 0.363307
72 1023.3 1 -0.00949 0.274663
73 1023.29 1 -0.0083 0.171931
74 1023.27 1 -0.00727 0.107996
75 1023.25 1 -0.00648 0.0673725
76 1023.24 1 -0.00599 0.0415236
77 1023.23 1 -0.006 0.0249811
78 1023.21 1 -0.00779 0.0142537
79 1023.2 0.208 -0.0256 0.00679739
80 1023.15 1 -0.0232 0.00679739
81 1022.23 1 -0.481 0.0022658
82 1059.69 0.0655 3.44e+03 0.000755265
83 1080.4 0.13 3.25e+03 0.00151053
84 1030.63 0.0189 1.24e+09 0.00604212
85 1032.01 0.0346 6.9e+08 0.048337
86 1035.2 0.13 1.88e+08 0.386696
87 1503.98 0.685 4.17e+07 3.09357
88 1020.33 1 -0.739 24.7485
89 1017.5 1 -0.659 8.24951
90 1513.64 0.408 7.32e+06 4.64409
91 1511.09 0.773 3.91e+06 9.28818
92 1016.54 1 -0.28 37.1527
93 1511.69 0.624 3.22e+06 12.3842
94 1015.48 1 -1.56 24.7685
95 1509.42 0.017 1.77e+07 8.25616
96 1509.33 0.022 1.37e+07 16.5123
97 1509.1 0.0459 6.58e+06 66.0493
98 1508.33 0.203 1.49e+06 528.394
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 279614
1 264864 0.0265 -2.8e+05 1.55328
2 254787 0.02 -2.45e+05 1.55328
3 251037 0.00759 -2.44e+05 1.55328
4 242181 0.0185 -2.32e+05 1.55328
5 186474 0.165 -1.26e+05 1.55328
6 169933 0.0442 -1.92e+05 1.55328
7 161302 0.0257 -1.7e+05 1.55328
8 151287 0.0315 -1.61e+05 1.55328
9 72148.6 0.25 -1.76e+05 1.55328
10 67907.3 0.0313 -6.63e+04 1.55328
11 62639.5 0.0419 -6.07e+04 1.55328
12 53662.2 0.0793 -5.38e+04 1.55328
13 46673.8 0.065 -5.75e+04 1.55328
14 3251.98 0.342 -3.32e+04 1.55328
15 1827.92 0.49 2.08e+03 1.55328
16 1749.42 0.893 651 1.55328
17 1605.37 1 58.4 1.55328
18 1518.37 1 71.5 1.09474
19 1491.15 1 26.8 0.478447
20 1484.78 1 5.04 0.390792
21 1480.25 0.203 -9.89 0.287582
22 1477.99 0.696 -0.903 0.287582
23 1477.16 1 -0.526 0.287582
24 1470.23 1 19 0.0958608
25 1465.44 1 0.0131 0.0953856
26 1486.79 0.964 52.9 0.0317952
27 1489.56 1 39.8 0.0635904
28 1458.36 1 3.29 0.254361
29 1456.54 1 24.5 0.250997
30 1456.03 0.0102 -25 0.269466
31 1505.07 1 206 0.269466
32 1424.84 0.292 390 0.538933
33 1523.28 0.734 2.19e+03 0.538933
34 1410.84 0.358 -13.4 1.07787
35 1399.22 1 -0.87 1.07787
36 1395.53 0.764 -0.752 0.403885
37 1394.29 1 -0.172 0.403885
38 1392.74 1 0.505 0.134628
39 1390.69 0.18 -5.13 0.125484
40 1390.43 0.227 -0.48 0.125484
41 1390.03 1 -0.0465 0.125484
42 1389.44 1 -0.592 0.0418279
43 1415.89 0.0841 3.1e+03 0.0139426
44 1415.83 0.143 1.81e+03 0.0278853
45 1415.25 0.497 505 0.111541
46 1388.79 1 -0.259 0.892329
47 1410.45 0.958 180 0.297443
48 1387.87 1 -0.358 0.594886
49 1402.35 0.454 155 0.198295
50 1401.57 0.842 81.4 0.396591
51 1386.95 1 -0.441 1.58636
52 1395.83 0.997 39.9 0.528788
53 1385.91 1 -0.114 1.05758
54 1385.15 0.381 0.928 0.352525
55 1384.02 0.995 0.683 0.352525
56 1383.62 1 0.0612 0.352525
57 1383.59 1 0.00909 0.302701
58 1383.58 1 0.00475 0.270162
59 1383.41 0.0611 -1.36 0.273081
60 1383.08 0.479 -0.225 0.273081
61 1382.93 1 -0.0107 0.273081
62 1379.41 1 -0.408 0.180362
63 1386.13 1 26.2 0.0648851
64 1379.05 1 0.256 0.12977
65 1380.49 1 4.14 0.125324
66 1378.85 1 0.0364 0.250647
67 1383.9 0.976 14.1 0.2193
68 1377.55 1 0.13 0.438601
69 1376.49 1 0.397 0.385287
70 1375.91 1 0.334 0.383047
71 1375.56 1 0.12 0.383008
72 1375.34 1 0.0318 0.381402
73 1375.28 0.162 -0.167 0.372608
74 1375.28 1 0.114 0.372608
75 1375.19 1 -0.0156 0.745216
76 1375.71 1 1.08 0.248405
77 1375.2 1 0.0449 0.496811
78 1375.18 1 -0.00208 1.98724
79 1372.31 0.544 -2.51 0.662415
80 1371.87 1 -0.061 0.662415
81 1372.11 1 0.567 0.220805
82 1371.81 1 0.00497 0.44161
83 1371.81 1 0.0288 0.383898
84 1371.78 1 -0.00523 0.571681
85 1371.83 1 0.103 0.273304
86 1371.77 1 0.00176 0.546608
87 1371.77 1 0.000452 0.546604
88 1371.77 1 0.000261 0.538736
89 1371.76 1 0.0001 0.5288
90 1371.76 1 2.09e-06 0.515492
91 1371.76 1 -4.14e-05 0.49872
92 1371.76 1 -7.59e-05 0.480377
93 1371.75 1 -8.73e-05 0.460266
94 1371.75 1 -9.77e-05 0.439883
95 1371.75 1 -9.93e-05 0.419179
96 1371.75 1 -0.000101 0.398909
97 1371.75 1 -9.99e-05 0.379047
98 1371.74 1 -9.9e-05 0.359896
99 1371.74 1 -9.7e-05 0.341428
100 1371.74 1 -9.53e-05 0.323736
101 1371.74 1 -9.34e-05 0.306787
102 1371.74 1 -9.17e-05 0.290594
103 1371.74 1 -9.01e-05 0.275122
104 1371.74 1 -8.87e-05 0.260354
105 1371.74 1 -8.75e-05 0.246256
106 1371.73 1 -8.64e-05 0.232802
107 1371.73 1 -8.55e-05 0.219962
108 1371.73 1 -8.49e-05 0.207708
109 1371.73 1 -8.44e-05 0.196011
110 1371.73 1 -8.41e-05 0.184846
111 1371.73 1 -8.4e-05 0.174187
112 1371.73 1 -8.41e-05 0.16401
113 1371.73 0.565 -0.000444 0.154292
114 1371.73 1 -0.000213 0.154292
115 1371.72 1 -0.000566 0.0514306
116 1371.72 1 -0.00131 0.0171435
117 1371.72 1 -0.00175 0.0103334
118 1371.71 1 -0.00287 0.00608385
119 1371.68 1 -0.0254 0.00202795
120 1780.19 0.164 2.8e+05 0.000675984
121 1780.18 0.263 1.74e+05 0.00135197
122 1780.14 0.858 5.29e+04 0.00540787
123 1371.67 1 -0.00547 0.043263
124 1371.71 1 0.843 0.014421
125 1371.63 1 -0.0258 0.028842
126 1777.44 0.478 4.92e+04 0.00961399
127 1777.52 0.821 2.83e+04 0.019228
128 1371.57 1 -0.0258 0.0769119
129 1773.91 0.879 1.83e+04 0.0256373
130 1371.7 1 1.05 0.0512746
131 1371.53 1 -0.0178 0.205099
132 1371.53 1 0.338 0.0683662
133 1371.36 1 -0.00406 0.129238
134 1371.32 1 -0.00291 0.0946405
135 1371.3 1 0.000799 0.0654395
136 1371.3 1 0.00284 0.0514089
137 1371.3 1 0.00376 0.0750408
138 1371.3 1 0.00179 0.150082
139 1371.3 1 0.00064 0.165658
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 861649
1 861222 0.000251 -8.52e+05 7.55442
2 861170 3.03e-05 -8.52e+05 7.55442
3 860994 0.000103 -8.52e+05 7.55442
4 860880 6.67e-05 -8.52e+05 7.55442
5 860500 0.000223 -8.51e+05 7.55442
6 859586 0.000537 -8.51e+05 7.55442
7 859472 6.68e-05 -8.5e+05 7.55442
8 855338 0.00244 -8.46e+05 7.55442
9 841192 0.00842 -8.33e+05 7.55442
10 823703 0.0106 -8.16e+05 7.55442
11 447398 0.286 -5.3e+05 7.55442
12 345620 0.119 -4.13e+05 7.55442
13 223945 0.205 -2.58e+05 7.55442
14 100157 0.333 -1.97e+05 7.55442
15 30186.4 0.502 -4.5e+04 7.55442
16 16126.7 0.29 -2.04e+04 7.55442
17 2338.99 0.929 -1.81e+03 7.55442
18 1740.75 1 -107 7.55442
19 1594.01 0.657 -92.1 2.51814
20 1564.16 0.414 -26.6 2.51814
21 1552.36 1 -0.087 2.51814
22 1547.2 1 -1.16 2.37278
23 1981.13 0.968 2.78e+03 0.790926
24 1464.18 0.473 -62.5 1.58185
25 1439.2 0.384 -31.1 1.58185
26 1430.58 1 -1.63 1.58185
27 1426.84 1 6.18 0.527284
28 1420.69 1 -0.924 0.547291
29 1415.84 0.86 -1.86 0.542498
30 1409.79 1 -2.66 0.542498
31 1401.69 0.252 -15.9 0.198799
32 1339.63 0.896 -33.1 0.198799
33 1293.36 0.125 -178 0.198799
34 1035.5 1 -43.8 0.198799
35 1032.89 0.106 -11.3 0.0662662
36 1026.61 1 4.34 0.0662662
37 1023.78 1 -0.235 0.0661259
38 1022.05 1 -0.35 0.0655676
39 1021.86 1 -0.011 0.0231185
40 1021.71 1 -0.032 0.0229659
41 1021.69 0.647 -0.00754 0.00765529
42 1021.67 1 -0.00427 0.00765529
43 1021.66 1 -0.00163 0.00255176
44 1021.66 1 -0.000824 0.00185545
45 1021.66 1 -0.000629 0.000618483
46 1021.66 1 -0.000334 0.000509954
47 1021.66 1 -0.00024 0.000248487
48 1021.66 1 -0.000169 0.00017995
49 1021.66 1 -0.000151 0.000102448
50 1021.66 1 -0.000115 6.96602e-05
51 1021.66 0.0169 -0.000371 4.65844e-05
52 1021.66 1 -0.00012 4.65844e-05
53 1014.01 1 -0.208 4.65916e-05
54 1034.6 0.00584 4.64e+03 1.55305e-05
55 1034.6 0.0061 4.44e+03 3.10611e-05
56 1034.6 0.00766 3.54e+03 0.000124244
57 1034.64 0.0223 1.22e+03 0.000993954
58 1034.96 0.142 197 0.00795163
59 1026.67 1 19.4 0.063613
60 1011.94 1 -0.177 0.508904
61 1002.56 0.383 -7.26 0.169635
62 1000.69 1 0.157 0.169635
63 1000.6 1 0.00743 0.0565449
64 997.553 1 -1.51 0.0243785
65 996.524 1 0.033 0.00812615
66 996.524 1.21e-05 -0.0985 0.00270872
67 996.416 1 -0.00812 0.00270872
68 996.413 1 -0.000687 0.000902906
69 996.412 1 -0.000416 0.000300969
70 996.412 1 -0.000109 0.000100323
71 996.412 0.434 -0.000529 3.3441e-05
72 996.409 1 -0.0021 3.3441e-05
73 2238.06 0.18 3.65e+07 1.1147e-05
74 2238.06 0.359 1.83e+07 2.2294e-05
75 996.396 1 -0.0219 8.91759e-05
76 2236.38 0.0152 1.3e+08 2.97253e-05
77 2236.36 0.0284 6.96e+07 5.94506e-05
78 2236.29 0.108 1.84e+07 0.000237802
79 2235.63 0.848 2.34e+06 0.00190242
80 996.392 1 -0.00197 0.0152193
81 996.338 1 -0.0885 0.00507312
82 2227.72 0.0513 9.38e+06 0.00169104
83 2227.55 0.0943 5.1e+06 0.00338208
84 2226.56 0.353 1.36e+06 0.0135283
85 996.292 1 -0.0346 0.108226
86 2216.25 0.603 5.07e+05 0.0360755
87 996.051 1 0.759 0.072151
88 2143.25 0.15 3.25e+05 0.0240503
89 2139.89 0.221 2.2e+05 0.0481007
90 2119.76 0.648 7.43e+04 0.192403
91 995.52 1 -0.133 1.53922
92 997.336 1 14.1 0.513074
93 995.073 1 -0.253 1.02615
94 1991.42 0.73 3.07e+04 0.342049
95 1002.36 1 42.8 0.684098
96 994.71 1 -0.196 2.73639
97 996.844 1 13.2 0.912131
98 994.082 1 -0.268 1.82426
99 1749.6 1 9.47e+03 0.608087
100 995.054 1 7.25 1.21617
101 993.621 1 -0.216 4.8647
102 993.245 1 1.79 1.62157
103 991.717 1 0.0434 1.63234
104 990.825 1 -0.0664 1.28216
105 990.339 1 -0.103 1.08157
106 990.136 1 -0.049 0.790228
107 990.05 1 -0.0228 0.558705
108 990.019 1 -0.00782 0.317651
109 990.009 1 -0.00217 0.127103
110 990.011 1 0.0084 0.0423675
111 990.007 1 0.000819 0.084735
112 990.005 1 -0.000448 0.0822893
113 990.005 1 0.00011 0.0274298
114 990.004 1 7.18e-05 0.02677
115 990.005 1 0.00127 0.0265979
116 990.004 1 0.000254 0.0531958
117 990.004 1 8.87e-06 0.0673577
118 990.004 1 -1.72e-05 0.0647122
119 990.004 1 -3.09e-05 0.0604503
120 990.004 1 -5.08e-05 0.0329608
121 990.004 1 0.000169 0.0163301
122 990.004 1 0.000204 0.0164533
123 990.004 1 0.00103 0.0168916
124 990.003 1 0.000199 0.0337831
125 990.003 1 0.000428 0.0348456
126 990.003 1 5.33e-05 0.0696912
127 990.003 1 -1.11e-05 0.0696914
128 990.003 1 -2.35e-05 0.0617246
129 990.003 1 -3.27e-05 0.0390977
130 990.003 1 8.79e-05 0.019052
131 990.003 1 6.5e-05 0.0190574
132 990.003 1 9.6e-05 0.0190573
133 990.003 1 0.000391 0.0191347
134 990.002 1 4.72e-05 0.0382693
135 990.002 1 6.43e-05 0.0382683
136 990.002 1 5.11e-05 0.0396952
137 990.002 1 4.36e-05 0.0402933
138 990.002 1 3.08e-05 0.0408641
139 990.002 1 2.09e-05 0.0409804
140 990.002 1 1.45e-05 0.0410091
141 990.002 1 5.95e-06 0.0410092
142 990.002 1 3.85e-06 0.040991
143 990.002 1 -2.98e-06 0.0409027
144 990.002 1 -2.27e-06 0.0403681
145 990.002 1 -7.26e-06 0.039662
146 990.002 1 -3.71e-06 0.0379084
147 990.002 1 -7.48e-06 0.0367207
148 990.002 1 -5.88e-07 0.0347987
149 990.002 1 -4.36e-06 0.0342498
150 990.002 1 5.12e-06 0.0333632
151 990.002 1 1.42e-06 0.0333165
152 990.002 1 1.27e-05 0.0331901
153 990.001 1 9.6e-06 0.033199
154 990.001 1 2.26e-05 0.0331993
155 990.001 1 1.97e-05 0.0337721
156 990.001 1 3.19e-05 0.0340304
157 990.001 1 2.57e-05 0.0362638
158 990.001 1 2.9e-05 0.0371285
159 990.001 1 1.91e-05 0.0391506
160 990.001 1 1.76e-05 0.0396249
161 990.001 1 8.78e-06 0.0402287
162 990.001 1 8.13e-06 0.0402502
163 990.001 1 1.92e-06 0.0402734
164 990.001 1 2.34e-06 0.0402362
165 990.001 1 -1.91e-06 0.0402005
166 990.001 1 -7.86e-07 0.0393976
167 990.001 1 -3.67e-06 0.0387379
168 990.001 1 -1.5e-06 0.0363203
169 990.001 1 -3.76e-06 0.0351542
170 990.001 1 1.96e-08 0.0327393
171 990.001 1 -2.2e-06 0.0323209
172 990.001 1 3.01e-06 0.0314054
173 990.001 1 1.26e-06 0.0313996
174 990.001 1 7.81e-06 0.0313573
175 990.001 1 6.94e-06 0.0315451
176 990.001 1 1.48e-05 0.0316263
177 990.001 1 1.34e-05 0.0340726
178 990.001 1 1.68e-05 0.0352822
179 990.001 1 1.19e-05 0.038876
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 578136
1 578124 1.06e-05 -5.66e+05 10.769
2 578082 3.65e-05 -5.66e+05 10.769
3 578051 2.72e-05 -5.66e+05 10.769
4 577739 0.000276 -5.66e+05 10.769
5 561753 0.0143 -5.52e+05 10.769
6 537388 0.0225 -5.32e+05 10.769
7 380583 0.147 -5.76e+05 10.769
8 256830 0.164 -3.94e+05 10.769
9 69579.5 0.391 -2.35e+04 10.769
10 3669.59 0.761 -9.08e+03 10.769
11 2209.58 1 1.28e+03 10.769
12 2174.98 1 1.04e+03 7.77018
13 1809.31 0.726 -20.8 12.3357
14 1775.88 1 -0.805 12.3357
15 1738.33 1 -19.9 4.11189
16 1642.15 0.192 -236 1.37063
17 1680.16 0.794 621 1.37063
18 1694.6 0.763 691 2.74126
19 1681.14 0.96 567 10.965
20 1574.05 1 -26.3 87.7203
21 1531.37 0.552 -35.4 29.2401
22 1531.36 0.000127 -22.7 29.2401
23 1499.29 1 -8.82 29.2401
24 1480.64 1 -5.82 9.7467
25 1462.79 1 19.1 3.2489
26 1447.05 0.335 -11.7 3.24774
27 1439.19 1 22.3 3.24774
28 1415.77 1 0.698 3.5405
29 1457.07 0.308 342 1.18017
30 1450.86 0.489 194 2.36033
31 1411.3 1 7.27 9.44133
32 1769.17 0.509 2.01e+04 9.43383
33 1774.11 0.772 1.33e+04 18.8677
34 1397.24 1 -4.8 75.4706
35 1761.85 0.668 8.4e+03 25.1569
36 1767.21 0.877 6.4e+03 50.3137
37 1387.66 1 -6.09 201.255
38 1390.09 1 33.7 67.085
39 1387.63 0.00427 -4.12 134.17
40 1385.06 1 12.1 134.17
41 1382.15 1 -0.38 134.166
42 1381.69 1 -0.181 44.7219
43 1381.09 1 -0.254 14.9073
44 1380.48 1 -0.224 4.9691
45 1379.87 1 -0.266 1.65637
46 1379.16 1 0.663 0.552122
47 1378.93 1 1.94 0.533044
48 1376.98 1 -0.363 0.765673
49 1376.24 1 -0.0883 0.602402
50 1375.71 1 -0.0796 0.561426
51 1375.43 1 0.0413 0.481906
52 1375.15 1 -0.0134 0.472462
53 1374.96 0.362 -0.214 0.441425
54 1374.92 1 0.153 0.441425
55 1374.75 1 -0.0318 0.528296
56 1374.77 1 0.161 0.367943
57 1374.68 1 -0.0191 0.735885
58 1374.71 1 0.127 0.382796
59 1374.65 1 -0.0105 0.765592
60 1374.63 1 0.0116 0.515987
61 1374.59 1 -0.00647 0.51592
62 1374.56 1 0.00204 0.450783
63 1374.53 1 -0.0041 0.443066
64 1374.51 1 -0.000545 0.40034
65 1374.48 1 -0.00298 0.385475
66 1374.46 1 -0.00136 0.352723
67 1374.45 1 -0.00232 0.334485
68 1374.43 1 -0.00155 0.307991
69 1374.41 1 -0.0019 0.289161
70 1374.4 1 -0.00151 0.267118
71 1374.39 1 -0.0016 0.249208
72 1374.38 1 -0.0014 0.23048
73 1374.37 1 -0.0014 0.214102
74 1374.36 1 -0.00128 0.197909
75 1374.35 1 -0.00125 0.183162
76 1374.34 1 -0.00118 0.168937
77 1374.33 1 -0.00116 0.155667
78 1374.32 1 -0.00113 0.142944
79 1374.31 1 -0.00114 0.130851
80 1374.31 1 -0.00117 0.119161
81 1374.3 1 -0.00124 0.107784
82 1374.3 0.612 -0.00327 0.0964999
83 1374.29 1 -0.00318 0.0964999
84 1374.27 1 -0.0103 0.0321666
85 1374.11 0.873 -0.241 0.0107222
86 1373.65 0.229 4.85 0.0107222
87 2467.17 0.52 4.38e+05 0.0107222
88 1381.92 1 217 0.0214444
89 1372.39 1 -0.0578 0.0857777
90 1374.05 1 19.6 0.0285926
91 1372.31 1 -0.0172 0.0571851
92 2411.11 0.455 2.11e+05 0.0190617
93 2409.35 0.866 1.11e+05 0.0381234
94 1372.26 1 -0.0221 0.152494
95 2389.35 0.858 7.82e+04 0.0508312
96 1372.27 1 0.451 0.101662
97 1372.24 1 -0.0134 0.40665
98 1372.19 1 0.181 0.13555
99 1388.16 1 102 0.134942
100 1372.04 1 0.142 0.269884
101 1372.77 1 3.06 0.261893
102 1371.78 1 -0.0645 0.523787
103 1379.87 1 30.9 0.174596
104 1371.88 1 0.722 0.349191
105 1371.67 1 -0.0393 1.39676
106 1371.61 1 0.167 0.465588
107 1371.43 1 -0.0327 0.46883
108 1371.36 1 -0.000368 0.291003
109 1371.32 1 -0.0104 0.262627
110 1371.31 1 -0.00106 0.0968711
111 1371.3 1 -0.000461 0.0756744
112 1371.3 1 -4.85e-05 0.0252248
113 1371.3 1 6.33e-07 0.0160824
114 1371.3 1 0.000238 0.0158693
115 1371.3 1 0.000918 0.0198781
116 1371.3 1 0.000735 0.0397563
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 27243.3
1 27241.4 5.2e-05 -1.84e+04 3765.62
2 27189.1 0.00142 -1.84e+04 3765.62
3 27123.6 0.00179 -1.83e+04 3765.62
4 27074.1 0.00135 -1.83e+04 3765.62
5 27057.7 0.000449 -1.82e+04 3765.62
6 27044.2 0.000371 -1.82e+04 3765.62
7 26959.8 0.00232 -1.82e+04 3765.62
8 21282 0.176 -1.43e+04 3765.62
9 8194.7 1 -2.07e+03 3765.62
10 6829.35 0.434 -1.37e+03 1255.21
11 6821.67 0.00445 -861 1255.21
12 5460.76 0.968 -516 1255.21
13 4816.92 0.949 -313 1255.21
14 4193.2 1 -299 1255.21
15 3913.12 0.237 -585 418.403
16 3441.16 1 -166 418.403
17 2970.61 1 -171 139.468
18 2404.6 0.798 -248 46.4892
19 2229.54 0.206 -428 46.4892
20 2281.85 0.627 2.55e+03 46.4892
21 2221.36 0.968 1.63e+03 92.9784
22 1782.16 1 82.6 92.9784
23 1643.21 1 -42.9 50.4974
24 1606.23 0.263 -67.4 19.3805
25 1559.57 0.376 -59.2 19.3805
26 1480.33 1 -23 19.3805
27 1455.28 0.786 -7.12 6.46016
28 1448.81 0.65 -3.42 6.46016
29 1443.94 1 -1.76 6.46016
30 1413.45 1 -2.75 4.6927
31 1408.74 1 -1.4 1.56423
32 1404.18 1 0.0278 0.961492
33 1397.75 1 -2.36 0.922584
34 1385.74 1 -5.38 0.774699
35 1340.98 1 -21.3 0.516617
36 1324.02 0.0445 -188 0.172206
37 1118.39 0.621 -122 0.172206
38 1076.92 0.226 -78 0.172206
39 1060.27 0.138 -54 0.172206
40 1032.84 0.351 -29 0.172206
41 1011.88 1 0.562 0.172206
42 1009.22 1 -0.556 0.118896
43 1008.44 1 -0.145 0.104526
44 1008.41 0.159 -0.0739 0.0348419
45 1008.33 1 -0.0165 0.0348419
46 1008.31 1 -0.00679 0.0337858
47 1008.3 1 -0.00208 0.0233021
48 1008.3 0.778 -0.0016 0.0126425
49 1008.3 1 -0.000873 0.0126425
50 1008.29 1 -0.000878 0.00701206
51 1008.29 1 -0.000736 0.00450279
52 1007.65 1 -0.31 0.00284806
53 1005.87 0.202 -3.96 0.000949355
54 1001.97 1 -0.307 0.000949355
55 1001.75 0.468 -0.168 0.000316452
56 1001.61 1 -0.0276 0.000316452
57 1001.6 1 -0.00282 0.000105484
58 1001.6 1 -0.000423 3.51613e-05
59 989.1 0.033 -209 2.35588e-05
60 987.813 1 4.19 2.35588e-05
61 986.502 1 0.153 2.37284e-05
62 986.399 1 0.0424 2.13529e-05
63 986.385 1 0.0117 1.93377e-05
64 986.327 0.00444 -6.36 1.93345e-05
65 1507.08 0.195 6.31e+03 1.93345e-05
66 1507.08 0.195 6.3e+03 3.86691e-05
67 1507.08 0.196 6.29e+03 0.000154676
68 982.731 0.00941 -182 0.00123741
69 1724.86 0.204 7.94e+03 0.00123741
70 1725.58 0.208 7.77e+03 0.00247482
71 1596.73 0.226 5.75e+03 0.00989929
72 1250.39 0.396 1.3e+03 0.0791943
73 993.346 1 20.9 0.633554
74 981.403 1 -0.451 5.06844
75 980.358 1 -0.111 1.68948
76 979.405 1 -0.312 1.20888
77 978.886 1 0.469 0.757587
78 977.931 0.546 -0.399 0.774554
79 976.86 1 -0.0365 0.774554
80 975.647 1 -0.342 0.774546
81 975.043 1 -0.202 0.69487
82 974.713 1 -0.124 0.588081
83 974.506 1 -0.0824 0.478098
84 974.355 1 -0.0624 0.374905
85 974.159 1 -0.0884 0.277668
86 974.14 0.0357 -0.272 0.133454
87 974.078 1 -0.0176 0.133454
88 974.048 1 -0.0105 0.131769
89 974.037 1 -0.00464 0.118666
90 974.028 1 -0.0039 0.0752103
91 974.02 1 -0.00331 0.0478442
92 974.014 1 -0.00284 0.0302373
93 974.008 1 -0.00243 0.0191099
94 974.003 1 -0.00209 0.0120765
95 973.999 1 -0.00179 0.00763196
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 44445.5
1 44438.2 8.63e-05 -4.26e+04 3.46615
2 43293.9 0.0128 -4.68e+04 3.46615
3 42548.5 0.00873 -4.39e+04 3.46615
4 42463.8 0.00104 -4.1e+04 3.46615
5 41507.7 0.0114 -4.34e+04 3.46615
6 39574.6 0.023 -4.41e+04 3.46615
7 35678.6 0.0474 -4.37e+04 3.46615
8 28524.6 0.104 5.09e+05 3.46615
9 27657 0.0156 -2.87e+04 3.46615
10 26070.9 0.0278 -3.07e+04 3.46615
11 25172.9 0.0174 -2.69e+04 3.46615
12 20772.4 0.0811 -2.92e+04 3.46615
13 18286.4 0.0615 -2.07e+04 3.46615
14 18266.2 0.000607 -1.66e+04 3.46615
15 14002.2 0.128 -1.63e+04 3.46615
16 6930.04 0.148 -3.84e+04 3.46615
17 4494.12 0.552 2.39e+04 3.46615
18 2749.25 0.414 -293 3.46615
19 2663.97 0.969 451 3.46615
20 4351.14 0.938 2.27e+04 3.46615
21 2474.65 1 179 6.93229
22 1791.83 0.432 1.07e+03 2.31076
23 1586.43 1 8.07 2.31076
24 1529.18 0.509 -29.8 0.770254
25 2397.58 0.908 1.16e+04 0.770254
26 1516.68 1 40.4 1.54051
27 1498.02 1 -0.808 1.53983
28 1496.83 1 -0.289 0.513278
29 2156.54 0.203 8.59e+04 0.171093
30 2138.94 0.348 4.5e+04 0.342185
31 1435.85 0.801 6.43 1.36874
32 1426.93 1 6.31 1.36874
33 1427.04 1 14.1 0.8723
34 1423.59 1 0.106 1.7446
35 1434.27 1 43.4 0.581533
36 1421.22 0.0924 -12.8 1.16307
37 1426.85 1 30.5 1.16307
38 1417.82 1 -0.249 2.32613
39 1417.77 1 2.87 1.73133
40 1415.71 1 -0.372 3.17782
41 1413.84 1 -0.588 1.05927
42 1399.91 0.218 -40.9 0.497851
43 1399.9 0.00283 -1.96 0.497851
44 1399.23 0.189 -1.62 0.497851
45 1398.31 1 -0.134 0.497851
46 1397.63 1 0.132 0.187566
47 1397.53 0.965 0.101 0.185275
48 1397.35 1 -0.0412 0.185275
49 1397.33 1 0.0695 0.0961608
50 1393.16 0.204 -8.52 0.126213
51 1386.24 1 0.0455 0.126213
52 1389.2 0.575 22.1 0.0866088
53 1387.6 1 9.09 0.173218
54 1384.71 1 -0.0378 0.692871
55 1383.83 0.986 -0.0844 0.308545
56 1383.59 0.155 -0.738 0.308545
57 1383 0.384 -0.826 0.308545
58 1383 0.00236 -0.712 0.308545
59 1381.65 1 2.31 0.308545
60 1380.58 0.188 -2.9 0.102848
61 1379.82 1 0.597 0.102848
62 1379.78 1 0.3 0.0987536
63 1379.66 0.925 0.145 0.150291
64 1379.28 1 -0.119 0.150291
65 1378.84 0.204 -1.08 0.0614587
66 1378.72 1 0.00624 0.0614587
67 1378.72 1 0.0246 0.0473305
68 1378.71 1 0.0224 0.0808227
69 1376.69 0.531 -1.54 0.121295
70 1374.52 1 -0.368 0.121295
71 1374.3 1 -0.0337 0.0404316
72 1374.28 1 -0.00367 0.0134772
73 1374.27 0.586 -0.00432 0.0044924
74 1374.26 1 -0.00574 0.0044924
75 1373.91 0.443 57.4 0.00149747
76 1372.46 1 -0.0182 0.00149747
77 2458.39 0.0741 7.79e+06 0.000562779
78 2457.37 0.141 4.14e+06 0.00112556
79 2450.89 0.539 1.14e+06 0.00450223
80 1372.43 1 0.117 0.0360178
81 1372.46 1 0.158 0.0433139
82 1372.42 1 0.0997 0.0866277
83 1372.39 1 0.0666 0.141086
84 1372.37 1 0.0235 0.163216
85 1372.37 0.18 -0.0125 0.173739
86 1372.36 1 0.00285 0.173739
87 1372.36 1 -0.000317 0.17387
88 1372.35 1 -0.00162 0.167691
89 1372.34 1 -0.00807 0.0704152
90 2430.34 0.964 1.96e+05 0.0234717
91 1372.3 1 -0.0221 0.0469434
92 2408.94 0.364 2.43e+05 0.0156478
93 2407.11 0.68 1.29e+05 0.0312956
94 1372.23 1 -0.0341 0.125183
95 2376.03 0.616 8.71e+04 0.0417275
96 1380.94 1 71.1 0.083455
97 1372.18 1 -0.0292 0.33382
98 1376.01 1 22.4 0.111273
99 1372.1 1 0.0166 0.222547
100 2292.32 0.713 3.32e+04 0.0741822
101 1383.12 1 61.4 0.148364
102 1371.97 1 -0.053 0.593458
103 1375.25 1 13.8 0.197819
104 1371.88 1 0.103 0.395639
105 1371.82 1 0.387 0.380476
106 1371.49 1 -0.0441 0.447037
107 1371.4 1 0.0229 0.279466
108 1371.32 1 -0.0156 0.272365
109 1371.3 1 -0.000188 0.0907884
110 1371.3 1 -0.000585 0.078042
111 1371.3 1 9.35e-05 0.026014
112 1371.3 1 0.000266 0.0249884
113 1371.3 1 0.000203 0.0499768
114 1371.3 1 5.36e-05 0.199907
115 1371.3 1 1.36e-05 0.200172
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 186517
1 186494 6.26e-05 -1.8e+05 1.29264
2 185758 0.00204 -1.8e+05 1.29264
3 184314 0.00402 -1.79e+05 1.29264
4 184175 0.00039 -1.78e+05 1.29264
5 181269 0.00818 -1.77e+05 1.29264
6 175057 0.0178 -1.73e+05 1.29264
7 170747 0.0128 -1.69e+05 1.29264
8 112584 0.157 -1.93e+05 1.29264
9 91193.9 0.0959 -1.13e+05 1.29264
10 86054.4 0.0295 -8.66e+04 1.29264
11 73379.5 0.0794 -7.71e+04 1.29264
12 34084.3 0.308 -5.53e+04 1.29264
13 25070.7 0.133 -3.57e+04 1.29264
14 24709.7 0.00791 -2.29e+04 1.29264
15 22346.9 0.0516 -2.34e+04 1.29264
16 22345.4 3.66e-05 -1.96e+04 1.29264
17 16410.4 0.134 -2.48e+04 1.29264
18 9584.88 0.208 -1.91e+04 1.29264
19 2046.68 0.436 1.7e+04 1.29264
20 2347.08 0.735 4.63e+03 1.29264
21 2363.65 0.856 3.64e+03 2.58528
22 1668.67 1 218 10.3411
23 1562.06 1 -11.1 5.24246
24 1557.98 1 -0.337 1.74749
25 1647.15 0.805 1.32e+03 0.582495
26 1646.43 0.969 1.13e+03 1.16499
27 1486.28 1 -11.2 4.65996
28 1476.69 0.118 -42.4 4.57584
29 1430.76 0.941 -13.4 4.57584
30 1423.51 0.346 -8.89 4.57584
31 1416.07 1 -0.692 4.57584
32 1415.63 1 -0.0378 1.5583
33 1415.4 0.0216 -5.32 0.519433
34 1411.77 0.435 -3.53 0.519433
35 1411.25 1 -0.0905 0.519433
36 1400.4 0.328 -21.4 0.427858
37 1400.39 0.00174 -1.16 0.427858
38 1399.32 1 0.218 0.427858
39 1398.82 0.356 -0.349 0.404141
40 1405.34 1 18 0.404141
41 1398.14 1 0.204 0.808281
42 1397.96 1 1.24 0.803575
43 1396.52 1 -0.195 1.1261
44 1395.77 1 -0.0023 0.983987
45 1394.9 1 -0.217 0.97022
46 1394.02 1 -0.292 0.82193
47 1393.68 1 9.33 0.626248
48 1389.93 0.25 -5.65 1.12667
49 1384.38 1 -0.741 1.12667
50 1381.54 1 -0.649 1.03343
51 1381.54 3.1e-05 -2.39 1.00479
52 1378.51 1 -1.12 1.00479
53 1374.29 1 -1.92 0.776801
54 1367.51 0.467 -7.11 0.373433
55 1362.46 0.168 -15 0.373433
56 1359.38 0.069 -22.3 0.373433
57 1308.46 1 -24.6 0.373433
58 1024.51 1 -71.8 0.124478
59 1100.3 0.862 128 0.0414925
60 1022.74 1 34.7 0.082985
61 988.462 1 -1.47 0.147386
62 984.964 1 -0.498 0.0889188
63 987.029 1 4.01 0.0358472
64 984.842 1 0.149 0.0716943
65 984.651 1 -0.034 0.0729429
66 984.657 1 0.0887 0.0435791
67 984.599 1 -0.0147 0.0871581
68 984.587 1 0.0569 0.0399933
69 984.44 1 -0.0537 0.0514093
70 984.017 1 -0.107 0.0171364
71 981.836 1 -0.554 0.0118251
72 981.381 0.839 -0.103 0.0039417
73 981.266 1 -0.0135 0.0039417
74 981.256 1 -0.00244 0.0013139
75 981.251 1 -0.00167 0.000759932
76 981.248 1 -0.00114 0.000581026
77 981.246 1 -0.001 0.000378891
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 40265.3
1 21516.7 0.146 -8.52e+04 0.910117
2 20202 0.0277 -2.73e+04 0.910117
3 11174.8 0.194 -3.3e+04 0.910117
4 8608.86 0.117 -1.15e+04 0.910117
5 4298.05 0.241 -9.32e+03 0.910117
6 2698.69 0.357 -1.66e+03 0.910117
7 1581.9 0.711 -370 0.910117
8 1536.5 0.133 -155 0.910117
9 1392.5 1 -18 0.910117
10 1558.41 1 476 0.303372
11 1397.63 1 38 0.606745
12 1382.4 1 -1.88 2.42698
13 1389.64 1 21 0.808993
14 1380.59 1 0.963 1.61799
15 1380 0.164 -1.49 1.60836
16 1378.82 1 0.639 1.60836
17 1376.96 1 -0.104 1.60964
18 1376.36 0.18 -1.48 1.58381
19 1374.21 1 -0.765 1.58381
20 1370.92 1 -1.5 1.06477
21 1358.03 1 -6.24 0.372588
22 1250.7 1 -48.6 0.124196
23 1195.44 0.116 -216 0.0413987
24 1009.73 0.718 -56.2 0.0413987
25 1002.59 0.121 -22.3 0.0413987
26 998.027 1 36.3 0.0413987
27 1404.18 0.367 2.11e+03 0.0558261
28 1406.88 0.673 1.2e+03 0.111652
29 992.579 1 16 0.446609
30 974.623 1 -1.38 0.510528
31 974.27 1 -0.0501 0.170176
32 974.17 1 -0.0245 0.131353
33 974.145 1 0.029 0.126032
34 974.316 1 0.325 0.129554
35 974.129 1 0.0124 0.259108
36 974.105 1 -0.00415 0.261358
37 974.09 1 -0.00545 0.0871195
38 974.089 0.581 0.0136 0.0668748
39 974.319 1 0.411 0.0668748
40 974.101 1 0.0312 0.13375
41 974.082 1 -0.00138 0.534998
42 974.079 1 -0.00123 0.197756
43 974.075 1 -0.00174 0.127389
44 974.071 1 0.000971 0.0629819
45 974.083 0.475 0.0543 0.0629659
46 974.072 0.686 0.0106 0.125932
47 974.068 1 -0.000693 0.503727
48 974.067 1 -0.000496 0.312371
49 974.065 1 -0.000993 0.140044
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 377375
1 377368 1.03e-05 -3.69e+05 4.13183
2 272214 0.138 -3.84e+05 4.13183
3 246588 0.0499 -2.48e+05 4.13183
4 209476 0.0818 -2.14e+05 4.13183
5 207018 0.00604 -2.03e+05 4.13183
6 199519 0.0188 -1.97e+05 4.13183
7 180920 0.0509 -1.72e+05 4.13183
8 176166 0.0138 -1.69e+05 4.13183
9 116606 0.219 -1.03e+05 4.13183
10 90729.3 0.13 -9.05e+04 4.13183
11 80448 0.0718 4.69e+07 4.13183
12 23347.7 0.393 -6.31e+04 4.13183
13 2831.4 1 20.9 4.13183
14 2133.87 0.312 -872 1.37728
15 1583.28 0.668 -179 1.37728
16 1484.71 0.544 -53.1 1.37728
17 1446.14 1 10.7 1.37728
18 1437.94 0.44 5.95 1.30305
19 1436.24 0.0457 -18 1.30305
20 1418.68 1 -3.41 1.30305
21 1411.11 1 -3.13 0.434349
22 1388.31 1 -11.1 0.301432
23 1353.57 0.131 -129 0.100477
24 1340.47 0.0295 -220 0.100477
25 1045.75 1 -59.3 0.100477
26 1045.29 0.0109 -20.9 0.0334924
27 1024.83 1 -0.00564 0.0334924
28 1025.3 1 0.927 0.0196202
29 1024.17 1 -0.0499 0.0392404
30 1024.17 0.104 -0.0188 0.0130801
31 1024.16 0.0536 -0.0237 0.0130801
32 1024.14 1 -0.00967 0.0130801
33 1023.91 0.286 1.18 0.00436004
34 1023.57 1 -0.013 0.00436004
35 1023.57 1 -0.00117 0.00145335
36 1023.57 0.217 -0.000297 0.000484449
37 1023.99 1 0.643 0.000484449
38 1023.47 1 0.0541 0.000968898
39 1023.41 1 -0.00208 0.00136221
40 1023.4 1 -0.000899 0.00045407
41 1023.03 0.0109 -17.3 0.000151357
42 1023.02 0.000298 -4.27 0.000151357
43 1023.01 0.000903 10.7 0.000151357
44 1023.55 0.0439 13.6 0.000151357
45 1009.8 1 9.02 0.000302713
46 1038.82 1 49.2 0.000270119
47 1013.64 1 15 0.000540238
48 1005.99 1 1.93 0.00216095
49 1005.53 1 0.00257 0.00119859
50 1005.53 0.00509 2.37 0.000399529
51 1036.44 0.283 116 0.000399529
52 1060.39 0.492 128 0.000799058
53 1005.06 0.0817 1.44 0.00319623
54 1187.81 0.435 486 0.00319623
55 1187.33 0.446 473 0.00639246
56 1007.35 1 5.4 0.0255699
57 1004.8 0.088 -1.42 0.204559
58 1004.2 1 -0.144 0.204559
59 1003.94 1 -0.0397 0.150386
60 1003.89 1 -0.00865 0.149994
61 1003.89 0.0447 -0.0278 0.049998
62 1003.87 1 -0.00629 0.049998
63 1003.69 0.0366 -1.85 0.0289484
64 1393.19 0.625 1.58e+03 0.0289484
65 1394.03 0.714 1.38e+03 0.0578968
66 1138.1 1 289 0.231587
67 1000.9 0.666 -1.08 1.8527
68 1000.2 1 -0.0906 1.8527
69 1000.15 1 0.0138 0.617566
70 1000.15 1.17e-05 -0.0418 0.611579
71 1000.09 1 -0.0164 0.611579
72 1000.08 1 0.02 0.226488
73 1000.04 1 -0.0113 0.230748
74 1000.05 0.524 0.0693 0.0769161
75 1000.02 1 -0.000249 0.153832
76 999.998 1 -0.00561 0.150703
77 1002.36 1 6.42 0.121826
78 999.987 1 -0.00404 0.243652
79 999.976 1 0.000327 0.118917
80 999.964 1 -0.0031 0.116722
81 999.956 1 -0.00173 0.0990134
82 999.948 1 -0.00216 0.0920252
83 999.942 1 -0.00161 0.0766763
84 999.937 1 -0.00135 0.0653646
85 999.933 1 -0.00121 0.0568195
86 999.93 1 -0.00103 0.0483046
87 999.927 1 -0.000864 0.0405141
88 999.925 1 -0.00077 0.03431
89 999.923 1 -0.00064 0.0281819
90 999.921 1 -0.000566 0.0235272
91 999.92 1 -0.000481 0.019124
92 999.919 1 -0.000402 0.0156079
93 999.918 1 -0.000352 0.012889
94 999.918 1.54e-05 -0.000536 0.0103382
95 999.917 1 -0.000178 0.0103382
96 999.916 1 -0.000242 0.00938894
97 999.916 1 -0.000219 0.00686722
98 999.915 1 -0.000183 0.0056105
99 999.915 1 -0.000131 0.00446646
100 999.915 1 0.000154 0.00368046
101 999.915 1 0.000446 0.00736091
102 999.915 1 -2.79e-05 0.0294436
103 999.915 1 -2.91e-05 0.0213218
104 999.903 0.000611 -9.83 0.00710725
105 997.694 0.128 -6.24 0.00710725
106 997.481 1 0.000522 0.00710725
107 1055.18 0.578 5.2e+03 0.00236908
108 998.256 1 7.06 0.00473817
109 997.45 1 -0.0117 0.0189527
110 997.45 0.0353 -0.00816 0.00631756
111 997.443 0.154 -0.0197 0.00631756
112 1568.83 0.98 2.96e+03 0.00631756
113 1554.78 0.233 1.22e+04 0.0126351
114 997.661 1 0.459 0.0505405
115 997.473 1 0.11 0.404324
116 997.436 1 -0.00279 3.23459
117 997.43 1 -0.00265 1.0782
118 997.422 1 -0.00255 0.359399
119 997.418 1 -0.00124 0.1198
120 997.416 1 -0.00094 0.0399332
121 997.432 1 0.0875 0.0133111
122 997.41 1 -0.00214 0.0266221
123 1049.03 0.934 1.14e+03 0.00887405
124 997.407 0.255 -0.00618 0.0177481
125 997.531 1 0.491 0.0177481
126 997.4 1 -0.000131 0.0354962
127 1043.68 0.925 646 0.0137465
128 997.494 1 0.347 0.0274929
129 997.391 1 -0.00353 0.109972
130 997.428 1 0.155 0.0366572
131 997.382 1 -0.00233 0.0733144
132 997.381 0.0238 -0.0209 0.0244381
133 999.113 1 6.68 0.0244381
134 997.412 1 0.105 0.0488763
135 997.373 1 -0.00354 0.195505
136 997.398 1 0.112 0.0651684
137 997.363 1 -0.00399 0.130337
138 997.783 1 1.34 0.0434456
139 997.355 1 0.0226 0.0868911
140 997.354 1 0.0597 0.0885162
141 997.297 1 0.0023 0.155878
142 997.265 1 0.0124 0.142576
143 997.395 1 0.213 0.140245
144 997.35 1 0.185 0.280491
145 997.232 1 -0.00414 1.12196
146 997.23 0.0841 -0.00746 0.373988
147 997.216 1 -0.00659 0.373988
148 997.213 1 0.0593 0.124663
149 997.239 1 0.164 0.196496
150 997.152 1 -0.0167 0.392992
151 998.152 0.965 2.54 0.131355
152 997.184 1 0.141 0.262709
153 997.134 1 -0.0074 1.05084
154 997.122 1 0.0174 0.350279
155 997.108 1 0.0479 0.350272
156 997.109 0.133 0.161 0.399787
157 997.053 0.78 -0.0189 0.799574
158 997.04 0.907 -0.00161 0.799574
159 997.04 1 -4.54e-05 0.799574
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 44362.9
1 44361.4 1.82e-05 -4.12e+04 1.68519
2 44360.1 1.64e-05 -4.12e+04 1.68519
3 44359 1.28e-05 -4.12e+04 1.68519
4 44357.9 1.43e-05 -4.12e+04 1.68519
5 44356 2.25e-05 -4.12e+04 1.68519
6 44327.9 0.000341 -4.12e+04 1.68519
7 44311.4 0.0002 -4.12e+04 1.68519
8 41606.1 0.032 -4.34e+04 1.68519
9 5766.53 0.402 -2.54e+04 1.68519
10 4168.39 0.263 -2.55e+03 1.68519
11 3027.35 0.61 2.92e+03 1.68519
12 6733.13 0.826 2.17e+04 1.68519
13 6892.93 0.854 2.25e+04 3.37038
14 5256.18 1 1.14e+04 13.4815
15 2573.44 1 231 107.852
16 2479.34 1 -6.76 43.9269
17 2455.88 1 -7.12 28.1727
18 2455.87 0.000773 -8.65 14.8939
19 2443.88 1 -3.91 14.8939
20 2437.18 1 -2.5 12.0323
21 2432.85 1 -1.65 8.39897
22 2429.97 1 -1.11 6.15926
23 2427.98 1 -0.778 4.53618
24 2426.54 1 -0.571 3.35304
25 2425.43 1 -0.445 2.46322
26 2424.51 1 -0.371 1.784
27 2423.7 1 -0.334 1.26946
28 2423.35 0.396 -0.407 0.886429
29 2422.64 1 -0.304 0.886429
30 2422.39 0.249 -0.475 0.547855
31 2421.66 1 -0.313 0.547855
32 2421.5 0.157 -0.518 0.355961
33 2420.6 1 -0.384 0.355961
34 2419.42 1 -0.498 0.234949
35 2417.77 1 -0.727 0.163755
36 2413.88 1 -1.86 0.106285
37 2412.3 0.0462 -17.1 0.0456642
38 2409.04 0.0681 -24 0.0456642
39 2397.6 0.129 -44.7 0.0456642
40 2184.32 1 -84.7 0.0456642
41 2835.61 0.525 4.39e+03 0.0152214
42 2183.89 0.00127 -169 0.0304428
43 2086.44 1 59.8 0.0304428
44 2024.95 1 -9.44 0.0304187
45 2018.88 1 -0.872 0.0190054
46 2018.33 1 -0.137 0.00633514
47 2016.86 1 -0.426 0.00527006
48 2016.06 1 0.0675 0.00339008
49 2015.86 1 0.107 0.00113003
50 2015.85 1 0.168 0.00112461
51 2014.68 1 1.37 0.00198909
52 23389.4 0.251 4.36e+08 0.000663029
53 2020.42 0.136 36.8 0.00132606
54 2125.67 0.464 907 0.00530423
55 2109.68 0.672 575 0.0424338
56 2004.46 1 -6.96 0.339471
57 1958.6 0.201 -135 0.113157
58 1945.53 0.141 -45.1 0.113157
59 1852.99 1 -67.2 0.113157
60 1842.21 0.725 3.73e+03 0.037719
61 1794.71 0.0484 -461 0.037719
62 1317.86 1 38.9 0.037719
63 2517.94 0.0331 4.45e+06 0.012573
64 2514.81 0.058 2.54e+06 0.025146
65 2496.09 0.206 7.08e+05 0.100584
66 1277.38 1 -10.4 0.804672
67 2358.6 0.309 1.68e+05 0.581033
68 2356.65 0.604 8.56e+04 1.16207
69 1265.57 1 -4.6 4.64826
70 2302.58 0.537 5.43e+04 1.54942
71 1458.41 1 3.34e+03 3.09884
72 1261.36 1 -2.6 12.3954
73 1316.66 1 796 4.13179
74 1249.64 1 -8.71 8.26358
75 2047.4 0.512 1.9e+04 2.75453
76 2026.71 0.954 1.01e+04 5.50905
77 1240.62 1 -5.44 22.0362
78 1581.8 1 2.84e+03 7.3454
79 1220.6 1 -10.2 14.6908
80 1570.41 0.581 3.52e+03 4.89694
81 1402.76 1 1.08e+03 9.79387
82 1205.64 1 -7.35 39.1755
83 1209.09 1 128 13.0585
84 1185.93 1 -9.42 26.117
85 1253.57 0.895 392 8.70566
86 1162.14 1 -1.81 17.4113
87 1126.19 0.396 -3.26e+05 5.80378
88 1112 0.311 -13.3 5.80378
89 1097.47 1 -0.942 5.80378
90 1089.62 1 -0.326 1.93459
91 1087.77 1 -0.311 1.4381
92 1087.49 1 -0.0877 0.479367
93 1087.29 1 -0.0577 0.159789
94 1087.25 1 -0.00726 0.053263
95 1087.25 1 -0.000388 0.0177543
96 1087.25 1 -7.45e-05 0.00591811
97 1087.25 1 -4.31e-05 0.0019727
98 1087.25 1 -3.19e-05 0.000657568
99 1089.48 0.548 51.7 0.000219189
100 1998.47 0.704 1.49e+05 0.000438379
101 1086.68 1 1.26 0.00175351
102 1086.12 1 -0.0156 0.00170034
103 1086.06 0.0212 -1.31 0.000566781
104 1086.05 1 -0.00171 0.000566781
105 1086.05 0.26 -0.00161 0.000188927
106 1086.05 1 -0.00122 0.000188927
107 1086.04 1 -0.00486 6.29757e-05
108 1085.96 0.52 -0.181 2.09919e-05
109 9450.69 0.155 6.46e+07 2.09919e-05
110 9450.23 0.0703 1.42e+08 4.19838e-05
111 9448.81 0.214 4.67e+07 0.000167935
112 1085.88 1 -0.069 0.00134348
113 9419.55 0.106 5.65e+07 0.000447827
114 9419.2 0.301 1.99e+07 0.000895654
115 1085.47 1 -0.547 0.00358262
116 9324.31 0.0263 7.24e+07 0.00119421
117 9322.93 0.0442 4.31e+07 0.00238841
118 9315.79 0.154 1.24e+07 0.00955365
119 1085.95 1 20.6 0.0764292
120 1085.35 1 -0.0458 0.611433
121 1084.8 1 -0.446 0.203811
122 9079.68 0.277 3.32e+06 0.067937
123 9067.18 0.501 1.83e+06 0.135874
124 1083.61 1 -0.742 0.543496
125 8622.58 0.466 8.7e+05 0.181165
126 8577.51 0.78 5.19e+05 0.362331
127 1082.18 1 -0.807 1.44932
128 8057.86 0.919 2.65e+05 0.483108
129 1085.68 1 23.4 0.966216
130 1081.34 1 -0.429 3.86486
131 1080.97 1 4.92 1.28829
132 1078.22 1 -0.49 1.5168
133 1077.56 0.803 -0.293 0.505599
134 1077.42 1 -0.0371 0.505599
135 1077.35 1 -0.0244 0.283233
136 1077.3 1 -0.0157 0.263391
137 1077.27 1 -0.011 0.225918
138 1077.25 1 -0.00829 0.18674
139 1077.24 1 -0.00635 0.150713
140 1077.23 1 -0.00379 0.119068
141 1077.22 1 -0.00328 0.074765
142 1077.21 1 -0.00282 0.0472925
143 1077.21 1 -0.00242 0.0298496
144 1077.2 1 -0.00208 0.0188568
145 1077.2 1 -0.00179 0.0118974
146 1077.2 1 -0.00155 0.00750453
147 1077.19 1 -0.00135 0.00472324
148 1077.19 1 -0.00118 0.00296413
149 1077.19 1 -0.00105 0.00184754
150 1077.18 1 -0.000977 0.00113793
151 1077.18 1 -0.000965 0.00068315
152 1077.18 1 -0.00109 0.000390855
153 1077.18 1 -0.00165 0.000196631
154 1077.16 1 -0.00859 6.55436e-05
155 5661.59 0.481 2.85e+08 2.18479e-05
156 5661.61 0.539 2.54e+08 4.36958e-05
157 1077.13 1 -0.0314 0.000174783
158 5661.5 0.063 1.06e+09 5.8261e-05
159 5661.5 0.168 3.99e+08 0.000116522
160 5661.49 0.551 1.21e+08 0.000466088
161 1077.12 1 -0.0108 0.0037287
162 5661.4 0.671 7.78e+07 0.0012429
163 1076.94 1 -0.299 0.0024858
164 5660.79 0.0156 1e+09 0.000828601
165 5660.78 0.0289 5.4e+08 0.0016572
166 5660.76 0.106 1.47e+08 0.00662881
167 5660.55 0.833 1.87e+07 0.0530305
168 1076.89 1 -0.0266 0.424244
169 1076.55 1 -0.358 0.141415
170 5658.95 0.303 2.05e+07 0.0471382
171 5658.84 0.599 1.04e+07 0.0942764
172 1076.09 1 -0.398 0.377106
173 5656.68 0.471 7.63e+06 0.125702
174 5656.55 0.929 3.86e+06 0.251404
175 1075.68 1 -0.28 1.00561
176 5654.68 0.91 2.87e+06 0.335205
177 1073.85 1 -2 0.67041
178 5647.41 0.308 3.76e+06 0.22347
179 5646.79 0.58 2e+06 0.44694
180 1071.16 1 -2.38 1.78776
181 5635.02 0.471 1.34e+06 0.59592
182 5633.97 0.878 7.14e+05 1.19184
183 1068.62 1 -1.77 4.76736
184 5623.21 0.859 5.05e+05 1.58912
185 1057.37 1 -11.5 3.17824
186 5585.86 0.437 3.77e+05 1.05941
187 5580.03 0.67 2.42e+05 2.11883
188 1040.93 1 -11.8 8.4753
189 5527.84 0.729 1.08e+05 2.8251
190 1569.41 1 4.48e+03 5.6502
191 1025.25 1 -8.95 22.6008
192 1128.92 1 600 7.5336
193 1004.85 1 5.32 15.0672
194 985.567 1 2.92 5.0224
195 977.529 1 -1.42 2.79029
196 974.585 1 -0.619 0.930097
197 974.016 1 -0.0787 0.310032
198 973.98 1 -0.00248 0.103344
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 614547
1 614469 6.49e-05 -6.03e+05 7.63791
2 614362 8.89e-05 -6.03e+05 7.63791
3 588596 0.0206 -6.4e+05 7.63791
4 581208 0.00648 -5.63e+05 7.63791
5 311921 0.308 -5.68e+05 7.63791
6 292000 0.0354 -2.58e+05 7.63791
7 242353 0.107 -1.86e+05 7.63791
8 227336 0.0338 -2.09e+05 7.63791
9 191945 0.0932 -1.62e+05 7.63791
10 182775 0.0259 -1.68e+05 7.63791
11 103941 0.345 -7.87e+04 7.63791
12 83442.5 0.103 -1.02e+05 7.63791
13 50794 0.193 -9.09e+04 7.63791
14 14591.7 0.337 -5.55e+04 7.63791
15 5392.72 0.403 -9.18e+03 7.63791
16 2984.74 0.47 524 7.63791
17 2268.74 1 2.79e+03 7.63791
18 1792.03 1 890 7.62378
19 1509.48 1 27.8 7.5095
20 1500.28 1 2.89 2.50317
21 1496.48 1 -1.15 1.5368
22 1516.45 0.685 252 0.512267
23 1493.9 1 5.75 1.02453
24 1485.29 1 -1.8 0.909249
25 1482.81 0.0524 -23.7 0.303083
26 1495.35 0.812 2.61e+03 0.303083
27 1446.73 1 -19.4 0.606166
28 1447.37 0.226 1.22e+03 0.202055
29 1453.83 0.315 1.05e+03 0.40411
30 1483.26 0.753 760 1.61644
31 1435.16 1 -4.55 12.9315
32 1423.97 1 1.64 4.31051
33 1407.8 1 -0.0674 1.43684
34 1403.12 0.223 -10.1 0.941354
35 1395.06 0.402 -7.98 0.941354
36 1386.88 0.644 -5.56 0.941354
37 1382.7 1 -1.1 0.941354
38 1384.53 1 5.05 0.313785
39 1383.94 1 4.41 0.627569
40 1381.84 1 0.643 2.51028
41 1380.64 1 -0.301 2.5103
42 1380.06 1 -0.152 0.836768
43 1379.74 1 -0.11 0.716659
44 1379.53 1 -0.078 0.390509
45 1379.3 1 -0.0884 0.20513
46 1720.89 0.45 1.64e+04 0.0683768
47 1723.29 0.906 8.22e+03 0.136754
48 1379.11 1 -0.0882 0.547014
49 1735.46 0.927 6.25e+03 0.182338
50 1379.12 1 0.927 0.364676
51 1379.03 1 -0.0422 1.4587
52 1378.9 1 0.308 0.486235
53 1382.1 1 11.6 0.4858
54 1378.55 1 -0.0466 0.971599
55 1380.81 1 7.14 0.650528
56 1378.32 1 -0.00127 1.30106
57 1378.36 1 0.59 1.13255
58 1378.12 1 -0.0697 2.26509
59 1381.99 1 10.7 0.755031
60 1378.06 1 0.2 1.51006
61 1377.88 1 0.0924 1.63496
62 1377.74 1 0.138 1.63409
63 1377.58 1 0.0987 1.63823
64 1377.43 1 0.061 1.63823
65 1377.3 0.764 -0.0217 1.63707
66 1377.21 1 0.0361 1.63707
67 1377.11 1 -0.00137 1.63698
68 1377.04 1 0.00253 1.56302
69 1376.97 1 -0.00593 1.52297
70 1376.91 1 -0.00398 1.42471
71 1376.85 1 -0.00716 1.3502
72 1376.8 1 -0.00572 1.2401
73 1376.76 1 -0.00737 1.15239
74 1376.71 1 -0.00637 1.04534
75 1376.66 1 -0.0076 0.957503
76 1376.62 1 -0.00704 0.858373
77 1376.57 1 -0.00839 0.774029
78 1376.53 1 -0.00836 0.680952
79 1376.48 1 -0.0104 0.599235
80 1376.44 0.461 -0.0289 0.508543
81 1376.38 1 -0.0253 0.508543
82 1376.26 1 -0.0373 0.169514
83 1376.43 1 0.929 0.0565048
84 1376.16 1 0.0284 0.11301
85 1376.09 1 -0.0139 0.105611
86 1376.06 1 -0.00937 0.0633328
87 1376.04 1 -0.00646 0.0563712
88 1376.03 1 -0.00446 0.0434433
89 1376.02 1 -0.00489 0.0235175
90 1376.01 1 -0.00457 0.0142311
91 1376 1 -0.00412 0.00874397
92 1375.99 1 -0.00348 0.0055611
93 1375.99 1 -0.00275 0.00359116
94 1375.98 1 -0.00121 0.00261661
95 1375.98 1 0.00264 0.00240019
96 1375.99 1 0.0146 0.00265862
97 1375.99 1 0.0145 0.00531724
98 1375.99 1 0.0118 0.0212689
99 1375.98 1 0.0023 0.170152
100 1375.98 1 0.00074 0.179301
101 1375.98 1 0.000203 0.185164
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 70494.9
1 70485.2 7.03e-05 -6.9e+04 0.2501
2 70480.9 3.14e-05 -6.89e+04 0.2501
3 70464.9 0.000116 -6.9e+04 0.2501
4 70458.7 4.48e-05 -6.89e+04 0.2501
5 70388 0.000512 -6.93e+04 0.2501
6 70379 6.51e-05 -6.89e+04 0.2501
7 70275.4 0.00075 -6.94e+04 0.2501
8 69927.6 0.00249 -7.08e+04 0.2501
9 19239.2 0.165 -2.36e+05 0.2501
10 15714.4 0.0973 -1.83e+04 0.2501
11 12886.4 0.097 -1.47e+04 0.2501
12 7734.81 0.212 -1.18e+04 0.2501
13 6200.41 0.132 -5.25e+03 0.2501
14 5608.46 0.0652 -4.25e+03 0.2501
15 3844.3 0.305 -1.96e+03 0.2501
16 3665.83 0.0395 -2.08e+03 0.2501
17 2188.42 0.907 -303 0.2501
18 1928.33 0.296 -260 0.2501
19 1740.64 0.318 -164 0.2501
20 1563.07 0.313 -182 0.2501
21 1191.6 1 -62.5 0.2501
22 1006.91 1 -28.7 0.238858
23 986.56 1 -4.52 0.0858268
24 983.595 0.614 -1.56 0.0286089
25 981.786 1 -0.352 0.0286089
26 981.622 1 -0.0394 0.00953632
27 981.594 1 -0.00601 0.00317877
28 981.59 1 -0.00132 0.00105959
29 981.588 1 -0.000496 0.000645272
30 981.588 1 -0.000319 0.000417558
31 981.587 1 -0.000239 0.000282113
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 883221
1 882869 0.000204 -8.63e+05 0.826783
2 882524 0.0002 -8.63e+05 0.826783
3 882455 4.02e-05 -8.63e+05 0.826783
4 882407 2.75e-05 -8.63e+05 0.826783
5 882179 0.000132 -8.63e+05 0.826783
6 678450 0.12 -9.11e+05 0.826783
7 588268 0.0675 -6.68e+05 0.826783
8 408560 0.145 -6.38e+05 0.826783
9 406086 0.00309 -3.99e+05 0.826783
10 331844 0.101 -3.35e+05 0.826783
11 331463 0.000586 -3.25e+05 0.826783
12 329349 0.00323 -3.31e+05 0.826783
13 323354 0.00902 -3.44e+05 0.826783
14 295707 0.0376 -4.27e+05 0.826783
15 183550 0.105 -9.84e+05 0.826783
16 83625.1 0.115 -1.05e+06 0.826783
17 76451.9 0.0438 -8.5e+04 0.826783
18 34336.3 0.261 -9.02e+04 0.826783
19 20862.2 0.744 2.5e+06 0.826783
20 17746.7 0.0895 -2.15e+04 0.826783
21 22121.3 0.0979 1.76e+05 0.826783
22 21102.4 0.198 7.47e+04 1.65357
23 10067.2 0.282 -1.23e+04 6.61427
24 3466.15 0.494 6.85e+03 6.61427
25 2452.52 0.337 9.4e+03 6.61427
26 2002.48 1 -33.4 6.61427
27 1958.87 1 -10.5 2.20476
28 1938.02 1 -4.73 0.734919
29 1931.36 1 -2.37 0.244973
30 1904.05 1 -8.36 0.0816576
31 1870.71 1 222 0.0272192
32 1795.33 1 19.7 0.0423694
33 1762.05 0.0878 -157 0.0475914
34 3228.18 1 1.13e+04 0.0475914
35 2709.35 1 7.08e+03 0.0951827
36 1905.38 1 1.52e+03 0.380731
37 1612.73 1 84.6 3.04585
38 2583.35 1 2.19e+03 1.01528
39 2518.04 1 2.12e+03 2.03056
40 1904.68 1 710 8.12226
41 1572.16 1 -10.2 64.9781
42 1555.39 0.682 -10.1 40.3242
43 1540.45 1 -6.16 40.3242
44 1529.37 1 12.5 13.4414
45 1516.62 0.428 -10 13.4527
46 1502.48 1 -2.87 13.4527
47 1491.65 1 -3.65 11.7486
48 1478.26 1 -5.56 6.64517
49 1444.31 1 -11.1 2.21506
50 1431.25 0.462 -9.65 0.738352
51 1421.56 1 -1.7 0.738352
52 1419.36 1 -0.45 0.260545
53 1421.29 1 20.1 0.0868484
54 1418.62 1 -0.264 0.173697
55 4090.96 0.549 6.55e+05 0.0578989
56 1626.57 0.989 2.92e+03 0.115798
57 1418.27 1 -0.175 0.463191
58 1508.86 1 1.71e+03 0.154397
59 1417.83 1 0.509 0.308794
60 1620.98 1 3.4e+03 0.252422
61 1416.37 1 -0.376 0.504844
62 3778.94 0.649 8.18e+04 0.168281
63 1919.37 1 5.82e+03 0.336563
64 1415.41 1 -0.248 1.34625
65 1415.65 0.546 6.41 0.44875
66 1414.96 0.853 1.96 0.8975
67 1413.51 1 0.209 0.8975
68 1412.81 1 0.518 0.302107
69 1412.45 1 0.0997 0.290476
70 1412.26 1 -0.0411 0.275607
71 1412.16 1 -0.0213 0.24134
72 1412.08 1 -0.025 0.227807
73 1412.02 1 -0.0158 0.179221
74 1411.98 1 -0.0147 0.1591
75 1411.95 1 -0.0112 0.125772
76 1411.66 1 -0.117 0.104878
77 2024.29 0.832 1.96e+04 0.0349593
78 2026.86 0.922 1.91e+04 0.0699186
79 1411.98 1 11.4 0.279674
80 1411.14 1 -0.272 2.23739
81 1409.95 1 -0.173 0.745798
82 1408.16 1 -0.249 0.248599
83 1403.85 1 -1.24 0.173605
84 1400.1 0.836 -1.34 0.165757
85 1393.89 1 -2.29 0.165757
86 1388.89 0.163 -13.4 0.133364
87 1386.14 0.353 -1.67 0.133364
88 1404.07 0.79 56.5 0.133364
89 1385.79 0.75 3.04 0.266728
90 1388.65 0.771 8.65 0.266728
91 1384.51 1 1.11 0.533457
92 1383.06 0.448 -1.1 0.538878
93 1381.48 1 -0.508 0.538878
94 1379.52 0.681 -1.35 0.182593
95 1375.96 0.728 -2.38 0.182593
96 1364.32 1 -5.75 0.182593
97 1361.83 0.0163 -76.1 0.0608642
98 1338.13 0.138 -84.6 0.0608642
99 1128.11 0.641 -127 0.0608642
100 1123.52 0.0163 -140 0.0608642
101 1000.61 1 10.3 0.0608642
102 1055.59 0.344 380 0.0358508
103 1055.62 0.658 224 0.0717017
104 986.225 1 -1.35 0.286807
105 984.096 1 -0.308 0.177641
106 985.196 1 2.72 0.113231
107 983.753 1 0.00832 0.226461
108 983.599 1 -0.0282 0.207859
109 983.57 1 0.0341 0.158211
110 983.605 1 0.12 0.162027
111 983.526 1 -0.00607 0.324053
112 983.501 1 -0.00726 0.275758
113 983.473 1 -0.0102 0.0919192
114 983.467 1 0.0168 0.0790679
115 984.106 1 1.16 0.0877722
116 983.538 1 0.139 0.175544
117 983.453 1 -0.00238 0.702177
118 983.45 1 -0.00138 0.331127
119 983.445 1 -0.00209 0.183396
120 983.436 1 -0.00352 0.0710792
121 983.443 1 0.0255 0.0504174
122 983.434 1 0.00229 0.100835
123 983.485 1 0.0964 0.101907
124 983.437 1 0.00923 0.203815
125 983.432 1 -0.000521 0.81526
126 983.43 1 -0.00041 0.323158
127 983.429 1 -0.00062 0.231496
128 983.426 1 -0.00145 0.0771655
129 983.426 1 0.00618 0.0356861
130 984.262 1 1.53 0.0616492
131 983.557 1 0.24 0.123298
132 983.422 1 0.000213 0.493193
133 983.42 1 -0.000164 0.486472
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 257158
1 257152 1.16e-05 -2.52e+05 1.65121
2 257145 1.29e-05 -2.52e+05 1.65121
3 257138 1.41e-05 -2.52e+05 1.65121
4 257131 1.38e-05 -2.52e+05 1.65121
5 256734 0.000787 -2.53e+05 1.65121
6 252547 0.00822 -2.58e+05 1.65121
7 249162 0.0068 -2.5e+05 1.65121
8 237907 0.0225 -2.56e+05 1.65121
9 162374 0.127 -4.06e+05 1.65121
10 83792.4 0.178 -2.82e+05 1.65121
11 55016.7 0.156 -1.03e+05 1.65121
12 8030.25 0.436 1.91e+04 1.65121
13 15620.7 0.769 2.09e+05 1.65121
14 15419.4 0.841 1.7e+05 3.30241
15 6312.09 0.142 -5.74e+03 13.2096
16 3568.01 1 6.91e+03 13.2096
17 6618.12 1 1.25e+04 13.1292
18 2531.15 1 1.43e+03 26.2584
19 1638.62 0.945 -84.1 26.2405
20 1493.63 1 -33.8 26.2405
21 1474.13 0.432 -20.5 8.74685
22 1462.99 1 -1.47 8.74685
23 1458.85 0.557 -2.39 3.56612
24 1454.34 1 -1.75 3.56612
25 1446.05 1 -5.16 1.18871
26 1419.63 1 3.13 0.396235
27 3681.89 0.719 1.74e+05 0.132078
28 1472.02 1 877 0.264157
29 1408.36 1 -2.67 1.05663
30 1860.48 1 8.05e+03 0.352209
31 1405.56 1 1.93 0.704418
32 1403.47 1 0.858 0.234806
33 1400.35 0.863 -0.00503 0.215841
34 1399.96 1 0.485 0.215841
35 1399.59 1 0.0541 0.216012
36 1399.52 1 0.0826 0.207418
37 1399.44 0.585 -0.0121 0.214912
38 1399.41 1 -0.0121 0.214912
39 2045.4 0.744 3.06e+04 0.144687
40 2047.94 0.933 2.38e+04 0.289373
41 1398.06 1 -0.498 1.15749
42 1397.52 1 0.543 0.385831
43 1397.35 1 -0.0299 0.318438
44 1397.39 1 0.836 0.106146
45 1397.26 1 -0.0469 0.212292
46 1435.44 0.949 380 0.070764
47 1397.31 1 0.835 0.141528
48 1397.17 1 -0.0461 0.566112
49 1396.92 1 0.216 0.188704
50 1396.92 5.27e-05 -1.63 0.11017
51 1398.4 1 4.39 0.11017
52 1396.52 1 1.24 0.220341
53 1395.13 0.442 1.06 0.255689
54 1408.23 1 17.4 0.255689
55 1395.22 1 4.33 0.511379
56 1390.68 1 -0.947 2.04551
57 1389.09 1 -0.277 1.26059
58 1387.75 1 -0.446 1.16927
59 1386.66 1 -0.43 0.828012
60 1385.6 1 -0.43 0.549634
61 1384.8 0.758 -0.448 0.415001
62 1383.98 1 -0.354 0.415001
63 1382.89 1 -0.471 0.269356
64 1382.64 0.135 -0.909 0.184346
65 1380.91 1 -0.784 0.184346
66 1379.92 0.2 -2.41 0.109535
67 1373.64 1 -3.05 0.109535
68 1314.55 0.751 -37.7 0.0365115
69 993.294 1 -45.4 0.0365115
70 1072.5 0.478 292 0.0121705
71 1061.96 0.562 219 0.024341
72 1035.98 1 81.7 0.0973641
73 984.194 1 -0.46 0.778913
74 985.383 1 2.63 0.259638
75 984.113 1 0.196 0.519275
76 983.843 1 -0.0414 0.580068
77 983.688 1 -0.0387 0.193356
78 983.599 1 -0.0306 0.189781
79 983.547 1 -0.0196 0.165152
80 983.51 1 -0.014 0.140307
81 983.483 1 -0.0105 0.114872
82 983.463 1 -0.00809 0.0927664
83 983.45 1 -0.00129 0.0746906
84 983.449 0.289 0.0121 0.0727849
85 983.437 1 -0.00324 0.0727849
86 983.462 0.621 0.0794 0.0562096
87 983.459 0.987 0.0456 0.112419
88 983.435 1 -0.000491 0.449677
89 983.433 1 -0.000566 0.382545
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 40607.7
1 31597.5 0.163 -2.49e+04 0.746474
2 30787.3 0.014 -2.85e+04 0.746474
3 26664.6 0.0644 -3.81e+04 0.746474
4 20602.8 0.094 -4.31e+04 0.746474
5 12824.8 0.15 -3.51e+04 0.746474
6 12657.3 0.00746 -1.14e+04 0.746474
7 10463.2 0.0859 -1.51e+04 0.746474
8 7397.96 0.157 -8.47e+03 0.746474
9 4900.45 0.342 1.75e+05 0.746474
10 5385.5 0.498 9.36e+04 0.746474
11 6196.36 0.52 9.52e+04 1.49295
12 45713.8 0.652 8.84e+05 5.97179
13 2757 0.699 7.02e+03 47.7743
14 2131.93 1 1.57e+03 47.7743
15 1764.71 1 84.6 46.6832
16 1745.69 1 97.6 17.0992
17 1696.75 1 2.52 17.5463
18 1596.97 0.551 297 5.84876
19 1618.23 1 239 5.84876
20 1550.94 1 30.8 11.6975
21 1529.57 1 -0.637 10.3881
22 1527.18 0.574 -1.72 3.46271
23 1526.71 0.183 -1.26 3.46271
24 1524.73 1 -0.893 3.46271
25 1521.99 1 -1.16 1.15424
26 1519.75 1 -0.749 0.384745
27 1524.59 1 21.8 0.128248
28 1499.92 1 -4.59 0.256497
29 1481.28 0.471 -8.62 0.225714
30 1470.04 0.819 -0.5 0.225714
31 1461.05 1 0.545 0.225714
32 1458.82 0.226 -4 0.0752378
33 1458.23 0.0716 -3.28 0.0752378
34 1476.3 1 22.6 0.0752378
35 1468.27 1 15 0.150476
36 1457.85 1 3.11 0.601903
37 1452.86 1 -1.02 0.918451
38 1451 0.967 -0.568 0.597254
39 1450.22 1 -0.3 0.597254
40 1449.48 1 -0.294 0.364922
41 1448.89 0.842 -0.289 0.279377
42 1448.34 1 -0.232 0.279377
43 1447.61 1 -0.303 0.177217
44 1446.57 1 -0.443 0.127792
45 1444.44 1 -0.969 0.091434
46 1441.27 0.337 -4.58 0.0580645
47 1426.61 0.575 -12.6 0.0580645
48 1355.92 0.424 -79.3 0.0580645
49 1056.96 1 -40.2 0.0580645
50 1055.99 0.0623 -4.53 0.0193548
51 1071.23 0.507 69.2 0.0193548
52 1061.93 1 14.6 0.0387097
53 1049 1 0.109 0.154839
54 1048.43 1 0.00118 0.0878468
55 1048.12 1 -0.0551 0.0877926
56 1048.14 1 0.147 0.0509764
57 1048.08 1 -0.0113 0.101953
58 1048.04 1 -0.0105 0.0877835
59 1048.02 1 -0.00562 0.0731769
60 1048 1 -0.00619 0.0646967
61 1047.98 1 -0.00347 0.0508561
62 1047.96 1 -0.00733 0.0442119
63 1047.93 1 -0.00867 0.0284828
64 1047.8 1 -0.0552 0.0228005
65 1047.3 1 0.27 0.00760016
66 1046.97 1 0.0494 0.00760016
67 1047.17 1 0.495 0.00549938
68 1047.13 1 0.447 0.0109988
69 1047.07 1 0.355 0.043995
70 998.59 0.52 -36.8 0.35196
71 991.933 1 -0.23 0.35196
72 991.61 0.112 -1.36 0.267846
73 990.655 1 -0.0341 0.267846
74 990.624 1 0.00438 0.0901742
75 990.617 1 -0.0005 0.0663038
76 990.612 1 -0.00216 0.052925
77 990.605 1 0.00245 0.0254626
78 990.59 1 -0.00561 0.025396
79 990.552 1 -0.00435 0.0119666
80 990.546 0.0181 -0.166 0.0106794
81 990.187 1 -0.175 0.0106794
82 985.375 0.242 -9.54 0.00355978
83 985.368 0.017 -0.188 0.00355978
84 985.194 1 -0.0188 0.00355978
85 985.185 0.265 -0.0125 0.00118659
86 985.165 1 -0.00254 0.00118659
87 985.161 1 -0.00124 0.000395532
88 985.16 1 -0.000586 0.000287056
89 985.159 1 -0.000451 0.000178685
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.42824e+06
1 1.42648e+06 0.000623 -1.41e+06 5.883
2 1.4233e+06 0.00113 -1.4e+06 5.883
3 1.41846e+06 0.00173 -1.4e+06 5.883
4 1.41572e+06 0.00098 -1.4e+06 5.883
5 1.34996e+06 0.0244 -1.3e+06 5.883
6 1.28233e+06 0.026 -1.27e+06 5.883
7 1.27822e+06 0.00163 -1.27e+06 5.883
8 1.17526e+06 0.0416 -1.21e+06 5.883
9 1.16242e+06 0.00557 -1.14e+06 5.883
10 1.11072e+06 0.0232 -1.08e+06 5.883
11 1.05287e+06 0.0273 -1.02e+06 5.883
12 852098 0.113 -7.12e+05 5.883
13 650409 0.114 -9.09e+05 5.883
14 614028 0.0283 -6.48e+05 5.883
15 583896 0.0248 -6.1e+05 5.883
16 288843 0.258 -5.41e+05 5.883
17 10399.8 0.66 -6.65e+04 5.883
18 8228.83 0.154 -6.02e+03 5.883
19 2393.84 1 -886 5.883
20 1960.24 1 -58.5 1.961
21 1922.24 1 -7.23 0.653667
22 1901.4 0.175 33.1 0.217889
23 1889.32 0.732 -4.63 0.217889
24 1886.37 1 -0.756 0.217889
25 1884.41 1 -0.617 0.0726296
26 1886.9 1 8.19 0.0544104
27 1881.99 1 0.146 0.108821
28 1879.8 0.117 -6.86 0.108701
29 1878.91 0.0232 -17.7 0.108701
30 1896.01 1 26.1 0.108701
31 1872.98 1 4.47 0.217402
32 1826.3 0.386 -54.1 0.241835
33 1560.34 1 -76.7 0.241835
34 1494.9 1 0.484 0.0806116
35 1487.46 1 -0.34 0.0802016
36 1425.17 0.182 -148 0.0267339
37 1414.52 1 -1.48 0.0267339
38 1411.38 1 -1.33 0.00891128
39 1408.04 1 -2.03 0.00297043
40 1398.63 1 -6.56 0.000990143
41 1395.34 0.143 -12.4 0.000330048
42 1395.34 1.04e-05 -11.3 0.000330048
43 1394.14 0.0518 -11.7 0.000330048
44 1373.5 1 0.951 0.000330048
45 1368.05 0.52 -3.66 0.000110016
46 1365.45 1 -0.442 0.000110016
47 1361.59 0.052 63.9 3.6672e-05
48 1360.78 0.00155 -259 3.6672e-05
49 1359.77 0.00226 -193 3.6672e-05
50 4297.15 1 3.25e+03 3.6672e-05
51 4294.01 1 3.25e+03 7.33439e-05
52 4284 1 3.24e+03 0.000293376
53 4203.51 1 3.15e+03 0.00234701
54 3660.73 1 2.56e+03 0.018776
55 2008.87 1 757 0.150208
56 1351.8 1 11.6 1.20167
57 1329.49 1 -4 1.59918
58 1320.71 1 -1.88 1.59898
59 1318.69 1 -0.58 1.52761
60 1317.88 1 -0.282 1.44126
61 1317.41 1 -0.174 1.31419
62 1317.09 1 -0.122 1.13586
63 1316.86 1 -0.091 0.94366
64 1316.68 1 -0.0702 0.767422
65 1316.56 1 -0.0505 0.617749
66 1316.48 1 -0.0328 0.465069
67 1316.42 1 -0.0284 0.292443
68 1316.36 1 -0.0243 0.185016
69 1316.31 1 -0.0209 0.116972
70 1316.27 1 -0.0179 0.0739607
71 1316.23 1 -0.0154 0.0467553
72 1315.46 1 -0.387 0.0295382
73 1121.35 0.631 -56.6 0.00984606
74 1030.73 1 -5.37 0.00984606
75 1016.5 1 -1.15 0.00412088
76 1015.79 0.089 -3.77 0.00137363
77 1013.29 0.597 -1.1 0.00137363
78 1013.08 0.234 -0.403 0.00137363
79 1013 1 0.0014 0.00137363
80 1012.87 1 -0.0692 0.000457876
81 1182.06 0.0547 8.13e+05 0.000152625
82 1182.24 0.103 4.31e+05 0.00030525
83 1183.27 0.394 1.14e+05 0.001221
84 1012.75 1 -0.0381 0.00976801
85 1184.13 0.328 9.27e+04 0.003256
86 1184.5 0.645 4.72e+04 0.00651201
87 1012.7 1 -0.0259 0.026048
88 1183.57 0.249 7.44e+04 0.00868268
89 1183.53 0.482 3.84e+04 0.0173654
90 1012.62 1 -0.0741 0.0694614
91 1180.03 0.338 2.55e+04 0.0231538
92 1179.74 0.642 1.34e+04 0.0463076
93 1012.51 1 -0.0772 0.18523
94 1174.8 0.57 8.97e+03 0.0617435
95 1022.83 1 118 0.123487
96 1012.43 1 -0.0495 0.493948
97 1016.47 1 31.7 0.164649
98 1012.24 1 -0.0968 0.329299
99 1160.39 0.624 3.41e+03 0.109766
100 1033.53 1 162 0.219532
101 1012.05 1 -0.0953 0.87813
102 1016.49 1 21.9 0.29271
103 1011.82 1 0.0375 0.58542
104 1061.01 1 275 0.19514
105 1012.69 1 3.65 0.39028
106 1011.58 1 -0.0863 1.56112
107 1011.56 1 0.543 0.520373
108 1011.23 1 -0.045 0.869408
109 1011.17 1 -0.0245 0.289803
110 1011.11 1 -0.026 0.0966009
111 1011.05 1 -0.0276 0.0322003
112 1010.92 1 -0.0657 0.0107334
113 1008.56 1 -1.16 0.00357781
114 1006.53 0.018 -56.1 0.0011926
115 1006.29 0.00258 -45.6 0.0011926
116 1006.15 0.00163 -45.3 0.0011926
117 998.32 0.0897 -41.8 0.0011926
118 998.28 0.0212 -0.951 0.0011926
119 998.224 0.0317 -0.859 0.0011926
120 997.259 1 -0.174 0.0011926
121 997.158 1 -0.0221 0.000397534
122 997.134 1 -0.029 0.000132511
123 997.604 0.00933 -2.58e+03 4.41705e-05
124 997.604 0.0143 -1.69e+03 8.8341e-05
125 997.601 0.0458 -526 0.000353364
126 997.579 0.342 -70.4 0.00282691
127 997.122 1 -0.00788 0.0226153
128 997.457 0.591 -25.2 0.00753843
129 997.051 1 -0.0349 0.0150769
130 997.047 0.111 -14.5 0.00502562
131 996.873 0.256 -0.287 0.00502562
132 996.662 1 0.0014 0.00502562
133 996.697 1 0.0684 0.00167521
134 996.691 1 0.0604 0.00335041
135 996.668 1 0.0312 0.0134017
136 996.649 1 -0.00132 0.107213
137 996.645 1 -0.00214 0.0966903
138 996.628 1 -0.00848 0.0322301
139 996.684 1 0.193 0.0107434
140 996.589 1 -0.0171 0.0214867
141 996.945 0.394 2.17 0.00716224
142 996.966 1 0.929 0.0143245
143 996.56 1 -0.0102 0.0572979
144 997.213 0.671 2.45 0.0190993
145 996.658 1 0.27 0.0381986
146 996.548 1 -0.00475 0.152795
147 996.562 1 0.0617 0.0509315
148 996.536 1 -0.00335 0.101863
149 996.526 1 -0.00216 0.0756461
150 996.517 1 -0.00222 0.066266
151 996.511 1 0.000321 0.0545718
152 996.505 1 -0.00166 0.0539046
153 996.503 1 0.00283 0.0394017
154 996.498 1 -0.00134 0.04115
155 996.5 1 0.00799 0.0242306
156 996.496 1 -0.00057 0.0484613
157 996.495 1 0.000135 0.0362191
158 996.493 1 -0.000427 0.0359727
159 996.492 1 0.000132 0.0282489
160 996.491 1 -0.000287 0.0281302
161 996.49 1 4.92e-05 0.0230513
162 996.49 1 -0.000189 0.0228307
163 996.489 1 -8.49e-06 0.0193221
164 996.489 1 -0.000127 0.0188932
165 996.488 1 -3.22e-05 0.0163381
166 996.488 1 -8.84e-05 0.0157102
167 996.487 1 -3.84e-05 0.0137884
168 996.487 1 -6.43e-05 0.0130397
169 996.487 1 -3.75e-05 0.0115597
170 996.487 1 -4.87e-05 0.0107744
171 996.486 1 -3.41e-05 0.0096085
172 996.486 1 -3.85e-05 0.0088453
173 996.486 1 -3.02e-05 0.00790023
174 996.486 1 -3.16e-05 0.00719048
175 996.486 1 -2.68e-05 0.00640127
176 996.486 1 -2.7e-05 0.00575276
177 996.485 1 -2.43e-05 0.00507306
178 996.485 1 -2.4e-05 0.00447568
179 996.485 1 -2.23e-05 0.00387263
180 996.485 1 -2.21e-05 0.00332618
181 996.485 1 -2.12e-05 0.00277624
182 996.485 1 -2.18e-05 0.00227113
183 996.485 1 -2.05e-05 0.00176234
184 996.485 1 -2.14e-05 0.0013382
185 996.485 1 -1.99e-05 0.000970175
186 996.485 1 -1.87e-05 0.000726097
187 996.485 0.127 -3.44e-05 0.00052835
188 996.485 1 -6.89e-06 0.00052835
189 996.485 1 -1.75e-05 0.000176117
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 3.05262e+06
1 3.05253e+06 1.44e-05 -3.03e+06 5.78903
2 3.05223e+06 5.05e-05 -3.03e+06 5.78903
3 3.05204e+06 3.14e-05 -3.03e+06 5.78903
4 3.05195e+06 1.42e-05 -3.03e+06 5.78903
5 3.05089e+06 0.000175 -3.03e+06 5.78903
6 3.04823e+06 0.00044 -3.02e+06 5.78903
7 2.98064e+06 0.0112 -2.99e+06 5.78903
8 2.96932e+06 0.00192 -2.95e+06 5.78903
9 2.09822e+06 0.182 -1.61e+06 5.78903
10 2.01727e+06 0.0204 -1.88e+06 5.78903
11 1.76874e+06 0.083 -7.12e+05 5.78903
12 1.75636e+06 0.00355 -1.74e+06 5.78903
13 1.58454e+06 0.0488 -1.79e+06 5.78903
14 1.44214e+06 0.0443 -1.65e+06 5.78903
15 1.06234e+06 0.121 -1.72e+06 5.78903
16 165661 0.36 -1.16e+06 5.78903
17 8643.62 0.696 3.47e+04 5.78903
18 11550.5 0.424 3.83e+05 5.78903
19 10016 0.681 1.22e+05 11.5781
20 8521.24 0.96 4.28e+04 46.3122
21 4309.1 1 753 46.3122
22 3999.27 1 294 15.4374
23 3862.37 0.891 -28.5 10.2496
24 3828.71 1 -6.23 10.2496
25 3816.17 1 -4.67 3.41654
26 3813.77 0.383 -2.88 2.66422
27 3810.12 1 -1.6 2.66422
28 3807.33 0.723 -2.06 1.34706
29 3804.38 1 -1.81 1.34706
30 4013.28 1 944 0.44902
31 3593.13 1 542 0.89804
32 4128.57 0.721 3.01e+04 1.05108
33 4727.03 0.862 3.36e+04 2.10215
34 3185.14 1 1.49e+03 8.40861
35 3253.75 0.923 1.86e+03 8.40562
36 2564.81 1 19.1 16.8112
37 2496.43 0.725 -26.5 10.8711
38 2472.27 0.993 -5.86 10.8711
39 2464.64 1 -2.04 10.8711
40 2458.61 1 -1.34 9.85921
41 2453.7 1 -1.39 9.46933
42 2450.18 1 -1.15 8.6489
43 2447.65 1 -0.894 7.43392
44 2445.73 1 -0.704 6.15201
45 2444.25 1 -0.55 4.98375
46 2443.13 1 -0.423 4.00782
47 2442.27 1 -0.323 3.21962
48 2441.62 1 -0.251 2.57508
49 2441.42 0.343 -0.273 2.03061
50 2441.03 1 -0.148 2.03061
51 2440.73 1 -0.122 1.62062
52 2440.47 1 -0.106 1.23975
53 2440.24 1 -0.0954 0.920359
54 2439.41 1 -0.292 0.668415
55 2439.17 0.0072 -16.4 0.595613
56 2439.17 2.75e-05 -7.27 0.595613
57 2436.32 0.417 0.752 0.595613
58 2431.29 1 -0.678 0.595613
59 2430.28 1 -0.161 0.351619
60 2430.05 1 0.16 0.304991
61 2429.72 1 0.0176 0.305692
62 2429.66 1 0.317 0.240865
63 2431.68 1 6.22 0.287624
64 2429.49 1 0.136 0.575248
65 2429.34 1 0.172 0.575267
66 2429.41 0.703 0.716 0.575263
67 2429.12 1 -0.00833 1.15053
68 2429.04 0.338 -0.0862 0.971728
69 2428.98 1 -0.00244 0.971728
70 2428.96 1 -0.00708 0.323909
71 2445.04 1 66.4 0.10797
72 2428.55 1 0.1 0.21594
73 2435.56 1 17.6 0.203479
74 2428.29 1 0.385 0.406958
75 2427.41 1 -0.166 0.418052
76 2426.25 1 -0.402 0.361385
77 2423.91 1 -0.955 0.313269
78 2424.6 0.682 3.92 0.220507
79 2423.87 1 1.29 0.441013
80 2422.77 1 -0.158 0.803428
81 2422.6 0.172 -0.507 0.267809
82 2422.42 1 -0.0601 0.267809
83 2422.26 1 -0.068 0.17602
84 2422.07 1 0.212 0.0586734
85 4053.96 0.75 7.55e+04 0.0586574
86 2423.87 1 7.83 0.117315
87 2421.8 1 -0.0538 0.469259
88 2421.67 0.452 -0.00066 0.15642
89 2449.91 1 132 0.15642
90 2421.69 1 0.635 0.312839
91 2421.54 1 -0.0463 1.25136
92 2421.42 1 0.223 0.417119
93 2421.4 1 0.755 0.417878
94 2420.68 1 -0.14 0.752417
95 2420.51 1 0.314 0.281726
96 2419.71 1 -0.261 0.315652
97 2418.89 0.796 -0.45 0.154261
98 2417.47 1 -0.658 0.154261
99 2410.29 1 -3.5 0.0514204
100 2407.25 0.0207 -73.5 0.0188943
101 2399.48 0.0375 -104 0.0188943
102 2123.15 1 -94.2 0.0188943
103 2847.42 0.248 1.34e+04 0.0062981
104 2811.21 0.497 5.52e+03 0.0125962
105 2025.79 1 2.95 0.0503848
106 2020.69 1 -0.715 0.0273254
107 2018.59 1 -0.218 0.0273023
108 2018.36 1 -0.0828 0.00910078
109 2018.3 0.0396 -0.741 0.00826708
110 2016.88 1 -0.374 0.00826708
111 2016.06 1 0.00898 0.00576805
112 2015.87 1 0.0652 0.00192268
113 2015.05 0.575 -0.654 0.00182588
114 2983.7 0.032 5.64e+07 0.00182588
115 2146.3 0.617 829 0.00365176
116 2141.64 0.778 644 0.014607
117 2008.59 1 -2.72 0.116856
118 1981.86 0.236 45 0.0389521
119 1961.75 0.159 -59.5 0.0389521
120 1858.37 1 -67.7 0.0389521
121 1769.67 0.758 2.83e+03 0.012984
122 1706.24 0.127 8.18 0.012984
123 1954.78 0.637 2.08e+06 0.012984
124 1311.48 1 33.2 0.0259681
125 1722.33 0.0315 1.5e+07 0.00865603
126 1722.52 0.0521 9.07e+06 0.0173121
127 1721.71 0.17 2.77e+06 0.0692482
128 1274.73 1 -21.8 0.553986
129 1684.75 0.142 6.52e+05 0.264863
130 1688.4 0.264 3.5e+05 0.529726
131 1718.17 0.989 9.44e+04 2.1189
132 1268.58 1 -0.839 16.9512
133 1261.13 1 -5.86 5.65041
134 1697.97 0.527 8.75e+04 1.88347
135 1301.93 1 3.35e+03 3.76694
136 1255.88 1 -3.34 15.0678
137 1213.82 1 92.3 5.02259
138 1207.25 0.0436 -71.4 1.6742
139 1203.89 0.0237 -68.8 1.6742
140 1523.7 0.398 5.73e+03 1.6742
141 1497.12 0.622 3.57e+03 3.34839
142 1154.59 1 -8 13.3936
143 1390.52 1 1e+03 4.46452
144 1149.31 1 10.1 8.92904
145 1142.09 1 0.293 8.93622
146 1139.1 1 -0.0136 8.30916
147 1137.98 1 0.223 7.8632
148 1137.12 1 -0.18 7.84996
149 1136.89 1 -0.0533 4.85998
150 1128.62 1 -0.474 4.24007
151 1127.58 1 -0.0182 1.41336
152 1127 1 -0.143 1.40978
153 1126.48 1 -0.198 1.14144
154 1126.14 1 -0.124 0.576061
155 1125.96 1 -0.0667 0.443182
156 1125.83 1 -0.0453 0.337736
157 1125.83 0.0365 -0.0585 0.229596
158 1125.75 1 -0.02 0.229596
159 1126.54 1 1.79 0.192239
160 1121.32 0.596 -0.0971 0.384479
161 1136.21 1 37.7 0.384479
162 1120.48 1 0.995 0.768957
163 1119.98 1 0.12 0.768957
164 1119.74 1 0.0137 0.755015
165 1119.66 1 0.0253 0.713699
166 1119.59 1 -0.00143 0.712189
167 1119.39 1 -0.0822 0.667244
168 1119.34 0.108 -0.224 0.292407
169 1119.09 1 0.125 0.292407
170 1118.4 1 -0.266 0.292164
171 1118.06 0.153 -1.07 0.0973881
172 1116.87 1 0.532 0.0973881
173 1116.69 0.088 -0.982 0.0936213
174 1115.93 1 -0.107 0.0936213
175 1141.58 0.348 7.67e+03 0.0312071
176 1141.56 0.359 7.45e+03 0.0624142
177 1141.56 0.421 6.35e+03 0.249657
178 1141.56 0.979 2.72e+03 1.99726
179 1115.66 1 -0.214 15.978
180 1140.3 0.415 4.95e+03 5.32601
181 1140.29 0.677 3.04e+03 10.652
182 1113.23 1 -2.89 42.6081
183 1135.48 0.173 5.39e+03 14.2027
184 1135.47 0.21 4.44e+03 28.4054
185 1135.29 0.36 2.58e+03 113.622
186 1101.42 1 134 908.973
187 1086.73 1 -0.366 302.991
188 1086.55 1 -0.0551 100.997
189 1086.42 1 -0.052 33.6657
190 1086.29 1 -0.0481 11.2219
191 1086.19 1 -0.0396 3.74063
192 1086.13 1 -0.0203 1.24688
193 1086.09 1 -0.0114 0.415626
194 1086.09 0.0477 -0.0109 0.138542
195 1086.08 1 -0.00221 0.138542
196 1086.11 1 0.0608 0.0461806
197 1086.07 1 0.000299 0.0923612
198 1086.07 1 -0.0016 0.0883964
199 1086.06 1 0.000638 0.0513803
200 1086.06 1 -0.00115 0.0513425
201 1086.06 0.672 -0.000787 0.0278299
202 1086.06 1 -0.000138 0.0278299
203 1086.06 1 -0.000372 0.00927663
204 1086.05 1 -0.00118 0.00309221
205 1086.04 1 -0.00568 0.00103074
206 1086.04 0.0607 -0.0208 0.000343579
207 2020.92 0.441 1.29e+06 0.000343579
208 2020.76 0.735 7.72e+05 0.000687158
209 1086.04 1 -0.0037 0.00274863
210 2017.08 0.691 4.97e+05 0.000916211
211 1086.2 1 1.53 0.00183242
212 1086.03 1 -0.00197 0.00732969
213 1086.1 1 0.474 0.00244323
214 1086.03 1 -0.00122 0.00488646
215 1092.3 1 97.9 0.00162882
216 1086.08 1 0.254 0.00325764
217 1086.02 1 -0.00242 0.0130306
218 1086.03 1 0.0656 0.00434352
219 1086.02 1 0.00118 0.00868704
220 1086.01 1 0.00228 0.00534099
221 1086 1 -0.00454 0.00455467
222 1085.99 0.29 -0.014 0.00151822
223 1085.94 1 -0.0334 0.00151822
224 1085.46 0.33 -3.37 0.000506075
225 9342.25 0.0153 1.17e+08 0.000506075
226 9341.51 0.0185 9.68e+07 0.00101215
227 9337.38 0.0385 4.65e+07 0.0040486
228 1085.46 2.26e-05 -1.7 0.0323888
229 9316.52 0.214 8.36e+06 0.0323888
230 9301.05 0.408 4.39e+06 0.0647776
231 1084.43 1 -0.862 0.25911
232 8947.76 0.291 2.14e+06 0.0863701
233 8916.77 0.499 1.25e+06 0.17274
234 1082.86 1 -0.0818 0.690961
235 1082.73 0.291 12.8 0.23032
236 1115.84 0.771 171 0.23032
237 1112.15 1 126 0.460641
238 1078.78 1 -0.741 1.84256
239 1077.91 1 0.273 0.614188
240 1077.83 0.0593 -0.668 0.576498
241 1077.44 1 -0.0339 0.576498
242 1077.33 1 -0.0121 0.192166
243 1077.27 1 -0.0108 0.190714
244 1077.25 1 -0.00704 0.178897
245 1077.23 1 -0.00556 0.162339
246 1077.22 1 -0.00454 0.139351
247 1077.21 1 -0.00385 0.113995
248 1077.2 1 -0.00319 0.0903495
249 1077.19 1 -0.00207 0.0700888
250 1077.19 1 -0.00184 0.044981
251 1077.19 1 -0.0017 0.0280469
252 1077.18 1 -0.00163 0.0171494
253 1077.18 1 -0.00167 0.0101907
254 1077.17 1 -0.00206 0.00562216
255 1077.16 1 -0.00438 0.00253729
256 1077.11 1 -0.058 0.000845765
257 5661.59 0.043 1.08e+09 0.000281922
258 5661.59 0.0985 4.71e+08 0.000563843
259 5661.58 0.324 1.43e+08 0.00225537
260 1077.06 1 -0.0443 0.018043
261 5661.31 0.205 1.39e+08 0.00601433
262 5661.31 0.4 7.1e+07 0.0120287
263 1076.82 1 -0.312 0.0481146
264 5660.4 0.176 6.05e+07 0.0160382
265 5660.34 0.348 3.06e+07 0.0320764
266 1075.85 1 -1.76 0.128306
267 5656.68 0.142 2.05e+07 0.0427686
268 5656.48 0.269 1.08e+07 0.0855371
269 1060.75 1 151 0.342148
270 5592.05 0.468 1.86e+05 0.114049
271 5586.17 0.491 1.76e+05 0.228099
272 5560.74 0.62 1.35e+05 0.912396
273 1028.62 1 12.4 7.29917
274 1036.87 1 137 2.43306
275 1002.53 1 19.4 4.86611
276 981.023 1 -2.25 4.67643
277 976.183 1 -1.06 1.66751
278 974.258 1 -0.346 0.933112
279 973.999 1 -0.0354 0.311037
280 973.985 1 -0.000523 0.103679
281 973.984 1 0.000178 0.0345597
282 973.984 1 4.18e-05 0.0292643
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 257596
1 257580 3.13e-05 -2.51e+05 1.06558
2 257574 1.11e-05 -2.51e+05 1.06558
3 257567 1.55e-05 -2.51e+05 1.06558
4 257561 1.04e-05 -2.51e+05 1.06558
5 257556 1.05e-05 -2.51e+05 1.06558
6 257197 0.000714 -2.52e+05 1.06558
7 255486 0.00338 -2.55e+05 1.06558
8 188181 0.108 -3.78e+05 1.06558
9 188134 0.000128 -1.83e+05 1.06558
10 87099.3 0.173 -4.17e+05 1.06558
11 38081.8 0.157 -3.7e+05 1.06558
12 38075.8 8.34e-05 -3.61e+04 1.06558
13 30144.1 0.099 -4.41e+04 1.06558
14 28792.9 0.0236 -2.91e+04 1.06558
15 20218.9 0.15 -2.9e+04 1.06558
16 5276.13 0.369 -1.99e+04 1.06558
17 2454.78 0.426 -3.03e+03 1.06558
18 1608.81 0.631 496 1.06558
19 1609.6 0.83 934 1.06558
20 1488.65 0.464 -73.8 2.13116
21 1430.71 1 8.97 2.13116
22 1424.63 1 0.891 0.710386
23 1422.82 1 -0.239 0.542502
24 1404.35 1 -1.61 0.180834
25 1391.55 1 -0.871 0.178884
26 1391.04 0.0651 -3.83 0.0679759
27 1386.05 1 -1.37 0.0679759
28 1381.97 0.227 -5.88 0.0226586
29 1381.88 0.0292 -1.52 0.0226586
30 1380.96 1 -0.0457 0.0226586
31 1414.47 1 149 0.00755287
32 1399.85 1 33.3 0.0151057
33 1397.21 1 28.8 0.060423
34 1389.12 1 15.5 0.483384
35 1380.64 1 0.569 3.86707
36 1379.92 1 -0.169 3.97575
37 1379.72 1 0.0149 1.32525
38 1379.56 1 -0.0452 1.27681
39 1379.49 1 -0.0095 0.425603
40 1379.45 1 -0.016 0.335773
41 1379.39 1 -0.0323 0.111924
42 1693.89 0.635 3.12e+04 0.0373082
43 1379.54 1 2.24 0.0746163
44 1379.34 1 -0.0234 0.298465
45 1379.43 1 1.6 0.0994884
46 1379.25 1 -0.0596 0.198977
47 1706.81 0.583 1.83e+04 0.0663256
48 1383.99 1 37.4 0.132651
49 1379.17 1 -0.0424 0.530605
50 1382 1 17.9 0.176868
51 1379.02 1 -0.062 0.353737
52 1728.31 0.574 9.86e+03 0.117912
53 1402.38 1 160 0.235824
54 1378.87 1 -0.0712 0.943298
55 1387.65 1 42.7 0.314433
56 1378.7 1 0.0869 0.628865
57 1381.27 1 9.16 0.515542
58 1378.45 1 -0.03 1.03108
59 1379.6 1 3.85 0.725286
60 1378.23 1 -0.0399 1.45057
61 1378.49 1 1.15 1.02202
62 1378.05 1 -0.0555 2.04404
63 1378.56 1 1.66 1.05737
64 1377.92 1 -0.0245 2.11473
65 1377.85 1 0.156 1.65774
66 1377.69 1 0.0809 1.72763
67 1377.55 1 0.0885 1.72705
68 1377.41 1 0.057 1.72705
69 1377.28 1 0.0308 1.72567
70 1377.17 1 0.0133 1.7156
71 1377.08 1 0.0036 1.68808
72 1377 1 -0.00172 1.64007
73 1376.93 1 -0.00449 1.57095
74 1376.86 1 -0.00599 1.48455
75 1376.81 1 -0.00677 1.38574
76 1376.75 1 -0.00725 1.28041
77 1376.7 1 -0.00758 1.17274
78 1376.65 1 -0.00791 1.06597
79 1376.6 1 -0.0083 0.961484
80 1376.55 1 -0.00885 0.860008
81 1376.5 1 -0.00961 0.761273
82 1376.45 1 -0.0107 0.665137
83 1376.39 1 -0.0119 0.571472
84 1376.33 0.8 -0.0229 0.481644
85 1376.26 1 -0.0274 0.481644
86 1376.15 1 -0.00873 0.160548
87 1376.08 1 -0.0142 0.106006
88 1376.05 1 -0.00869 0.0908668
89 1376.04 1 -0.00566 0.0762425
90 1376.03 1 -0.00402 0.0647804
91 1376.02 1 -0.00279 0.0492763
92 1376.01 1 -0.00301 0.0276198
93 1376.01 1 -0.00317 0.015827
94 1376 1 -0.00324 0.00913264
95 1375.99 1 -0.00313 0.00540597
96 1375.99 1 -0.00272 0.00337874
97 1375.98 1 -0.00202 0.00220523
98 1375.98 1 -0.000151 0.00172309
99 1375.98 1 0.00507 0.00170864
100 1375.98 1 0.00545 0.00341728
101 1375.98 1 0.00509 0.0136691
102 1375.98 1 0.0017 0.109353
103 1375.98 1 0.000825 0.153797
104 1375.98 1 0.000299 0.169584
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 115806
1 115802 1.54e-05 -1.14e+05 0.46022
2 109634 0.0259 -1.24e+05 0.46022
3 97316.9 0.0541 -1.2e+05 0.46022
4 95492.2 0.0095 -9.65e+04 0.46022
5 61689.2 0.159 -1.16e+05 0.46022
6 57040.8 0.0449 5.02e+06 0.46022
7 27280.3 0.249 -5.25e+04 0.46022
8 15298.8 0.242 -2.33e+04 0.46022
9 8159.38 0.328 -8.56e+03 0.46022
10 5495.12 0.256 -4.07e+03 0.46022
11 2061.26 0.517 3.33e+03 0.46022
12 1659.44 1 140 0.46022
13 1653.39 0.0205 -142 0.320901
14 1562.61 1 18.4 0.320901
15 1524.66 0.939 -5.83 0.314841
16 1521.28 1 -0.705 0.314841
17 1517.33 1 -0.798 0.182209
18 1513.87 1 -1.6 0.0949395
19 1493.84 0.523 -18.9 0.0316465
20 1491.52 0.00632 -183 0.0316465
21 1483.84 0.0198 -194 0.0316465
22 1439.79 0.0993 -215 0.0316465
23 1215.59 0.507 -156 0.0316465
24 1119.53 1 -0.467 0.0316465
25 1119.19 1 -0.0428 0.0105488
26 1119.18 1 -0.0011 0.0105439
27 1119.17 1 -0.00186 0.00351463
28 1119.17 1 -0.00203 0.00171778
29 1115.4 0.133 -12.3 0.00115125
30 1114.85 0.0216 -12.3 0.00115125
31 1106.23 0.641 -2.5 0.00115125
32 1102.85 1 -0.524 0.00115125
33 1102.35 1 -0.0723 0.000649601
34 1102.32 1 -0.00387 0.000216534
35 1102.32 1 -0.00146 7.21779e-05
36 1102.31 1 -0.000584 6.24657e-05
37 1102.31 1 -0.00051 3.64155e-05
38 1102.31 1 -0.000405 2.39569e-05
39 1102.31 0.00146 -1.76 1.52116e-05
40 1101.54 1 2.58 1.52116e-05
41 1100.24 1 -0.169 1.52434e-05
42 1100.23 0.0156 -0.104 5.08113e-06
43 1100.12 1 -0.0201 5.08113e-06
44 1100.1 1 -0.00518 1.69371e-06
45 1100.09 1 -0.00119 5.6457e-07
46 1098.91 0.0456 -10.5 1.8819e-07
47 1096.76 0.303 -1.45 1.8819e-07
48 1097.61 1 3.1 1.8819e-07
49 1097.63 1 3.11 3.7638e-07
50 1097.69 1 3.13 1.50552e-06
51 1097.74 1 3.16 1.20442e-05
52 1097.75 1 3.17 9.63533e-05
53 1097.73 1 3.15 0.000770827
54 1097.58 1 2.97 0.00616661
55 1096.68 1 1.88 0.0493329
56 1094.29 1 -0.434 0.0936279
57 1094 1 -0.051 0.0870449
58 1093.94 1 -0.0168 0.0813386
59 1093.91 1 -0.00977 0.0719956
60 1093.89 1 -0.00673 0.0638724
61 1093.88 1 -0.00518 0.0527454
62 1093.87 1 -0.00422 0.0419526
63 1093.86 1 -0.00358 0.0326518
64 1093.85 1 -0.00281 0.0249629
65 1093.85 1 -0.00271 0.016059
66 1093.84 1 -0.00389 0.0078827
67 1093.81 1 -0.013 0.0034593
68 1093.27 1 -0.263 0.0011531
69 1092.9 0.0115 -15.7 0.000384367
70 1092.45 0.0142 -15.7 0.000384367
71 1128.06 0.0996 6.39e+03 0.000384367
72 1128.06 0.101 6.32e+03 0.000768733
73 1128.05 0.108 5.91e+03 0.00307493
74 1127.93 0.174 3.66e+03 0.0245995
75 1126.85 0.787 800 0.196796
76 1091.87 1 -0.282 1.57437
77 1126.27 0.95 659 0.524789
78 1090.48 1 -0.556 1.04958
79 1095.66 0.75 72.8 0.349859
80 1087.28 1 -0.574 0.699718
81 1085.96 0.727 -0.751 0.381236
82 1085.88 0.348 -0.0951 0.381236
83 1085.79 1 -0.0196 0.381236
84 1085.78 1 -0.00289 0.127079
85 1085.77 1 -0.000448 0.0423596
86 1085.77 1 -9.02e-05 0.0141199
87 1085.77 1 -6.21e-05 0.00470662
88 1085.77 1 -9.89e-05 0.00278079
89 1085.77 1 -0.000206 0.000926932
90 1085.77 1 -0.000238 0.000364376
91 1085.76 0.151 -0.0447 0.000254879
92 1085.72 1 -0.00376 0.000254879
93 1085.71 1 -0.000356 8.49595e-05
94 1085.71 1 -0.00016 3.06964e-05
95 1085.71 1 -5.5e-05 2.87183e-05
96 1085.71 0.249 -6.47e-05 2.18389e-05
97 1085.71 1 -0.000106 2.18389e-05
98 1085.71 1 -9.61e-05 7.27963e-06
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 73553.6
1 73551.8 1.24e-05 -7.12e+04 0.221602
2 73549 1.97e-05 -7.12e+04 0.221602
3 73540.8 5.81e-05 -7.12e+04 0.221602
4 73537.4 2.36e-05 -7.12e+04 0.221602
5 42413.4 0.172 -1.07e+05 0.221602
6 41267.8 0.0136 -4.38e+04 0.221602
7 37101.4 0.0454 -5.31e+04 0.221602
8 31577.2 0.0667 -4.84e+04 0.221602
9 27194.6 0.0387 -1.05e+05 0.221602
10 26956 0.00454 -2.75e+04 0.221602
11 26613.1 0.00661 -2.72e+04 0.221602
12 16502.4 0.132 -5.9e+04 0.221602
13 9069.56 0.167 -2.97e+04 0.221602
14 8069.91 0.0532 -1.18e+04 0.221602
15 5079.49 0.136 -1.92e+04 0.221602
16 5442.27 0.306 3.76e+05 0.221602
17 6271.93 0.321 4.44e+05 0.443204
18 7215.18 0.407 3.89e+05 1.77282
19 1979.34 0.886 3.68e+03 14.1825
20 1715.66 0.271 1.65e+03 14.1825
21 1527.38 1 159 14.1825
22 1465.93 1 -8.19 10.8752
23 1681.24 0.843 1.49e+03 3.62505
24 1437.34 1 46.8 7.2501
25 1418.81 1 -0.0283 6.77083
26 1414.53 1 10.7 2.3978
27 1395.57 1 -4.85 2.41547
28 1390.67 0.526 -3.45 0.805157
29 1389.72 1 1.25 0.805157
30 1388.49 0.739 -0.429 0.808085
31 1388.27 1 -0.0579 0.808085
32 1388.2 1 0.0873 0.29138
33 1388.07 1 -0.022 0.298345
34 1388.03 1 0.00382 0.226179
35 1388.01 1 0.0107 0.225791
36 1387.98 0.647 0.00697 0.225797
37 1387.97 1 0.000106 0.225797
38 1387.96 1 0.00303 0.223167
39 1387.95 1 0.00811 0.223155
40 1384.9 1 -0.427 0.229249
41 1384.65 1 0.0156 0.0764165
42 1382.18 0.727 -0.814 0.0569562
43 1380.58 1 -0.0124 0.0569562
44 1380.6 1 0.201 0.0189854
45 1380.58 1 0.165 0.0379708
46 1380.62 1 0.315 0.0755285
47 1380.54 1 0.177 0.151057
48 1380.5 1 0.0887 0.196475
49 1380.51 1 0.0951 0.238489
50 1380.5 1 0.0742 0.476978
51 1380.49 1 0.0677 0.780087
52 1380.47 1 0.0399 1.25371
53 1380.46 1 0.0193 1.44866
54 1377.74 1 -1.25 1.59238
55 1377.48 1 -0.0912 1.59238
56 1377.22 1 -0.122 0.530794
57 1377.17 0.219 -0.101 0.176931
58 1377.17 1 -0.00111 0.176931
59 1377.17 0.149 -0.00417 0.0589771
60 1377.16 1 -0.00464 0.0589771
61 1377.1 1 -0.0549 0.019659
62 1379.55 0.291 449 0.00655301
63 1379.51 0.568 228 0.013106
64 1377.03 1 -0.0646 0.0524241
65 1379.05 0.445 150 0.0174747
66 1379.01 0.863 77.7 0.0349494
67 1376.96 1 -0.0445 0.139798
68 1378.64 0.86 50.4 0.0465992
69 1376.69 1 -0.261 0.0931984
70 1377.55 0.349 39.5 0.0310661
71 1377.45 0.616 21.8 0.0621323
72 1376.39 1 -0.218 0.248529
73 1376.37 0.612 8.07 0.082843
74 1375 1 0.653 0.082843
75 1374.37 1 -0.0168 0.0762945
76 1821.78 0.817 3.51e+04 0.0254315
77 1374.17 1 0.087 0.050863
78 1810.6 0.384 2.95e+04 0.0169543
79 1809.85 0.564 2.06e+04 0.0339087
80 1374.69 1 2.66 0.135635
81 1373.91 1 -0.0551 1.08508
82 1373.73 1 0.144 0.361692
83 1373.33 1 0.0189 0.357554
84 1372.96 1 -0.0353 0.333237
85 1372.66 1 -0.0809 0.303961
86 1372.47 1 -0.0645 0.20369
87 1372.34 1 -0.0486 0.0907847
88 1372.27 0.477 -0.0549 0.0396034
89 1372.24 1 0.122 0.0396034
90 1663.85 0.705 9.15e+03 0.0449745
91 1373.36 1 5.84 0.0899489
92 1372.09 1 -0.0257 0.359796
93 1372.67 1 2.56 0.119932
94 1372.03 1 -0.00949 0.239864
95 1667.54 0.86 4.55e+03 0.0799546
96 1372.9 1 3.2 0.159909
97 1371.98 1 -0.0203 0.639637
98 1372.27 1 1.11 0.213212
99 1371.93 1 -0.0054 0.426424
100 1372.31 1 1.24 0.252904
101 1371.88 1 -0.00625 0.505809
102 1371.92 1 0.243 0.389661
103 1371.82 1 -0.0182 0.779322
104 1372.59 1 2.15 0.294928
105 1371.8 1 0.0333 0.589856
106 1371.77 1 0.0576 0.590056
107 1371.73 1 0.0766 0.606474
108 1371.68 1 0.055 0.650241
109 1371.65 1 0.0608 0.653219
110 1371.6 1 0.0345 0.677057
111 1371.57 1 0.028 0.67721
112 1371.54 1 0.0173 0.67791
113 1371.51 1 0.0104 0.67791
114 1371.49 1 0.00583 0.677647
115 1371.47 1 0.00306 0.675761
116 1371.46 1 0.00144 0.670416
117 1371.45 1 0.000522 0.660037
118 1371.44 1 1.3e-05 0.643851
119 1371.43 1 -0.000265 0.622209
120 1371.42 1 -0.000412 0.596253
121 1371.41 1 -0.000486 0.567523
122 1371.41 1 -0.000519 0.537435
123 1371.4 1 -0.000529 0.507133
124 1371.4 1 -0.000525 0.477392
125 1371.39 1 -0.000514 0.448711
126 1371.38 1 -0.000497 0.42136
127 1371.38 1 -0.000478 0.395473
128 1371.37 1 -0.000458 0.371081
129 1371.37 1 -0.000437 0.348166
130 1371.37 1 -0.000417 0.326673
131 1371.36 1 -0.000397 0.306528
132 1371.36 1 -0.000377 0.287653
133 1371.35 1 -0.000359 0.269965
134 1371.35 1 -0.000341 0.253383
135 1371.35 1 -0.000324 0.237829
136 1371.34 1 -0.000308 0.22323
137 1371.34 1 -0.000293 0.209517
138 1371.34 1 -0.000279 0.196628
139 1371.34 1 -0.000265 0.184504
140 1371.33 1 -0.000253 0.173091
141 1371.33 1 -0.000241 0.162341
142 1371.33 1 -0.000231 0.15221
143 1371.33 1 -0.000221 0.142656
144 1371.32 1 -0.000211 0.133642
145 1371.32 0.0278 -0.00165 0.125135
146 1371.32 1 -0.000589 0.125135
147 1371.32 1 -0.00131 0.0417116
148 1371.32 1 -0.00139 0.0265069
149 1371.31 1 -0.00124 0.0193502
150 1371.31 1 -0.000944 0.0149915
151 1371.31 1 -0.00037 0.0124015
152 1371.31 1 0.00122 0.0120053
153 1371.31 1 0.00535 0.014576
154 1371.31 1 0.00452 0.0291521
155 1371.31 1 0.00166 0.116608
156 1371.31 1 0.000744 0.150007
157 1371.31 1 0.00025 0.161931
158 1371.31 1 6.18e-05 0.16593
159 1371.31 1 -1.34e-06 0.166073
160 1371.31 1 -2.21e-05 0.163718
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 684247
1 684008 0.000178 -6.74e+05 2.66402
2 673439 0.00798 -6.5e+05 2.66402
3 664202 0.00707 -6.43e+05 2.66402
4 651392 0.01 -6.25e+05 2.66402
5 629937 0.0174 -5.91e+05 2.66402
6 543800 0.0881 -3.28e+05 2.66402
7 523991 0.0193 -4.91e+05 2.66402
8 502110 0.0222 -4.68e+05 2.66402
9 466511 0.039 -4.18e+05 2.66402
10 400038 0.0845 -3.22e+05 2.66402
11 395493 0.0058 -3.92e+05 2.66402
12 392740 0.00355 -3.88e+05 2.66402
13 390011 0.00354 -3.85e+05 2.66402
14 381611 0.011 -3.81e+05 2.66402
15 316803 0.087 -3.76e+05 2.66402
16 297807 0.0309 -3.05e+05 2.66402
17 246667 0.0735 -4.16e+05 2.66402
18 32850.6 0.284 -4.86e+05 2.66402
19 13238.5 0.284 -3.74e+04 2.66402
20 10595.1 0.637 1.63e+05 2.66402
21 6532.94 0.407 -3.99e+03 2.66402
22 6215.61 0.0617 -2.73e+03 2.66402
23 4068.78 0.145 -3.49e+04 2.66402
24 4582.06 0.417 3.7e+04 2.66402
25 4460.89 0.567 2.72e+04 5.32805
26 3535.95 1 -295 21.3122
27 3954.43 0.324 1.62e+04 7.10407
28 3894.22 0.417 1.26e+04 14.2081
29 3939.38 0.986 6.15e+03 56.8325
30 3041.88 1 -31.5 454.66
31 2597.98 1 -180 151.553
32 2249.67 0.554 -0.311 50.5178
33 2016.84 1 -38.7 50.5178
34 2124.58 0.809 2.68e+03 16.8393
35 1832.17 1 -37.1 33.6785
36 1750.4 0.401 -83.3 11.2262
37 1660.44 1 -12.3 11.2262
38 1586.89 1 -18.4 6.97451
39 1553.57 0.717 -15.1 2.32484
40 1501.69 0.674 -10.3 2.32484
41 1473.68 1 5.82 2.32484
42 1469.99 1 1.85 1.27915
43 1471.01 1 3 0.776893
44 1469.31 1 -0.123 1.55379
45 1469.16 1 0.277 1.09963
46 1468.69 1 -0.0737 1.16627
47 1468.36 1 -0.0337 1.00542
48 1468.07 1 -0.0544 0.921219
49 1466.87 1 -0.445 0.771971
50 1466.26 1 0.709 0.591728
51 1464.74 0.595 -0.973 0.596246
52 1463.38 1 -0.399 0.596246
53 1463.3 1 2.38 0.198749
54 1459.14 1 -1.43 0.337063
55 1449.21 1 -2.49 0.112354
56 1461.9 1 30.9 0.0568628
57 1447.06 1 3.5 0.113726
58 1465.08 0.476 77 0.115171
59 1463.17 0.744 50.8 0.230342
60 1441.23 1 -1.16 0.921368
61 1446.7 0.616 23.5 0.446131
62 1444.63 1 12.4 0.892262
63 1438.62 1 -0.814 3.56905
64 1439.48 0.859 6.29 1.18968
65 1435.56 1 0.24 2.37937
66 1434.86 1 0.163 1.33993
67 1998.58 0.76 1.7e+04 1.28181
68 1414.9 1 102 2.56362
69 1406.66 0.22 -16.9 1.46711
70 1396.26 1 0.142 1.46711
71 1396.03 0.194 -0.443 0.489036
72 1396.03 0.00191 -0.652 0.489036
73 1395.88 0.152 -0.42 0.489036
74 1395.66 1 0.355 0.489036
75 1395.08 1 -0.0741 0.518284
76 1394.55 1 -0.167 0.494553
77 1393.95 1 -0.245 0.367142
78 1392.71 1 -0.576 0.217453
79 1386.51 1 -3.05 0.0763031
80 1369.25 0.167 -51.2 0.0254344
81 1362.51 0.0172 -195 0.0254344
82 1351.98 0.023 -227 0.0254344
83 1021.43 1 -68.5 0.0254344
84 1018.07 0.0811 -8.55 0.00847812
85 1013.48 0.196 11.5 0.00847812
86 1009.63 1 12.8 0.00847812
87 996.441 1 0.335 0.0100341
88 999.164 0.71 5.66 0.00334471
89 1001.73 1 6.85 0.00668942
90 998.694 1 3.23 0.0267577
91 995.82 1 -0.0943 0.214062
92 996.29 1 0.767 0.0713539
93 995.806 1 0.0941 0.142708
94 995.67 1 -0.0259 0.217974
95 995.659 1 0.0265 0.0978131
96 995.611 1 -0.0119 0.118712
97 995.593 1 -0.00364 0.0741169
98 995.578 1 -0.00508 0.0723007
99 995.568 1 -0.00371 0.0562216
100 995.56 1 -0.00305 0.0462964
101 995.554 1 -0.00254 0.0361149
102 995.548 1 -0.00214 0.0279004
103 995.544 1 -0.00181 0.0212826
104 995.54 1 -0.00153 0.0160826
105 995.537 1 -0.00129 0.012034
106 995.535 1 -0.001 0.00891463
107 995.533 0.942 -0.000938 0.00529711
108 995.532 1 -0.000474 0.00529711
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 46871
1 46690.8 0.00321 -2.8e+04 58931.5
2 46514.5 0.00316 -2.78e+04 58931.5
3 15521.5 1 -4.85e+03 58931.5
4 15489.4 0.00505 -3.17e+03 19643.8
5 13038.9 0.457 -2.26e+03 19643.8
6 11556.9 1 -595 19643.8
7 11598.6 0.0224 5e+04 6547.95
8 11611.7 0.0261 4.33e+04 13095.9
9 11628.3 0.043 2.66e+04 52383.6
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 350477
1 350470 1.06e-05 -3.46e+05 0.885511
2 349443 0.00148 -3.49e+05 0.885511
3 343234 0.00877 -3.64e+05 0.885511
4 291093 0.0593 -6.08e+05 0.885511
5 263250 0.0399 -4.27e+05 0.885511
6 222421 0.0603 -4.59e+05 0.885511
7 194139 0.0547 -3.11e+05 0.885511
8 188446 0.0148 -1.95e+05 0.885511
9 132157 0.127 -2.58e+05 0.885511
10 102859 0.0962 -1.81e+05 0.885511
11 88300.6 0.0664 -1.21e+05 0.885511
12 30845.5 0.279 -1.17e+05 0.885511
13 2732.64 0.523 2.31e+04 0.885511
14 3315.9 0.854 1.03e+04 0.885511
15 3885.2 0.986 1.17e+04 1.77102
16 1549.12 0.916 144 7.08409
17 1445.41 1 7.95 7.08409
18 1434.98 0.445 -8.49 3.86637
19 1429.6 1 -0.392 3.86637
20 1442.17 1 39.9 1.28879
21 1428.79 1 1.29 2.57758
22 1428.1 1 1.74 2.57769
23 1427.65 1 2.09 2.70807
24 1427.65 3.4e-05 -2.23 3.32974
25 1426.33 0.535 -0.506 3.32974
26 1426.42 1 1.57 3.32974
27 1425.35 1 -0.18 6.65948
28 1541.3 0.706 371 3.68125
29 1462.38 1 89 7.3625
30 1422.21 1 -1.08 29.45
31 1419.02 0.537 -0.993 9.81667
32 1419.04 1 6.88 9.81667
33 1415.83 1 -1.22 19.6333
34 1423.35 1 21.4 6.54762
35 1413.6 1 -0.267 13.0952
36 1410.59 1 -1.21 11.5203
37 1406.13 1 0.554 3.8401
38 1401.14 1 1.15 3.67465
39 1396.55 1 -1.18 3.5872
40 1393.76 1 -0.936 3.23391
41 1391.61 1 -0.862 2.61603
42 1389.22 1 -1.01 1.73519
43 1387.71 0.426 -1.6 0.98923
44 1385.79 1 -0.498 0.98923
45 1384.39 1 -0.321 0.812557
46 1384.39 0.00169 -1.01 0.724981
47 1383.75 0.402 -0.648 0.724981
48 1383.31 1 0.173 0.724981
49 1382.78 1 -0.0544 0.724981
50 1382.53 1 0.0604 0.674188
51 1382.28 1 -0.00107 0.673351
52 1382.13 1 0.0124 0.651501
53 1382 1 -0.00243 0.642851
54 1381.91 1 -0.00105 0.619974
55 1381.83 1 -0.00447 0.600713
56 1381.77 1 -0.00301 0.572631
57 1381.72 1 -0.00398 0.547679
58 1381.68 0.853 -0.00948 0.517248
59 1381.64 1 -0.0131 0.517248
60 1378.57 1 -1.11 0.172416
61 1376.28 1 -0.348 0.0579103
62 1376.04 1 -0.018 0.0193034
63 1376.04 1 0.0488 0.0128311
64 1376.09 1 0.16 0.0237724
65 1376.06 1 0.119 0.0475447
66 1376.01 1 0.0289 0.190179
67 1376 1 0.00679 0.193734
68 1376 1 0.00149 0.196608
69 1376 1 0.000144 0.197278
70 1376 1 -0.000183 0.196896
71 1376 1 -0.000299 0.165059
72 1376 1 -0.000739 0.068115
73 1375.99 1 -0.00193 0.022705
74 1375.98 1 -0.00397 0.00756833
75 1375.98 0.683 -0.00372 0.00459414
76 1375.97 1 -0.00162 0.00459414
77 1375.97 1 0.000877 0.00381395
78 1375.97 1 0.00855 0.00381497
79 1375.97 1 0.0086 0.00762995
80 1375.97 1 0.0066 0.0305198
81 1375.97 1 0.000714 0.244158
82 1375.97 1 6.87e-05 0.244321
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 148631
1 148626 1.51e-05 -1.44e+05 1.09172
2 148623 1.3e-05 -1.44e+05 1.09172
3 133156 0.0456 -2.02e+05 1.09172
4 127246 0.0219 -1.41e+05 1.09172
5 109599 0.0612 -1.71e+05 1.09172
6 100793 0.0362 -1.47e+05 1.09172
7 89392.3 0.0519 -1.26e+05 1.09172
8 83262.1 0.0323 -1.06e+05 1.09172
9 76889.9 0.0383 -8.74e+04 1.09172
10 62760.1 0.0865 -9.19e+04 1.09172
11 14960.6 0.274 -1.06e+05 1.09172
12 3293.27 0.217 4.41e+04 1.09172
13 1985.63 0.335 1.92e+03 1.09172
14 1871.69 0.108 1.92e+04 1.09172
15 1695.09 0.305 -288 1.09172
16 5007.19 0.905 6.1e+04 1.09172
17 2070.1 0.777 3.4e+03 2.18344
18 1611.27 1 446 8.73377
19 1459.82 1 194 9.60551
20 1408.94 1 6.73 8.61768
21 1402.94 1 -0.881 3.69845
22 1396.62 1 -0.399 1.41665
23 1394.55 0.111 -9.78 0.472215
24 1392.93 1 0.259 0.472215
25 1392.42 1 0.675 0.199446
26 1391.32 1 0.00808 0.19927
27 1393.99 1 5.45 0.13733
28 1392.34 1 2.64 0.274659
29 1391.07 1 0.133 1.09864
30 1390.17 1 -0.347 1.09889
31 1390.17 5.96e-05 -0.928 0.483448
32 1388.81 1 -0.466 0.483448
33 1388.13 0.7 -0.301 0.26556
34 1387.89 1 -0.0244 0.26556
35 1387.87 1 -0.00124 0.166387
36 1387.86 1 -0.00234 0.152663
37 1387.85 1 -0.00356 0.136321
38 1385.89 0.105 -9.48 0.106734
39 1385.46 1 -0.0413 0.106734
40 1385.36 1 -0.0403 0.0355779
41 2165.19 0.392 5.01e+05 0.0118593
42 2166.06 0.781 2.49e+05 0.0237186
43 1385.28 1 -0.0405 0.0948743
44 2161.78 0.689 1.96e+05 0.0316248
45 1385.09 1 0.455 0.0632496
46 2148.92 0.156 2.36e+05 0.0210832
47 2148.98 0.293 1.24e+05 0.0421664
48 1412.81 1 222 0.168665
49 1384.73 1 -0.0542 1.34932
50 1384.38 1 -0.107 0.449775
51 2125.49 0.578 3.38e+04 0.149925
52 1441.78 1 396 0.29985
53 1383.98 1 -0.2 1.1994
54 1418.12 1 179 0.3998
55 1383.52 1 0.443 0.799599
56 1399.12 1 57.9 0.689441
57 1382.54 1 0.0999 1.37888
58 1386.42 1 13.9 1.14041
59 1381.36 1 -0.281 2.28083
60 1390.22 1 27 1.15129
61 1380.5 1 0.229 2.30257
62 1379.54 1 0.401 2.19346
63 1378.42 1 0.116 2.17512
64 1377.5 1 -0.0497 2.08374
65 1376.87 1 -0.0755 1.87454
66 1376.48 1 -0.0663 1.60864
67 1376.24 1 -0.0468 1.31378
68 1376.09 1 -0.0321 1.03453
69 1376.01 1 -0.02 0.77011
70 1375.96 1 -0.0126 0.547604
71 1375.93 1 -0.00746 0.351429
72 1375.91 1 -0.00665 0.19839
73 1375.88 1 -0.019 0.0661299
74 1378.79 0.864 40.7 0.0220433
75 1375.78 1 -0.0406 0.0440866
76 1377.76 0.284 44.8 0.0146955
77 1377.58 0.554 21.4 0.0293911
78 1375.62 1 -0.0778 0.117564
79 1376.74 0.47 12 0.0391881
80 1376.72 0.923 6.1 0.0783762
81 1375.49 1 -0.0571 0.313505
82 1376.36 0.988 4.11 0.104502
83 1375.31 1 -0.0255 0.209003
84 1376.22 0.515 5.2 0.0696677
85 1376.73 1 3.83 0.139335
86 1375.15 1 -0.0125 0.557342
87 1375.02 1 0.0925 0.466024
88 1376.37 0.909 3.37 0.466004
89 1374.93 1 0.256 0.932009
90 1375.19 0.764 1.16 1.03903
91 1374.62 1 0.0196 2.07807
92 1374.49 0.484 -0.011 2.00918
93 1374.49 1 0.191 2.00918
94 1374.34 1 -0.024 4.01837
95 1374.35 1 0.0608 2.40935
96 1374.31 1 -0.00747 4.8187
97 1374.3 1 0.00611 3.13332
98 1374.27 1 -0.00512 3.1333
99 1374.26 1 -0.000622 2.33819
100 1374.24 1 -0.00534 2.22769
101 1374.23 1 -0.00071 1.52279
102 1374.21 1 -0.00622 1.44746
103 1374.19 1 -0.000126 0.96032
104 1374.17 1 -0.00782 0.927105
105 1374.15 1 -0.000655 0.597216
106 1374.12 1 -0.0109 0.575844
107 1374.09 1 -0.00417 0.358761
108 1374.05 1 -0.0147 0.336823
109 1374 1 -0.0126 0.209405
110 1373.96 1 -0.0159 0.180276
111 1373.93 1 -0.0142 0.132417
112 1373.9 1 -0.0113 0.109053
113 1381.36 1 19.6 0.0913636
114 1375.07 1 3.43 0.182727
115 1373.54 1 0.233 0.730909
116 1373.2 1 -0.0829 0.716666
117 1373.1 1 0.0267 0.34147
118 1372.94 1 0.0126 0.3393
119 1372.8 1 0.216 0.256497
120 1372.86 1 0.963 0.257631
121 1372.32 1 -0.138 0.515262
122 1373.78 1 3.71 0.171754
123 1372.04 1 -0.0098 0.343508
124 1371.87 1 0.0911 0.294425
125 1371.76 1 0.12 0.294299
126 1371.54 0.58 -0.128 0.295975
127 1371.59 1 0.193 0.295975
128 1371.46 1 -0.0152 0.59195
129 1371.69 1 0.499 0.24967
130 1371.45 1 0.014 0.499339
131 1371.43 1 -0.00196 0.545241
132 1371.42 1 0.00343 0.487593
133 1371.41 1 -0.000332 0.487498
134 1371.4 1 5.72e-05 0.465676
135 1371.39 1 -0.000516 0.451643
136 1371.38 1 -0.00045 0.428255
137 1371.38 1 -0.000574 0.406898
138 1371.37 1 -0.000543 0.382997
139 1371.37 1 -0.000557 0.360437
140 1371.36 1 -0.000531 0.338054
141 1371.35 1 -0.000516 0.316984
142 1371.35 1 -0.000491 0.296921
143 1371.35 1 -0.000469 0.278098
144 1371.34 1 -0.000446 0.260409
145 1371.34 1 -0.000423 0.243832
146 1371.33 1 -0.000402 0.228302
147 1371.33 1 -0.000382 0.213743
148 1371.33 1 -0.000363 0.200097
149 1371.32 1 -0.000345 0.187292
150 1371.32 1 -0.000328 0.175274
151 1371.32 1 -0.000312 0.163984
152 1371.31 1 -0.000298 0.153373
153 1371.31 1 -0.000284 0.143394
154 1371.31 1 -0.000271 0.134006
155 1371.31 0.588 -0.00102 0.125169
156 1371.31 1 -0.000718 0.125169
157 1371.3 1 -0.00161 0.0417229
158 1371.3 1 -0.00176 0.0254611
159 1371.29 1 -0.00155 0.0183167
160 1371.29 1 -0.00116 0.0140468
161 1371.29 1 -0.000466 0.0114968
162 1371.29 1 0.0014 0.0110832
163 1371.29 1 0.00628 0.013524
164 1371.29 1 0.00538 0.027048
165 1371.29 1 0.00211 0.108192
166 1371.29 1 0.000973 0.15007
167 1371.29 1 0.000328 0.16276
168 1371.29 1 8.37e-05 0.167485
169 1371.29 1 3.81e-06 0.167854
170 1371.29 1 -2.16e-05 0.166627
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 82719.3
1 82714 3.27e-05 -8.06e+04 1.84947
2 41906.1 0.145 -1.68e+05 1.84947
3 26126 0.169 -4.99e+04 1.84947
4 26019.5 0.00216 -2.46e+04 1.84947
5 19596.3 0.131 -2.51e+04 1.84947
6 7145.72 0.342 -1.71e+04 1.84947
7 3093.51 0.444 -3.36e+03 1.84947
8 2743.79 0.116 -1.35e+03 1.84947
9 1638.38 0.777 -308 1.84947
10 1476.34 1 30.5 1.84947
11 1421.61 0.825 -13.3 1.56976
12 1391.11 1 -5.39 1.56976
13 1390.55 0.0413 -6.56 0.523253
14 1381.92 1 -2.96 0.523253
15 1355.72 1 -12.6 0.233622
16 1287.85 0.212 -152 0.0778739
17 1200.79 0.189 -208 0.0778739
18 1033.28 0.61 -79.8 0.0778739
19 1003.27 1 5.34 0.0778739
20 992.846 1 -0.884 0.0712194
21 994.014 1 1.61 0.0237398
22 992.818 1 0.131 0.0474796
23 992.55 0.01 -13.3 0.0677977
24 997.005 0.28 65.6 0.0677977
25 997.157 0.386 47.9 0.135595
26 996.121 1 14.4 0.542382
27 991.281 1 -0.399 4.33905
28 989.953 1 -0.59 2.12681
29 988.235 1 -0.794 1.04336
30 986.194 0.623 0.673 0.347785
31 985.784 1 4.38 0.347785
32 982.847 0.936 -0.351 0.535662
33 982.599 1 -0.077 0.535662
34 1732.19 0.331 1.04e+05 0.476929
35 1733.15 0.409 8.44e+04 0.953859
36 1738.01 0.861 4.07e+04 3.81543
37 981.742 1 -0.507 30.5235
38 981.73 0.00369 -1.58 10.1745
39 976.726 1 16.2 10.1745
40 974.695 1 -0.0635 3.3915
41 974.607 1 -0.0267 1.1305
42 974.461 1 -0.0424 0.376833
43 974.374 1 -0.00203 0.326817
44 974.384 1 0.226 0.286672
45 974.304 1 -0.0248 0.573344
46 975.12 1 2.42 0.211221
47 974.268 1 0.0323 0.422442
48 974.23 1 0.0433 0.42244
49 974.181 1 0.0221 0.423497
50 974.134 1 -0.00399 0.423144
51 974.108 1 -0.0058 0.369077
52 974.092 1 -0.00556 0.276737
53 974.08 1 -0.00468 0.172308
54 974.071 1 -0.00398 0.102899
55 974.062 1 -0.00353 0.0632949
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 218739
1 218734 1.1e-05 -2.14e+05 1.94027
2 218704 7.02e-05 -2.15e+05 1.94027
3 124513 0.116 -7.19e+05 1.94027
4 121681 0.0112 -1.31e+05 1.94027
5 102211 0.0674 -1.74e+05 1.94027
6 48785.7 0.147 -3.09e+05 1.94027
7 24955.6 0.225 -6.53e+04 1.94027
8 12449.4 0.257 -2.49e+04 1.94027
9 2899.34 0.532 1.58e+04 1.94027
10 2381.63 0.449 1.73e+03 1.94027
11 1850.41 0.29 -871 1.94027
12 1632.14 0.665 1.4e+03 1.94027
13 1553.39 1 62.7 1.94027
14 1527.58 0.794 16.7 1.45438
15 1523 1 1.47 1.45438
16 1503.17 1 -4.02 0.83571
17 1500.85 1 2.44 0.27857
18 3589.37 0.496 4.44e+04 0.156951
19 3607.85 0.784 2.7e+04 0.313903
20 1476.66 1 -2.51 1.25561
21 1467.62 0.867 6.54 0.418537
22 1464.64 0.228 -5.86 0.418537
23 1460.26 1 -0.379 0.418537
24 1459.85 1 -0.0696 0.139512
25 1459.76 1 0.0147 0.0465041
26 1459.76 1 0.115 0.0419565
27 1459.63 0.229 -0.216 0.0803164
28 1459.57 1 0.0729 0.0803164
29 1459.57 0.000591 -0.132 0.0807211
30 1459.61 1 0.15 0.0807211
31 1459.57 1 0.0983 0.161442
32 1459.53 1 0.018 0.645769
33 1459.52 1 0.00508 0.64587
34 1459.52 1 0.000954 0.64587
35 1459.51 1 -0.000134 0.642519
36 1459.51 1 -0.00316 0.599944
37 1441.48 0.197 -42.7 0.199981
38 1413.13 0.304 -44.2 0.199981
39 1407.21 1 1.88 0.199981
40 1403.34 1 1.51 0.200091
41 1401.93 1 0.124 0.173317
42 1399.65 0.448 -2.56 0.173317
43 1399.47 1 -0.0477 0.173317
44 1399.47 0.0042 -0.0629 0.0577723
45 1399.44 1 0.00459 0.0577723
46 1404.17 1 7.47 0.0577369
47 1400.61 1 2.17 0.115474
48 1399.28 1 0.0364 0.461895
49 1399.02 1 0.935 0.462307
50 1398.29 1 -0.139 0.495555
51 1397.91 1 -0.0913 0.264603
52 1397.65 0.688 -0.12 0.201865
53 1397.38 1 -0.0618 0.201865
54 1397.23 1 -0.0378 0.195037
55 1397.14 1 -0.0254 0.186413
56 1397.1 1 -0.0151 0.17124
57 1397.08 1 0.0159 0.1583
58 1397.08 0.663 0.0383 0.15981
59 1397.07 0.871 0.00419 0.31962
60 1397.05 1 -0.0043 0.31962
61 1397.04 1 -0.00239 0.19687
62 1397.03 1 0.00289 0.182693
63 1397.03 1 0.0164 0.182704
64 1397.02 1 -3.62e-05 0.365408
65 1397.02 1 -0.00144 0.358199
66 1397.02 1 -0.00164 0.238244
67 1397.01 1 -0.00145 0.171714
68 1397.01 0.681 -0.000673 0.141956
69 1397 1 -9.95e-05 0.141956
70 1397.01 1 0.0125 0.139562
71 1397 1 0.000891 0.279125
72 1397 1 -0.000401 0.279466
73 1397 1 -0.000353 0.251816
74 1397 1 -0.000284 0.233929
75 1396.99 0.885 -0.000231 0.219761
76 1396.99 1 -0.000271 0.219761
77 1396.99 1 2.26e-05 0.20515
78 1396.99 1 0.000445 0.203855
79 1396.99 1 0.00116 0.203907
80 1396.99 1 0.00157 0.223146
81 1396.99 1 0.00117 0.255486
82 1396.99 1 0.000608 0.265238
83 1396.99 1 0.000397 0.265411
84 1396.99 1 0.000231 0.26552
85 1396.98 1 0.000141 0.265519
86 1396.98 1 5.16e-05 0.265495
87 1396.98 1 8.02e-07 0.264753
88 1396.98 1 -2.5e-05 0.262897
89 1396.98 1 -2.28e-05 0.25923
90 1396.98 1 -2e-05 0.256086
91 1396.98 1 -9.32e-06 0.252819
92 1396.98 1 -2.71e-07 0.250653
93 1396.98 1 1.49e-05 0.248897
94 1396.98 1 2.57e-05 0.248086
95 1396.98 0.998 4.09e-05 0.247577
96 1396.98 1 3.67e-05 0.247577
97 1396.98 1 3.4e-05 0.247365
98 1396.98 1 3.59e-05 0.247188
99 1396.98 0.968 3.5e-05 0.247036
100 1396.98 1 1.66e-05 0.247036
101 1396.98 1 1.66e-05 0.246435
102 1396.98 1 1.89e-05 0.245967
103 1396.98 0.964 1.78e-05 0.245559
104 1396.98 1 3.45e-06 0.245559
105 1396.98 1 4.56e-06 0.244328
106 1396.98 1 8.5e-06 0.243335
107 1396.98 0.955 7.63e-06 0.242564
108 1396.98 1 -4e-06 0.242564
109 1396.98 1 -7.1e-07 0.24062
110 1396.98 1 5.64e-06 0.239224
111 1396.98 0.943 4.96e-06 0.238357
112 1396.98 1 -5.6e-06 0.238357
113 1396.98 1 5.29e-07 0.236197
114 1396.97 1 9.49e-06 0.234991
115 1396.97 0.93 8.86e-06 0.234473
116 1396.97 1 -2.01e-06 0.234473
117 1396.97 1 6.76e-06 0.232867
118 1396.97 1 1.77e-05 0.23227
119 1396.97 0.921 1.68e-05 0.23214
120 1396.97 1 4.94e-06 0.23214
121 1396.97 1 1.55e-05 0.231355
122 1396.97 1 2.73e-05 0.231214
123 1396.97 0.918 2.61e-05 0.23121
124 1396.97 1 1.32e-05 0.23121
125 1396.97 1 2.46e-05 0.230977
126 1396.97 1 3.67e-05 0.230972
127 1396.97 0.917 3.53e-05 0.23098
128 1396.97 1 2.14e-05 0.23098
129 1396.97 1 3.34e-05 0.230953
130 1396.97 1 4.57e-05 0.230958
131 1396.97 0.917 4.41e-05 0.231118
132 1396.97 1 2.93e-05 0.231118
133 1396.97 1 4.15e-05 0.231118
134 1396.97 1 5.39e-05 0.231243
135 1396.97 0.919 5.21e-05 0.231879
136 1396.97 1 3.62e-05 0.231879
137 1396.97 1 4.81e-05 0.231904
138 1396.97 1 5.97e-05 0.232373
139 1396.97 0.923 5.75e-05 0.233738
140 1396.97 1 4.1e-05 0.233738
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.95754e+06
1 1.95749e+06 1.12e-05 -1.93e+06 2.12702
2 1.95703e+06 0.00012 -1.94e+06 2.12702
3 1.81433e+06 0.0323 -2.43e+06 2.12702
4 1.80121e+06 0.00362 -1.83e+06 2.12702
5 1.79377e+06 0.00209 -1.79e+06 2.12702
6 1.71068e+06 0.022 -2.03e+06 2.12702
7 1.50839e+06 0.0537 -2.01e+06 2.12702
8 1.4916e+06 0.00579 -1.42e+06 2.12702
9 1.3988e+06 0.0381 -8.62e+05 2.12702
10 1.27104e+06 0.0453 -1.45e+06 2.12702
11 1.12808e+06 0.0613 -9.83e+05 2.12702
12 589995 0.226 -1.24e+06 2.12702
13 281149 0.305 -4.35e+05 2.12702
14 226434 0.111 -2.31e+05 2.12702
15 17435.9 0.954 -1.8e+04 2.12702
16 16322.1 0.0845 -6.89e+03 2.12702
17 9758.99 0.258 4.11e+04 2.12702
18 6275.26 1 1.95e+03 2.12702
19 5717.25 0.78 1.37e+03 1.52669
20 5439.05 1 -7.05 1.52669
21 5440.1 1 8.87 0.508898
22 5330.55 0.548 -64.7 1.0178
23 5322.67 0.52 -5.21 1.0178
24 5320.6 1 -0.341 1.0178
25 5318.68 1 -0.463 0.339265
26 5309.01 0.201 -17 0.113088
27 5298.6 1 -1.7 0.113088
28 5277.67 1 -3.78 0.0951492
29 5211.47 1 -12.2 0.0954221
30 5144.46 1 -14 0.0859657
31 7881.84 0.57 1.62e+05 0.0667847
32 6333.42 0.866 5.98e+04 0.133569
33 4821.23 1 -313 0.534278
34 5001.31 0.28 1.86e+04 0.178093
35 5104.35 0.275 2.47e+04 0.356185
36 5908.43 0.433 2.96e+04 1.42474
37 4094.81 1 -155 11.3979
38 4008.06 0.101 -415 3.79931
39 3678.27 1 42.4 3.79931
40 3625.65 1 -7.85 1.26644
41 3613.73 1 -4.64 0.422146
42 3600.4 0.186 -37.3 0.197915
43 3937.09 0.255 4.49e+04 0.197915
44 3938.35 0.427 2.8e+04 0.39583
45 3548.04 1 -46.6 1.58332
46 3833.67 0.365 6.67e+03 0.527773
47 3842.75 0.365 8.17e+03 1.05555
48 3839.97 0.691 4.93e+03 4.22218
49 3522.79 1 -12.8 33.7775
50 3455.6 1 64.6 11.2592
51 3378.23 1 -12.7 3.75305
52 3339.08 0.852 -17.1 1.60787
53 3256.99 1 -36.5 1.60787
54 3035.23 1 -54.9 0.535956
55 3012.11 0.283 -22.3 0.178652
56 3017.27 0.806 44.1 0.178652
57 3021.52 1 41.8 0.357304
58 2995.27 1 11.5 1.42922
59 2982.8 1 4.8 1.43229
60 2971.35 0.568 -2.77 1.44371
61 2961.59 1 -1.09 1.44371
62 2958.26 1 -0.61 1.28851
63 2957.73 1 -0.0998 0.643689
64 2957.61 1 -0.0232 0.312664
65 2957.6 1 -0.00299 0.104221
66 2957.6 1 -0.000303 0.0347405
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 210726
1 194335 0.036 -2.49e+05 3.47761
2 151942 0.101 -2.26e+05 3.47761
3 151938 1.38e-05 -1.48e+05 3.47761
4 105550 0.139 -1.78e+05 3.47761
5 95821.9 0.0475 -1.02e+05 3.47761
6 70961 0.142 -8.1e+04 3.47761
7 36377.2 0.269 -5.67e+04 3.47761
8 36076.2 0.00458 -3.28e+04 3.47761
9 16703.4 0.365 -2.2e+04 3.47761
10 15546.5 0.0437 -1.28e+04 3.47761
11 4536.49 0.606 -6.84e+03 3.47761
12 1686.68 0.933 -355 3.47761
13 1592.86 1 14.8 3.47761
14 1562.13 1 -1.79 2.65887
15 1556.5 1 -1.03 1.60007
16 1523.94 1 -4.04 1.45672
17 1490.54 1 -4.94 0.485573
18 1492.51 0.449 592 0.161858
19 1494.71 0.593 445 0.323715
20 1482.79 1 89.9 1.29486
21 1456.37 0.465 -18.5 0.43162
22 1445.96 0.441 -8.15 0.43162
23 1441.55 0.723 -1.28 0.43162
24 1441.47 0.109 -0.374 0.43162
25 1441.4 0.122 -0.258 0.43162
26 1441.13 1 -0.0465 0.43162
27 1440.89 1 -0.119 0.143873
28 1439.78 1 -0.453 0.0479578
29 1433.28 1 -2.89 0.024855
30 1427.75 0.0678 -27.5 0.0208344
31 1363.95 0.359 -85 0.0208344
32 1362 0.00188 -513 0.0208344
33 1271.13 0.217 -116 0.0208344
34 1219.19 0.132 -183 0.0208344
35 1056.42 1 -1.03 0.0208344
36 1055.96 0.00918 -25.2 0.00694482
37 1052.56 0.0673 -24 0.00694482
38 1051.25 1 -0.0594 0.00694482
39 1044.49 1 3.73 0.00231494
40 1064.1 0.821 31.8 0.00231503
41 1066.82 1 29.5 0.00463006
42 1049.18 1 9.43 0.0185202
43 1045.11 1 4.28 0.148162
44 6002.96 0.69 1.83e+06 1.18529
45 1040.55 1 -0.199 9.48236
46 1040.12 0.311 -0.581 3.16079
47 1039.89 1 -0.0905 3.16079
48 5946.68 0.184 5.44e+06 1.17039
49 5955.83 0.319 3.15e+06 2.34077
50 1039.09 1 -0.0269 9.36309
51 1039.01 1 -0.0148 9.13043
52 1038.9 1 -0.0453 3.04348
53 1038.87 1 -0.016 1.01449
54 1038.86 0.0139 -0.302 0.338164
55 1038.66 0.902 -0.0948 0.338164
56 1043.21 1 5.4 0.338164
57 1040.61 1 2.42 0.676328
58 1038.85 1 0.237 2.70531
59 1038.64 1 -0.00857 21.6425
60 1038.62 1 -0.0134 7.21417
61 1038.61 1 0.00059 2.40472
62 1038.53 1 -0.0385 2.39917
63 1038.51 1 -0.00859 0.799724
64 1038.48 1 -0.011 0.266575
65 1038.47 0.00484 -1.13 0.0888583
66 1038.04 0.637 0.355 0.0888583
67 1037.92 0.637 -0.0621 0.0888583
68 1037.82 1 -0.0188 0.0888583
69 1037.8 1 -0.00704 0.0871673
70 1037.8 0.0164 -0.00529 0.0290558
71 1037.76 0.246 -0.0586 0.0290558
72 1037.75 0.00229 -2.1 0.0290558
73 1037.71 0.83 0.0231 0.0290558
74 1037.71 1 0.0147 0.0290558
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 107609
1 107599 4.89e-05 -1.04e+05 0.58236
2 107594 2.32e-05 -1.04e+05 0.58236
3 107585 4.33e-05 -1.04e+05 0.58236
4 107521 0.000309 -1.04e+05 0.58236
5 107498 0.000111 -1.04e+05 0.58236
6 102793 0.0244 -9e+04 0.58236
7 92164 0.0649 2.75e+06 0.58236
8 83437.1 0.0495 -8.68e+04 0.58236
9 83423.8 8.31e-05 -8.02e+04 0.58236
10 83159.3 0.00165 -8.05e+04 0.58236
11 70297.3 0.0704 -1.07e+05 0.58236
12 64309.4 0.0356 -1.05e+05 0.58236
13 17078.3 0.11 -7.7e+05 0.58236
14 15050 0.067 -1.51e+04 0.58236
15 14598.8 0.0171 -1.32e+04 0.58236
16 3520.15 0.438 -1.06e+04 0.58236
17 4328.69 0.571 4.2e+04 0.58236
18 10356.7 0.591 1.29e+05 1.16472
19 7597.81 0.676 6.61e+04 4.65888
20 2089.39 0.836 1.27e+03 37.271
21 1948.65 1 170 37.271
22 1744.51 0.394 -149 35.3861
23 1646.59 0.923 34.6 35.3861
24 1610.75 1 1.16 35.3861
25 1577.87 1 -1.98 19.8018
26 1572.78 1 122 11.3902
27 1510.39 1 6.85 18.2736
28 1510.39 1.61e-05 -8.26 12.0326
29 1502.25 0.921 0.824 12.0326
30 1498.13 1 -0.904 12.0326
31 1494.51 1 -1.35 5.76551
32 1490.86 1 -1.22 1.92184
33 1489.02 1 -0.494 0.662537
34 1486.67 1 -1.2 0.327103
35 1478.67 0.758 -0.7 0.109034
36 1465.11 1 7.45 0.109034
37 1462.15 0.539 -0.12 0.0741071
38 1459.69 1 0.832 0.0741071
39 1460.02 1 1.2 0.044643
40 1459.71 1 0.893 0.0892859
41 1444.41 0.778 48.1 0.357144
42 1413.62 1 -6.21 0.357144
43 1407.89 0.0879 -28 0.119048
44 1405.3 1 4.64 0.119048
45 1405.44 1 22.2 0.161943
46 1401.97 1 10.4 0.323887
47 1399.73 1 0.403 0.325196
48 1432.55 1 99.9 0.325197
49 1407.18 1 25 0.650394
50 1398.22 1 0.857 2.60158
51 1397.38 1 -0.154 2.3475
52 1397.17 1 -0.0594 0.7825
53 1397.18 1 0.159 0.383239
54 1397.11 1 -0.0123 0.766477
55 1397.08 1 -0.0081 0.51015
56 1397.06 1 -0.00749 0.356673
57 1397.04 1 -0.00734 0.118891
58 1397.02 1 0.00356 0.0805693
59 1397.46 1 0.794 0.0805522
60 1397.09 1 0.135 0.161104
61 1397.02 1 -0.00108 0.644417
62 1397.01 1 -0.000994 0.514425
63 1397.01 1 -0.00226 0.171475
64 1397 1 -0.00303 0.0818673
65 1397.02 1 0.044 0.0612428
66 1397 1 0.00742 0.122486
67 1397 1 -0.000476 0.489942
68 1397 1 -0.00068 0.358309
69 1396.99 1 -0.00166 0.119436
70 1396.99 1 -0.00182 0.0545383
71 1397.05 1 0.113 0.0436332
72 1397 1 0.0276 0.0872665
73 1396.99 1 0.000277 0.349066
74 1396.99 1 -0.000238 0.349195
75 1396.99 1 -0.000299 0.246029
76 1396.98 1 -0.000338 0.17332
77 1396.98 1 0.000123 0.131971
78 1396.98 1 0.00399 0.131705
79 1396.98 1 0.000538 0.26341
80 1396.98 1 0.000158 0.27414
81 1396.98 1 0.000114 0.274114
82 1396.98 1 8.45e-05 0.274086
83 1396.98 1 4.38e-05 0.274049
84 1396.98 1 2.08e-05 0.273626
85 1396.98 1 -4.34e-06 0.272781
86 1396.98 1 -1.85e-05 0.270471
87 1396.98 1 -3.18e-05 0.267043
88 1396.98 1 -3.63e-05 0.261416
89 1396.98 1 -3.8e-05 0.255211
90 1396.98 1 -3.03e-05 0.248354
91 1396.98 1 -1.88e-05 0.243315
92 1396.98 1 3.13e-06 0.239832
93 1396.98 1 2.51e-05 0.238577
94 1396.98 1 5.65e-05 0.238207
95 1396.98 1 8.29e-05 0.238203
96 1396.98 1 0.000121 0.238212
97 1396.98 1 0.000151 0.238741
98 1396.98 1 0.000195 0.240198
99 1396.98 1 0.000214 0.245279
100 1396.98 1 0.000231 0.251468
101 1396.98 1 0.000207 0.26093
102 1396.97 1 0.000182 0.266852
103 1396.97 1 0.000142 0.271883
104 1396.97 1 0.000113 0.273894
105 1396.97 1 8.14e-05 0.275028
106 1396.97 1 5.95e-05 0.275214
107 1396.97 1 3.76e-05 0.275235
108 1396.97 1 2.21e-05 0.275228
109 1396.97 1 7.18e-06 0.275086
110 1396.97 1 -3.53e-06 0.274176
111 1396.97 1 -1.32e-05 0.271953
112 1396.97 1 -1.95e-05 0.267115
113 1396.97 1 -2.41e-05 0.259842
114 1396.97 1 -2.48e-05 0.250099
115 1396.97 1 -2.2e-05 0.240617
116 1396.97 1 -1.3e-05 0.232962
117 1396.97 1 5.39e-07 0.229148
118 1396.97 1 2.12e-05 0.227916
119 1396.97 1 4.35e-05 0.227864
120 1396.97 1 7.48e-05 0.227876
121 1396.97 1 0.000106 0.228939
122 1396.97 1 0.000145 0.232886
123 1396.97 1 0.00016 0.245327
124 1396.97 1 0.000157 0.259245
125 1396.97 1 0.000125 0.27355
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 88390
1 88388.2 1.09e-05 -8.59e+04 0.218523
2 88381.5 3.91e-05 -8.59e+04 0.218523
3 84003.6 0.0725 2.64e+05 0.218523
4 83883.8 0.000737 -8.12e+04 0.218523
5 82210.3 0.0105 -7.87e+04 0.218523
6 81329.8 0.00555 -7.91e+04 0.218523
7 72000.5 0.0602 -7.71e+04 0.218523
8 50876.9 0.152 -7.31e+04 0.218523
9 50368.7 0.00507 -5.2e+04 0.218523
10 46166.2 0.0336 -8.19e+04 0.218523
11 39044.9 0.0554 -9.53e+04 0.218523
12 10126.4 0.139 -2.97e+05 0.218523
13 9343.92 0.0428 -9.9e+03 0.218523
14 2963.82 0.11 -1.45e+05 0.218523
15 1959.53 0.271 -1.69e+03 0.218523
16 1585.71 0.454 1.45e+03 0.218523
17 1484.4 0.526 323 0.218523
18 1791.65 0.779 3.54e+03 0.218523
19 1829.81 0.871 3.31e+03 0.437046
20 1492.71 1 386 1.74819
21 1406.81 1 -3.11 13.9855
22 1398.76 1 -1.14 4.78596
23 1395.58 1 -1.3 1.59532
24 1393.39 0.254 -4.66 0.531774
25 1391.01 0.213 -6.3 0.531774
26 1389.57 0.783 -0.737 0.531774
27 1389.06 0.381 -0.661 0.531774
28 1387.34 1 -0.73 0.531774
29 1385.89 1 0.124 0.177258
30 1386.54 1 1.29 0.0739555
31 1385.84 1 0.184 0.147911
32 1385.7 1 -0.0299 0.166461
33 1385.67 1 -0.00686 0.107106
34 1385.64 1 -0.00907 0.105184
35 1385.62 1 -0.00618 0.0812285
36 1385.61 1 -0.00509 0.0674357
37 1385.6 1 -0.00455 0.0521707
38 1385.58 1 -0.00439 0.0393577
39 1385.57 1 -0.00417 0.0294417
40 1385.57 1 -0.00368 0.0215294
41 1385.87 1 5.68 0.0158954
42 1385.5 1 4.71 0.0317909
43 1384.21 1 0.22 0.0583211
44 1383.91 1 0.494 0.058284
45 1383.8 1 0.222 0.0583818
46 1383.71 0.375 0.0625 0.0689228
47 1383.7 1 0.0323 0.0689228
48 1383.76 1 0.12 0.104933
49 1383.73 1 0.0744 0.209866
50 1383.69 1 0.013 0.839464
51 1383.68 0.207 -0.00586 0.852605
52 1383.68 1 0.0019 0.852605
53 1383.68 0.777 0.000184 0.856982
54 1383.68 1 -8.3e-05 0.856982
55 1383.68 1 -0.000116 0.67757
56 1383.68 1 -0.000164 0.448934
57 1383.68 1 -0.00034 0.190641
58 1383.68 1 -0.000569 0.0886752
59 1383.68 0.421 -0.000912 0.0609343
60 1383.67 1 -0.000848 0.0609343
61 1383.67 1 -0.000858 0.0327756
62 1383.67 1 0.00315 0.0288764
63 1383.67 0.0248 -0.013 0.0394835
64 1383.68 1 0.024 0.0394835
65 1383.68 1 0.0202 0.078967
66 1383.67 1 0.0079 0.315868
67 1383.67 1 -0.000153 2.52694
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 112776
1 112767 4.42e-05 -1.08e+05 0.502949
2 112601 0.000765 -1.08e+05 0.502949
3 112380 0.00102 -1.08e+05 0.502949
4 109527 0.0134 -1.05e+05 0.502949
5 102835 0.0331 -9.75e+04 0.502949
6 90007 0.0668 -9.26e+04 0.502949
7 89975.4 0.000184 -8.6e+04 0.502949
8 89968.7 3.85e-05 -8.6e+04 0.502949
9 87684.9 0.0134 -8.46e+04 0.502949
10 64462.1 0.151 -7.05e+04 0.502949
11 45217.7 0.166 1.86e+06 0.502949
12 44324.4 0.0105 -4.19e+04 0.502949
13 4922.05 0.799 -8.76e+03 0.502949
14 4796.59 0.0185 -3.31e+03 0.502949
15 4796.36 3.55e-05 -3.18e+03 0.502949
16 4795.78 9.17e-05 -3.18e+03 0.502949
17 2267.23 1 -407 0.502949
18 2202.64 0.0498 -583 0.40255
19 1835.45 0.678 -120 0.40255
20 1667.28 0.382 -142 0.40255
21 1337.51 1 -75.5 0.40255
22 1204.34 1 -6.97 0.360038
23 1197.47 1 33.3 0.29085
24 1162.91 1 -4.53 0.370189
25 1160.78 1 -0.368 0.123396
26 1160.73 0.143 -0.156 0.0411321
27 1160.57 1 -0.0359 0.0411321
28 1135.96 1 31.1 0.0291347
29 1124.82 0.451 -7.29 0.0287018
30 1119.03 1 -0.265 0.0287018
31 1118.06 1 -0.169 0.0179467
32 1118.03 0.149 -0.0899 0.00598224
33 1117.97 1 0.0615 0.00598224
34 1117.9 1 -0.013 0.00584157
35 1117.86 0.0163 -1.06 0.00194719
36 1117.28 0.401 0.0674 0.00194719
37 1118.66 1 2.16 0.00194719
38 1117.93 1 1.37 0.00389438
39 1116.92 1 0.211 0.0155775
40 1114.44 0.806 2.05 0.015601
41 1113.35 1 0.0151 0.015601
42 1113.12 1 -0.0214 0.0136088
43 1113.12 0.0515 -0.0118 0.00453628
44 1113.11 1 -0.00303 0.00453628
45 1113.08 1 -0.0105 0.00214597
46 1112.93 1 -0.0409 0.000715324
47 1347.54 1 2.9e+03 0.000238441
48 1279.28 1 1.81e+03 0.000476882
49 1153.71 1 280 0.00190753
50 1112.95 1 0.885 0.0152602
51 1112.81 1 -0.0453 0.122082
52 1112.81 1 0.635 0.040694
53 1112.65 1 -0.0209 0.0813879
54 1112.55 1 0.187 0.0271293
55 1112.41 1 -0.000513 0.0270798
56 1104.46 0.509 -4.34 0.00902659
57 1101.15 1 -0.479 0.00902659
58 1100.76 1 -0.0466 0.00400615
59 1100.08 0.111 -2.22 0.00133538
60 1099.45 0.121 -1.97 0.00133538
61 1098.68 0.179 -1.27 0.00133538
62 1098.19 1 -0.0988 0.00133538
63 1098.08 1 -0.0308 0.000445127
64 1098.05 1 -0.0114 0.000148376
65 1088.21 1 -4.81 4.94586e-05
66 1085.42 0.0208 -67.3 1.64862e-05
67 1072.28 0.101 -64.1 1.64862e-05
68 1077.97 1 28.9 1.64862e-05
69 1077.44 1 26.9 3.29724e-05
70 1077.77 1 28.1 0.00013189
71 1077.25 1 26.2 0.00105512
72 1076.71 1 24.2 0.00844093
73 1073.09 1 11.2 0.0675275
74 1069.85 1 -0.28 0.54022
75 1069.37 1 -0.0645 0.180073
76 1069.34 1 -0.00469 0.0600244
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 969112
1 966173 0.00154 -9.55e+05 46.0396
2 964648 0.0008 -9.53e+05 46.0396
3 962549 0.0011 -9.51e+05 46.0396
4 784176 0.0995 -8.43e+05 46.0396
5 769620 0.00947 -7.64e+05 46.0396
6 747483 0.0147 -7.45e+05 46.0396
7 747044 0.000298 -7.36e+05 46.0396
8 383807 0.292 -5.21e+05 46.0396
9 380030 0.00505 -3.72e+05 46.0396
10 275189 0.162 -2.81e+05 46.0396
11 198304 0.167 -1.95e+05 46.0396
12 23645.6 1 -2.9e+04 46.0396
13 4757.41 0.687 -7.12e+03 21.3694
14 2632.21 0.443 -1.71e+03 21.3694
15 2145.18 0.243 -843 21.3694
16 2056.52 0.0661 -643 21.3694
17 1729.17 0.328 -393 21.3694
18 1507.59 0.507 -147 21.3694
19 1412.18 0.871 -23 21.3694
20 1397.11 1 -4.74 21.3694
21 1388.65 1 -3.08 7.12312
22 1382.73 1 -1.35 2.37437
23 1380.22 1 -0.351 2.11492
24 1378.11 0.935 -0.56 2.03465
25 1375.99 1 -0.765 2.03465
26 1373.33 1 -1.07 1.39533
27 1368.33 1 -2.3 0.927525
28 1348.9 1 -9.47 0.392349
29 1330.18 0.0993 -93.1 0.130783
30 1286.77 0.147 -143 0.130783
31 1084.05 0.586 -126 0.130783
32 1073.93 0.0531 -92.6 0.130783
33 984.401 1 -2.14 0.130783
34 983.408 0.0478 -11.5 0.0435943
35 1720.09 0.373 6.47e+04 0.0435943
36 1714.64 0.382 6.22e+04 0.0871886
37 1719.49 0.411 5.74e+04 0.348754
38 1727.11 0.625 3.74e+04 2.79004
39 978.047 1 -3.49 22.3203
40 984.517 1 46 7.44009
41 978.693 1 16.6 14.8802
42 975.632 1 0.895 59.5208
43 974.937 1 -0.15 19.8403
44 974.723 1 -0.0665 6.61342
45 974.632 1 -0.0318 2.20447
46 974.525 1 -0.0387 0.734824
47 974.436 1 -0.0254 0.553347
48 974.367 1 -0.0138 0.483551
49 974.312 1 -0.00806 0.445951
50 974.266 1 -0.00561 0.419017
51 974.229 1 -0.00448 0.394928
52 974.197 1 -0.00393 0.371441
53 974.172 1 -0.00329 0.347541
54 974.151 1 -0.00282 0.324223
55 974.133 1 -0.00251 0.30122
56 974.118 1 -0.00226 0.278378
57 974.105 1 -0.00206 0.256008
58 974.095 1 -0.00143 0.234302
59 974.086 1 -0.00129 0.216092
60 974.079 1 -0.00109 0.197448
61 974.072 1 -0.00105 0.180542
62 974.066 1 -0.000949 0.163583
63 974.061 1 -0.000921 0.147973
64 974.056 1 -0.000867 0.13274
65 974.051 1 -0.000853 0.118697
66 974.047 1 -0.000826 0.105241
67 974.043 1 -0.000825 0.0928203
68 974.039 1 -0.000819 0.0810303
69 974.036 1 -0.000835 0.0701238
70 974.032 1 -0.000852 0.0598254
71 974.029 1 -0.000889 0.0503035
72 974.025 1 -0.000934 0.0413883
73 974.022 1 -0.001 0.0332432
74 974.018 1 -0.00109 0.0258076
75 974.015 1 -0.0012 0.0192852
76 974.011 1 -0.00113 0.0137029
77 974.007 1 -0.00127 0.0105256
78 974.005 0.738 -0.00114 0.00730424
79 974.003 1 -0.000931 0.00730424
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 85496.1
1 85488.6 4.56e-05 -8.24e+04 0.76412
2 85486.8 1.09e-05 -8.23e+04 0.76412
3 85324 0.000985 -8.29e+04 0.76412
4 85055.8 0.00162 -8.32e+04 0.76412
5 84934.4 0.000739 -8.24e+04 0.76412
6 84809.8 0.00076 -8.23e+04 0.76412
7 84086.6 0.00435 -8.44e+04 0.76412
8 83919.3 0.00104 -8.06e+04 0.76412
9 83910.3 5.61e-05 -8.08e+04 0.76412
10 83881.7 0.000177 -8.07e+04 0.76412
11 83862.7 0.000118 -8.07e+04 0.76412
12 83234.2 0.00393 -7.93e+04 0.76412
13 90802.4 0.418 2.52e+05 0.76412
14 54452.6 0.432 1.82e+04 1.52824
15 42101.9 0.132 -4.17e+04 1.52824
16 35396.3 0.0719 -5.57e+04 1.52824
17 11646.4 0.208 -8.85e+04 1.52824
18 11634.3 0.000606 -9.97e+03 1.52824
19 8544.8 0.162 -9.08e+03 1.52824
20 8240.25 0.0369 1.37e+06 1.52824
21 6058.88 0.162 -6.82e+03 1.52824
22 2928.76 0.314 -5.17e+03 1.52824
23 1860.29 0.494 540 1.52824
24 2451.26 0.953 9.93e+03 1.52824
25 1745.28 1 80.9 3.05648
26 1687.68 1 26.2 2.63095
27 4318.26 0.455 6.34e+04 0.876982
28 2841.95 0.691 1.46e+04 1.75396
29 1660.37 1 34.1 7.01585
30 3201.11 0.557 1.56e+04 2.33862
31 3232.04 0.734 1.1e+04 4.67724
32 1613.6 0.609 -8.96 18.7089
33 1576.62 1 11.4 18.7089
34 1556.2 1 -5.61 13.7806
35 6233.34 0.779 1.11e+05 4.59353
36 1584.66 1 252 9.18705
37 1549.48 1 -3.37 36.7482
38 1548.28 1 62.6 12.2494
39 1522.52 1 4.64 18.9394
40 1521.84 0.0474 -7.18 6.31313
41 1512.35 1 -0.121 6.31313
42 1503.13 1 -2.01 2.10438
43 1498.44 0.988 -0.532 0.701459
44 1491.63 1 -2.71 0.701459
45 1491.51 0.00339 -18.2 0.23382
46 1485.41 1 3.46 0.23382
47 1476.93 1 0.409 0.244026
48 1961.85 1 4.44e+03 0.0813419
49 1481.13 1 13.7 0.162684
50 1475.47 1 0.429 0.650735
51 2202.79 1 3.36e+03 0.650825
52 1507.04 1 86.2 1.30165
53 1474.03 1 -0.0289 5.2066
54 1473.93 1 1.41 2.9628
55 1472.33 1 -0.306 4.83789
56 1472.25 1 0.857 1.61263
57 1471.25 1 -0.232 2.44686
58 1472.12 1 2.8 0.815619
59 1470.87 1 -0.00376 1.63124
60 1470.34 1 -0.0686 1.55962
61 1469.73 1 -0.0155 1.4486
62 1468.96 1 0.0253 1.40338
63 1468.12 1 0.454 1.35738
64 1467.27 1 1.27 1.35684
65 1466.45 1 2.07 1.37158
66 1464.75 1 1.06 1.49179
67 1464.45 0.0702 -2 1.49179
68 1462.95 1 0.301 1.49179
69 1461.83 1 -0.0938 1.47243
70 1461.26 1 -0.0674 1.28101
71 1460.89 1 -0.0797 1.10693
72 1460.65 1 -0.0566 0.834293
73 1460.47 1 -0.0516 0.643484
74 1460.34 1 -0.0388 0.458795
75 1460.24 1 -0.0318 0.360751
76 1460.16 1 -0.0243 0.282928
77 1460.1 1 -0.0193 0.231399
78 1460.06 1 -0.0152 0.187174
79 1460.02 1 -0.0121 0.152217
80 1460 1 -0.00971 0.122749
81 1459.97 1 -0.00778 0.0987943
82 1459.96 1 -0.00627 0.079137
83 1459.94 1 -0.00805 0.0633223
84 1459.92 1 -0.00885 0.0425133
85 1459.89 1 -0.00849 0.0259208
86 1459.88 1 0.0229 0.0163961
87 1459.86 1 0.00202 0.020693
88 1459.87 1 0.0359 0.0197567
89 1459.86 1 0.0278 0.0395135
90 1459.85 1 0.0136 0.158054
91 1461.83 1 5.61 0.204449
92 1459.83 1 0.194 0.408898
93 1459.64 1 -0.0604 0.554796
94 1445.81 0.209 44.4 0.184932
95 1421.41 0.157 -76.6 0.184932
96 1437.24 0.982 39 0.184932
97 1434.09 1 37.6 0.369864
98 1419.69 1 20.6 1.47946
99 1402 1 1.56 2.34081
100 1402.14 1 1.97 0.780269
101 1401.48 1 0.471 1.56054
102 1401.15 1 -0.0598 1.49734
103 1401.09 1 0.0566 0.558967
104 1400.88 1 -0.0652 0.55948
105 1400.26 1 -0.304 0.186493
106 1397.33 0.389 -3.66 0.0621645
107 1429.21 0.61 84.2 0.0621645
108 1429.76 0.902 57.1 0.124329
109 1397.95 1 1.36 0.497316
110 1397.18 1 -0.0406 3.97853
111 1397.13 1 0.00187 1.32618
112 1397.11 1 -0.00738 1.17157
113 1397.1 1 -0.00131 0.658313
114 1397.08 1 -0.00492 0.619414
115 1397.06 1 -0.00785 0.206471
116 1397.04 1 -0.00737 0.142161
117 1397.03 1 0.00462 0.10604
118 1397.08 1 0.109 0.106041
119 1397.03 1 0.0103 0.212083
120 1397.02 1 0.000138 0.292082
121 1397.02 1 -0.00108 0.282414
122 1397.01 1 -0.000253 0.229839
123 1397.01 1 8.19e-05 0.224189
124 1397.01 1 0.00119 0.222316
125 1397.01 1 0.00167 0.223009
126 1397 1 0.00315 0.225718
127 1397 1 0.00177 0.277754
128 1397 1 0.000759 0.27929
129 1397 1 0.00044 0.27929
130 1397 1 0.000334 0.279269
131 1397 1 0.000137 0.279268
132 1397 1 6.62e-05 0.278785
133 1396.99 1 -2.48e-05 0.277948
134 1396.99 1 -6.01e-05 0.274311
135 1396.99 1 -9.71e-05 0.268788
136 1396.99 1 -0.000103 0.25856
137 1396.99 1 -0.000102 0.247696
138 1396.99 1 -6.76e-05 0.236453
139 1396.99 1 -2.17e-05 0.230145
140 1396.99 1 6.45e-05 0.227311
141 1396.99 1 0.000142 0.227111
142 1396.99 1 0.000266 0.227111
143 1396.99 1 0.000365 0.228183
144 1396.99 1 0.00051 0.231854
145 1396.99 1 0.000506 0.246899
146 1396.99 1 0.000453 0.257691
147 1396.99 1 0.000336 0.266755
148 1396.99 1 0.000262 0.269568
149 1396.99 1 0.000182 0.27147
150 1396.99 1 0.000134 0.271816
151 1396.98 1 8.31e-05 0.271911
152 1396.98 1 5.12e-05 0.271911
153 1396.98 1 1.93e-05 0.27185
154 1396.98 1 -1.67e-06 0.271141
155 1396.98 1 -2.11e-05 0.269227
156 1396.98 1 -3.3e-05 0.264564
157 1396.98 1 -4.19e-05 0.257243
158 1396.98 1 -4.32e-05 0.247025
159 1396.98 1 -3.84e-05 0.236927
160 1396.98 1 -2.11e-05 0.228774
161 1396.98 1 4.32e-06 0.224923
162 1396.98 1 4.46e-05 0.223826
163 1396.98 1 8.68e-05 0.22381
164 1396.98 1 0.00015 0.223875
165 1396.98 1 0.000207 0.226115
166 1396.98 1 0.000275 0.232618
167 1396.98 1 0.000269 0.250183
168 1396.98 1 0.000231 0.262712
169 1396.98 1 0.00017 0.271743
170 1396.98 1 0.000127 0.27486
171 1396.98 1 8.43e-05 0.27642
172 1396.98 1 5.53e-05 0.276618
173 1396.98 1 2.87e-05 0.276623
174 1396.98 1 9.93e-06 0.276552
175 1396.98 1 -6.64e-06 0.275865
176 1396.98 1 -1.84e-05 0.272922
177 1396.98 1 -2.78e-05 0.266367
178 1396.98 1 -3.32e-05 0.254705
179 1396.98 1 -3.48e-05 0.239949
180 1396.98 1 -2.86e-05 0.22548
181 1396.98 1 -1.29e-05 0.21642
182 1396.98 1 1.78e-05 0.213171
183 1396.98 1 5.78e-05 0.213019
184 1396.98 1 0.00012 0.213094
185 1396.98 1 0.000186 0.217513
186 1396.98 1 0.000246 0.23292
187 1396.98 1 0.000204 0.266071
188 1396.98 1 0.000143 0.279759
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.3378e+06
1 538741 0.449 -3.9e+05 25.6242
2 415743 0.122 -4.77e+05 25.6242
3 395500 0.0249 -4.01e+05 25.6242
4 76050.9 0.533 -1.99e+05 25.6242
5 37999.6 0.304 -5.24e+04 25.6242
6 27781.6 0.152 -3.15e+04 25.6242
7 22307 0.111 -2.38e+04 25.6242
8 2282.72 0.681 5.46e+03 25.6242
9 1903.21 0.688 1.14e+03 25.6242
10 1649.39 1 219 25.6242
11 1550.26 1 23.7 16.3287
12 1461.62 1 45 6.46316
13 1439.65 1 21.2 4.14438
14 1425.07 1 0.967 4.04243
15 1421.06 1 0.0393 3.07879
16 1419.21 1 -0.496 1.99379
17 1418.06 1 3.04 0.794127
18 1416.49 0.666 0.0883 0.807628
19 1415.09 1 0.305 0.807628
20 1413.39 1 -0.436 0.807497
21 1412.48 1 -0.313 0.587426
22 1411.87 1 -0.247 0.327219
23 1411.59 0.167 -0.831 0.163971
24 1410.82 1 0.209 0.163971
25 3990.04 0.358 2.24e+05 0.054657
26 3991.99 0.511 1.64e+05 0.109314
27 1415.47 1 29.3 0.437256
28 1409.76 1 -0.286 3.49805
29 1409.76 1.37e-05 -0.66 1.16602
30 1408.41 1 -0.574 1.16602
31 1413 1 17.9 0.388672
32 1415.53 1 30.2 0.777343
33 1407 1 -0.666 3.10937
34 1410.25 1 16.2 1.03646
35 1405 1 0.51 2.07292
36 1403.31 0.947 -0.0708 1.11268
37 1402.91 1 -0.107 1.11268
38 1402.84 0.105 -0.348 0.370893
39 1402.26 1 -0.252 0.370893
40 1401.52 1 -0.32 0.214446
41 1400.48 1 -0.461 0.138345
42 1398.29 1 -1.01 0.0870297
43 1388.81 1 -4.61 0.0498001
44 1369.29 0.101 -95.3 0.0176325
45 1042.44 1 -80.8 0.0176325
46 1042.34 0.00124 -43.1 0.00587751
47 1078.5 0.207 597 0.00587751
48 1076.61 0.378 337 0.011755
49 1015.24 1 22.1 0.0470201
50 1019.7 0.106 69.3 0.0459543
51 1015.65 0.159 21.3 0.0919086
52 1007.06 0.398 -5.81 0.367634
53 999.923 1 0.0689 0.367634
54 999.912 1 0.26 0.122545
55 1000.06 1 0.477 0.208911
56 999.772 1 -0.00858 0.417821
57 999.721 1 -0.0102 0.339863
58 999.676 1 -0.018 0.113288
59 999.634 1 -0.0182 0.0814653
60 999.57 1 -0.0287 0.0552989
61 999.296 1 -0.124 0.027967
62 998.878 0.0769 -2.51 0.00932235
63 1047.02 0.455 211 0.00932235
64 1011.44 0.812 42.2 0.0186447
65 995.548 1 -1.63 0.0745788
66 995.032 0.0957 74.7 0.0248596
67 1059.6 0.355 532 0.0248596
68 1061.36 0.519 388 0.0497192
69 998.663 1 17.4 0.198877
70 988.965 1 -0.524 1.59101
71 988.9 1 0.0644 0.530338
72 988.842 1 -0.00149 0.530314
73 988.825 1 -0.0026 0.455342
74 988.821 1 -0.00146 0.257848
75 988.814 1 -0.00352 0.0859494
76 988.795 1 -0.00507 0.0286498
77 988.806 0.306 0.107 0.0206752
78 988.868 0.613 0.236 0.0413504
79 988.8 1 0.0176 0.165402
80 988.792 1 -0.000543 1.32321
81 988.79 1 -0.000837 0.441071
82 988.786 1 -0.00179 0.2538
83 988.778 0.664 -0.00585 0.0846001
84 988.766 1 -0.00601 0.0846001
85 988.711 1 -0.0268 0.0282
86 988.154 1 -0.207 0.00940002
87 1065.24 0.0784 2.62e+03 0.00415214
88 1065.22 0.137 1.51e+03 0.00830429
89 1065.25 0.516 401 0.0332172
90 987.296 1 -0.303 0.265737
91 983.688 0.518 -3.37 0.144341
92 996.958 1 24.4 0.144341
93 985.053 1 2.69 0.288682
94 983.474 1 -0.0368 1.15473
95 983.509 1 0.0975 0.384909
96 983.45 1 -0.00198 0.769819
97 983.442 1 -0.00164 0.516656
98 983.439 1 -0.00146 0.200346
99 983.432 1 -0.00291 0.066782
100 983.63 1 0.383 0.0262715
101 983.484 1 0.104 0.0525431
102 983.432 1 0.00128 0.210172
103 983.43 1 -0.000159 0.235961
104 983.428 1 -0.000418 0.22584
105 983.427 1 -0.000497 0.180918
106 983.425 1 -3.87e-05 0.131138
107 983.427 1 0.00645 0.128966
108 983.424 1 5.77e-05 0.257933
109 983.423 1 -0.000467 0.256766
110 983.421 1 -0.00074 0.146217
111 983.42 1 0.00214 0.0624317
112 983.731 1 0.645 0.0636892
113 983.456 1 0.0744 0.127378
114 983.417 1 -0.00045 0.509514
115 983.416 1 -0.000319 0.41338
116 983.414 1 -0.000896 0.137793
117 983.409 1 -0.00267 0.0459311
118 983.407 0.151 -0.008 0.0153104
119 983.406 1 -0.000446 0.0153104
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 2.32472e+06
1 2.32455e+06 4.15e-05 -2.1e+06 2.26219e+06
2 2.32444e+06 2.56e-05 -2.1e+06 2.26219e+06
3 669571 0.634 -7.18e+05 2.26219e+06
4 336021 0.381 -3.24e+05 2.26219e+06
5 258680 0.16 -2.17e+05 2.26219e+06
6 44886.1 1 -4.11e+04 2.26219e+06
7 43273.5 0.0342 -2.31e+04 777082
8 18985 1 -4.2e+03 777082
9 16859.9 1 -364 259027
10 16684.1 0.152 -572 86342.4
11 16283.4 0.364 -538 86342.4
12 15565.9 0.718 -482 86342.4
13 14690.3 1 -421 86342.4
14 12782.8 1 -863 28780.8
15 10553.3 0.772 -1.21e+03 9593.6
16 9290.16 0.852 -616 9593.6
17 8785.47 0.652 -345 9593.6
18 8314.46 1 -199 9593.6
19 7799.24 1 -187 3197.87
20 7559.54 0.729 -129 1325.98
21 7547.5 0.0768 -76 1325.98
22 7421.01 1 -54.7 1325.98
23 7195.79 1 -109 441.992
24 6729.61 1 -220 147.331
25 6658.66 0.147 2.85e+04 49.1102
26 5736.25 0.739 -127 49.1102
27 5004.31 0.519 -769 49.1102
28 4368.58 1 -55.8 49.1102
29 4332.68 0.0282 -650 16.3701
30 7393.63 0.382 1.47e+05 16.3701
31 4224.51 0.59 1.15e+04 32.7401
32 4744.12 1 8.32e+03 32.7401
33 3225.2 1 2e+03 65.4803
34 2642.96 0.79 -88.6 61.9448
35 2591.01 1 -18.3 61.9448
36 2530.61 1 -24 20.6483
37 2482.87 1 -21.4 6.88276
38 3037.28 0.83 8.86e+03 2.29425
39 2476.89 0.0879 -33.5 4.58851
40 2462.8 1 48.3 4.58851
41 2389.22 0.646 -56.7 4.61317
42 2481.25 0.405 5.12e+03 4.61317
43 2465.02 0.793 2.68e+03 9.22633
44 2352.65 1 -14.9 36.9053
45 2452.47 0.55 3.34e+03 12.3018
46 2328.05 1 641 24.6035
47 2028.54 0.59 244 24.6036
48 1596.02 0.954 -17.4 24.6036
49 1570.97 1 -4.45 24.6036
50 1553.01 1 -6.42 8.20121
51 1519.99 0.505 -22.9 2.73374
52 1598.36 0.971 817 2.73374
53 1482.07 1 -10.9 5.46747
54 2147.73 0.684 7.26e+03 1.89329
55 1522.27 1 359 3.78658
56 1458.39 1 -9.45 15.1463
57 1443.88 1 52.6 5.04877
58 1408.54 1 -6.99 5.07467
59 1402.34 1 3.41 2.02096
60 1395.94 0.582 -3.34 2.02193
61 1391.6 1 -1 2.02193
62 1389.16 1 -0.789 1.85163
63 1387.52 1 -0.614 1.47482
64 1386.07 1 -0.539 0.949519
65 1384.85 1 -0.429 0.539094
66 1383.93 1 -0.34 0.354621
67 1379.44 0.164 -12.8 0.276345
68 1377.01 1 -0.602 0.276345
69 1375.7 1 -0.219 0.193518
70 1375.1 0.474 -0.479 0.187656
71 1374.69 0.353 -0.493 0.187656
72 1373.93 1 -0.254 0.187656
73 1373.03 1 -0.337 0.159176
74 1372.88 0.0804 -0.901 0.134018
75 1371.32 1 -0.661 0.134018
76 1366.88 1 -2.12 0.098196
77 1363.8 0.0819 -18.5 0.0526487
78 1361.98 0.0283 -31.9 0.0526487
79 1360.4 0.0195 -40.5 0.0526487
80 1269.41 1 -42.5 0.0526487
81 976.349 1 -11.3 0.0175496
82 1378.55 0.252 3.42e+03 0.00584985
83 1373.63 0.558 1.5e+03 0.0116997
84 979.145 1 6.59 0.0467988
85 974.501 1 -0.147 0.374391
86 974.368 1 0.131 0.124797
87 974.191 1 -0.0306 0.133286
88 974.134 1 -0.0036 0.116318
89 974.097 1 -0.00677 0.114739
90 974.079 1 -0.00233 0.104444
91 974.067 1 -0.00228 0.0975316
92 974.058 1 -0.00169 0.0867434
93 974.051 1 -0.00169 0.0772582
94 974.045 1 -0.00147 0.0657853
95 974.039 1 -0.0015 0.0557261
96 974.034 1 -0.00142 0.0450438
97 974.029 1 -0.0015 0.0361076
98 974.024 1 -0.00149 0.0273432
99 974.02 1 -0.00161 0.0204747
100 974.015 1 -0.00167 0.0142609
101 974.01 1 -0.0018 0.00982662
102 974.006 1 -0.00188 0.00625241
103 974.001 1 -0.00191 0.00397309
104 973.997 1 -0.00188 0.00239623
105 973.993 1 -0.00155 0.00147683
106 973.991 1 -0.00111 0.000836558
107 973.988 1 -0.00108 0.000393766
108 973.985 1 -0.00122 0.000199257
109 973.983 1 -0.00108 0.000128013
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 65444.1
1 65438.8 4.17e-05 -6.27e+04 2.32431
2 65436.8 1.64e-05 -6.27e+04 2.32431
3 42565.2 0.148 -8.56e+04 2.32431
4 41624.5 0.0118 -3.98e+04 2.32431
5 35901.4 0.0745 -3.78e+04 2.32431
6 20613.9 0.248 -2.79e+04 2.32431
7 12095.2 0.249 -1.5e+04 2.32431
8 3747.45 0.339 -1.26e+04 2.32431
9 3233.01 0.116 -2.25e+03 2.32431
10 1797.08 0.438 -1.27e+03 2.32431
11 1491.29 0.612 -78.5 2.32431
12 1470.99 1 -1.73 2.32431
13 2110.21 1 2.45e+03 0.774769
14 1611.89 1 465 1.54954
15 1451.01 1 3.53 6.19815
16 1442.5 0.396 -8.37 4.84702
17 1438.86 1 -0.13 4.84702
18 1764.37 0.731 3.51e+03 1.61567
19 1488.83 1 218 3.23135
20 1436.55 1 0.101 12.9254
21 1434.25 1 -0.648 7.37272
22 1432.34 1 -0.0289 3.72484
23 1430.91 1 0.0841 3.16508
24 1429.88 1 0.125 3.00871
25 1429.1 1 0.0267 2.9517
26 1428.54 1 -0.0221 2.86459
27 1428.14 1 -0.0507 2.73604
28 1427.86 1 -0.0541 2.51661
29 1427.65 1 -0.0526 2.22208
30 1427.48 1 -0.0501 1.85996
31 1427.34 1 -0.05 1.47294
32 1427.19 1 -0.0527 1.09106
33 1427.04 0.98 -0.0622 0.752674
34 1426.94 1 -0.0424 0.752674
35 1426.77 1 -0.0725 0.293242
36 1426.53 1 -0.109 0.186694
37 1426.52 0.02 -0.324 0.0799917
38 1425.96 1 -0.269 0.0799917
39 1422.52 1 -1.56 0.0266639
40 1406.11 0.0864 5.41e+05 0.0138938
41 1399.78 0.0333 -90 0.0138938
42 1391.54 0.024 -168 0.0138938
43 1362.24 0.0624 -228 0.0138938
44 1013.17 1 -35.6 0.0138938
45 1013.11 0.00171 3.8 0.00463126
46 1257.19 0.142 3.8e+03 0.00463126
47 1252.17 0.269 1.94e+03 0.00926252
48 1807.34 0.936 1.69e+04 0.0370501
49 1010.95 0.0727 -14.2 0.296401
50 1008.44 0.0995 -11.9 0.296401
51 997.64 1 -0.544 0.296401
52 1000.14 1 5.81 0.0988002
53 997.5 1 0.292 0.1976
54 997.294 1 -0.0357 0.199235
55 995.552 0.0746 -10.4 0.129864
56 995.316 0.0109 -10.6 0.129864
57 1118.61 1 313 0.129864
58 1004.63 1 30.8 0.259728
59 988.04 1 0.472 1.03891
60 985.926 1 -0.128 0.801729
61 985.432 1 -0.0861 0.65076
62 985.189 1 -0.0731 0.621135
63 985.054 1 -0.049 0.544409
64 984.958 1 -0.0369 0.461474
65 984.884 1 -0.029 0.373823
66 984.824 1 -0.0232 0.297457
67 984.776 1 -0.0183 0.236683
68 984.737 1 -0.014 0.190837
69 984.706 1 -0.0105 0.1573
70 984.685 1 -0.00638 0.132398
71 984.672 1 -0.00356 0.109474
72 984.661 1 -0.00273 0.0941597
73 984.652 1 -0.00218 0.0802876
74 984.644 1 -0.00195 0.0684727
75 984.638 1 -0.00181 0.0572403
76 984.632 1 -0.00174 0.0467684
77 984.626 1 -0.00175 0.0371412
78 984.621 1 -0.00171 0.0281146
79 984.616 1 -0.0019 0.0210473
80 984.61 1 -0.00175 0.0139666
81 984.606 1 -0.00165 0.0103141
82 984.605 0.247 -0.00212 0.00698412
83 984.603 0.312 -0.00185 0.00698412
84 984.601 1 -0.00124 0.00698412
85 984.595 1 -0.00231 0.00232804
86 984.591 1 -0.00188 0.00152814
87 984.587 1 -0.00161 0.000964321
88 984.584 1 -0.00138 0.000609209
89 984.581 1 -0.00119 0.000384916
90 984.579 1 -0.00102 0.000243224
91 984.577 1 -0.000875 0.000153703
92 984.575 1 -0.00075 9.71358e-05
93 984.573 1 -0.000644 6.13899e-05
94 984.573 0.259 -0.00069 3.87998e-05
95 984.572 1 -0.000483 3.87998e-05
96 984.571 1 -0.000463 2.26983e-05
97 984.57 0.64 -0.000441 1.43663e-05
98 984.57 0.989 -0.000287 1.43663e-05
99 984.569 1 -0.000193 1.43663e-05
100 984.568 1 -0.000296 5.83721e-06
101 984.568 1 -0.000252 3.70598e-06
102 984.567 1 -0.000217 2.3423e-06
103 984.567 0.0625 -0.000247 1.48065e-06
104 984.567 1 -0.00018 1.48065e-06
105 984.567 1 -0.000159 9.18868e-07
106 984.566 1 -0.000136 5.81055e-07
107 984.566 1 -0.000117 3.67292e-07
108 984.566 1 -0.0001 2.32199e-07
109 984.566 1 -8.6e-05 1.46785e-07
110 984.565 1 -7.38e-05 9.27864e-08
111 984.565 1 -6.34e-05 5.86635e-08
112 984.565 1 -5.44e-05 3.70801e-08
113 984.565 1 -4.67e-05 2.34406e-08
114 984.565 1 -4.01e-05 1.48179e-08
115 984.565 1 -3.44e-05 9.36981e-09
116 984.565 1 -2.95e-05 5.91918e-09
117 984.565 1 -2.53e-05 3.74384e-09
118 984.565 1 -2.17e-05 2.36781e-09
119 984.565 1 -1.87e-05 1.49499e-09
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 144018
1 144013 1.72e-05 -1.4e+05 6.23877
2 144006 2.47e-05 -1.4e+05 6.23877
3 144003 1.01e-05 -1.4e+05 6.23877
4 143998 1.79e-05 -1.4e+05 6.23877
5 143993 1.78e-05 -1.4e+05 6.23877
6 143986 2.79e-05 -1.4e+05 6.23877
7 143308 0.00242 -1.4e+05 6.23877
8 141778 0.00548 -1.4e+05 6.23877
9 130865 0.0389 -1.42e+05 6.23877
10 130659 0.000812 -1.27e+05 6.23877
11 128277 0.0094 -1.27e+05 6.23877
12 36585.9 0.353 -1.67e+05 6.23877
13 9220.35 0.496 -2.51e+04 6.23877
14 2204.41 0.888 -1.39e+03 6.23877
15 1649.94 0.604 -261 6.23877
16 1443.4 1 -27.3 6.23877
17 1426.35 1 -1.53 2.07959
18 1419 1 -1.88 1.63079
19 1416.7 1 -0.543 0.670111
20 1416.18 0.31 -0.7 0.594738
21 1415.27 1 -0.301 0.594738
22 1416.16 1 65.5 0.28668
23 1401.5 1 -3.94 0.57336
24 1754.19 0.709 5.68e+03 0.316885
25 1406.86 1 56.6 0.633769
26 1396.96 1 -1.36 2.53508
27 1395.15 0.419 -2 0.845025
28 1419.56 1 114 0.845025
29 1393.06 1 0.713 1.69005
30 1392.76 1 5.81 1.15464
31 1389.06 1 -0.302 1.82796
32 1388.39 1 -0.237 0.60932
33 1390.77 0.575 10.1 0.480133
34 1386.39 0.439 137 0.960266
35 1391.82 1 22.2 0.960266
36 1379.56 1 1.67 1.92053
37 1377.37 1 -0.421 1.59571
38 1376.07 1 -0.442 1.41723
39 1374.89 1 -0.212 0.684156
40 1373.24 1 -0.351 0.670238
41 1370.87 1 -0.774 0.665937
42 1367.91 1 -1.15 0.630182
43 1362.98 1 -2.2 0.493482
44 1354.92 0.428 -9.21 0.269515
45 1312.65 1 -20.5 0.269515
46 1252.88 0.15 -190 0.0898382
47 1214.67 0.0828 -222 0.0898382
48 977.28 1 -17.7 0.0898382
49 982.567 1 10.3 0.0299461
50 978.735 1 4.41 0.0598921
51 975.067 1 0.061 0.239569
52 974.517 1 -0.124 0.224766
53 974.367 1 -0.0489 0.20021
54 974.281 1 -0.0321 0.183062
55 974.224 0.835 0.0197 0.145298
56 975.477 1 2.63 0.145298
57 974.235 1 0.0926 0.290596
58 974.181 1 -0.00645 1.16239
59 974.181 1 0.0318 0.387462
60 974.171 1 -0.0032 0.774924
61 974.161 1 0.00202 0.510298
62 974.147 1 -0.00246 0.506029
63 974.136 1 -0.00021 0.442266
64 974.125 1 -0.00154 0.42675
65 974.116 1 -0.000647 0.38727
66 974.108 1 -0.00117 0.366742
67 974.1 1 -0.000787 0.33443
68 974.093 1 -0.00101 0.311559
69 974.087 1 -0.000815 0.282982
70 974.081 1 -0.000917 0.260066
71 974.076 1 -0.000808 0.234668
72 974.071 1 -0.000862 0.213123
73 974.066 1 -0.000798 0.190768
74 974.062 1 -0.000833 0.171238
75 974.057 1 -0.000798 0.151716
76 974.053 1 -0.000829 0.134362
77 974.049 1 -0.000816 0.117387
78 974.045 1 -0.000852 0.102144
79 974.042 1 -0.00086 0.0874446
80 974.038 1 -0.000909 0.0742142
81 974.034 1 -0.00094 0.0616355
82 974.031 1 -0.00101 0.0504262
83 974.027 1 -0.00107 0.0400211
84 974.023 1 -0.00117 0.0310346
85 974.019 1 -0.00127 0.0230654
86 974.015 1 -0.00142 0.0166089
87 974.011 1 -0.00156 0.0113226
88 974.007 1 -0.00171 0.00745881
89 974.002 1 -0.00183 0.00465673
90 973.998 1 -0.00185 0.00285672
91 973.994 1 -0.00174 0.0017241
92 973.991 1 -0.00117 0.00104819
93 973.989 1 -0.00109 0.000500007
94 973.986 1 -0.0011 0.000247462
95 973.984 1 -0.00107 0.000139421
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 82376.7
1 71102.1 0.0851 -3.12e+04 0.226711
2 71099.9 1.67e-05 -6.83e+04 0.226711
3 69284.3 0.0134 -6.68e+04 0.226711
4 66844 0.0186 -6.49e+04 0.226711
5 56213.2 0.0857 -6.06e+04 0.226711
6 34417.9 0.21 -4.98e+04 0.226711
7 22246.3 0.181 -3.26e+04 0.226711
8 22084.7 0.00392 -2.07e+04 0.226711
9 7933.91 0.248 -3.6e+04 0.226711
10 5487.87 0.167 -8.53e+03 0.226711
11 5177.98 0.0396 -4.02e+03 0.226711
12 1876.45 0.404 -1.53e+03 0.226711
13 1673.27 0.924 -25.9 0.226711
14 1652.65 1 7.29 0.226711
15 1651.05 1 3.47 0.0924422
16 1649.39 0.452 -1.74 0.0890299
17 1647.46 1 0.213 0.0890299
18 1643.29 0.941 -6.02 0.0296766
19 1655.62 0.866 133 0.0296766
20 1659.39 0.943 149 0.0593533
21 1639.83 1 5.46 0.237413
22 1637.29 0.165 -7.83 0.0791377
23 1636.67 1 0.0572 0.0791377
24 1595.93 1 -3.56 0.0577225
25 1582.25 1 -2.25 0.0492773
26 1581.01 0.424 0.649 0.0189507
27 1579.7 1 -0.0689 0.0189507
28 1577.05 0.834 -136 0.00631689
29 1557.1 0.0533 -1.23e+03 0.00631689
30 1587.33 0.503 354 0.00631689
31 1541.76 1 433 0.0126338
32 1433.45 0.621 14.6 0.018352
33 1430.28 1 0.0123 0.018352
34 1429.56 1 0.272 0.00611734
35 1429.49 1 0.0957 0.00608557
36 1428.94 0.0529 -5.17 0.00608636
37 1428.89 0.0365 -0.588 0.00608636
38 1428.69 1 0.121 0.00608636
39 1428.66 1 0.0514 0.00608595
40 1416.58 1 -0.803 0.00612185
41 1418.05 1 3.3 0.00515411
42 1429.65 0.3 81.7 0.0103082
43 1429.44 0.553 43 0.0412329
44 1413.4 1 1.41 0.329863
45 1412.15 1 -0.237 0.328046
46 1411.94 1 -0.0581 0.247017
47 1409.38 1 -1.29 0.226399
48 1404.99 0.133 -18.1 0.0754664
49 1418.52 1 62.3 0.0754664
50 1418.83 1 64.6 0.150933
51 1405.48 1 14.1 0.603731
52 1402.62 1 -0.759 4.82985
53 1398.96 1 0.616 1.60995
54 1397.13 1 -0.394 1.41322
55 1395.33 0.885 -0.687 0.471074
56 1393.86 1 -0.501 0.471074
57 1392.99 1 -0.209 0.304116
58 1392.79 1 -0.0468 0.207907
59 1390.51 0.0865 -12.9 0.0916191
60 1389.7 1 0.0851 0.0916191
61 1388.67 0.634 38 0.0492227
62 1385.12 1 -0.0673 0.0492227
63 1385.16 1 0.205 0.0164076
64 1385.12 1 0.104 0.0328152
65 1382.67 1 -0.378 0.060165
66 1381.4 0.073 -8.04 0.0581942
67 1505.48 0.27 1.75e+03 0.0581942
68 1427.7 0.463 324 0.116388
69 1379.47 0.774 2.54 0.465554
70 1400.15 1 57.6 0.465554
71 1378.57 1 0.618 0.931108
72 1381.59 0.551 11.2 0.925291
73 1379.05 0.842 1.98 1.85058
74 1377.9 1 -0.111 7.40233
75 1378.33 0.803 1.41 2.46744
76 1377.85 1 0.0857 4.93489
77 1377.8 0.726 0.16 4.98759
78 1378.7 1 2.18 4.98759
79 1377.61 1 0.0149 9.97518
80 1377.61 1 0.333 9.49782
81 1377.42 1 -0.0526 18.9956
82 1377.89 1 1.25 7.87014
83 1377.33 1 0.0249 15.7403
84 1377.21 1 0.0134 15.4868
85 1377.06 1 -0.0208 14.989
86 1376.95 1 -0.0224 12.4089
87 1376.86 1 -0.0224 9.41369
88 1376.8 1 -0.0155 5.94034
89 1376.76 1 -0.0114 3.40856
90 1376.73 1 -0.00881 1.14531
91 1376.73 0.0536 -0.0135 0.389435
92 1376.73 1 8.02e-06 0.389435
93 1403.6 1 51.6 0.372278
94 1378.49 1 3.53 0.744556
95 1376.72 1 0.00704 2.97822
96 1376.7 1 -0.00479 2.97811
97 1376.69 1 0.00172 1.86555
98 1376.68 1 -0.00519 1.84771
99 1376.67 1 0.00338 1.01385
100 1376.65 1 -0.0059 1.01211
101 1376.65 1 0.0436 0.451962
102 1376.64 1 -0.00367 0.903925
103 1376.62 1 0.00239 0.645086
104 1376.61 1 -0.00268 0.641196
105 1376.59 1 -0.000293 0.59
106 1376.57 0.54 -0.00921 0.574446
107 1376.57 1 -0.000101 0.574446
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 235657
1 194570 0.0821 -2.87e+05 1.03621
2 172621 0.0593 -1.79e+05 1.03621
3 103769 0.23 -1.29e+05 1.03621
4 16160.7 0.4 -8.76e+04 1.03621
5 2703.66 0.409 -7.54e+03 1.03621
6 2654.67 0.0733 1.87e+06 1.03621
7 1607.15 0.415 -945 1.03621
8 2986.46 1 1.04e+04 1.03621
9 1875.77 1 2.03e+03 2.07242
10 1467 1 131 8.28967
11 1404.33 1 5.62 5.90065
12 1403.92 0.0528 -3.77 2.26507
13 1400.18 1 -0.265 2.26507
14 1399.53 1 -0.24 0.755022
15 1398.68 1 -0.11 0.314662
16 1397.94 1 -0.27 0.313886
17 1391.19 1 -1.25 0.131604
18 1389.89 0.146 -4.2 0.0553844
19 1388.51 0.102 -6.5 0.0553844
20 1383.94 0.247 -6.93 0.0553844
21 1379.75 0.0708 -24.9 0.0553844
22 1376.43 0.0282 -53.7 0.0553844
23 1324.97 0.692 -36.5 0.0553844
24 1301.53 0.042 -253 0.0553844
25 1062.74 1 -7.57 0.0553844
26 1036.05 0.24 -45 0.0458082
27 993.502 1 -2.8 0.0458082
28 1001.91 1 19.9 0.0152694
29 993.828 1 2.03 0.0305388
30 992.685 1 -0.0797 0.122155
31 992.401 1 -0.0249 0.10956
32 3041.28 1 8.71e+03 0.109242
33 1293.5 1 686 0.218484
34 1000.45 1 16.7 0.873937
35 991.493 1 -0.224 6.9915
36 990.908 1 0.38 2.3305
37 989.859 1 -0.153 2.33344
38 988.912 1 -0.222 2.272
39 988.126 1 -0.226 2.11484
40 987.487 1 -0.207 1.89017
41 986.971 1 -0.18 1.62869
42 986.555 1 -0.152 1.36174
43 986.216 1 -0.128 1.11049
44 985.94 1 -0.107 0.887921
45 985.714 1 -0.088 0.700268
46 985.53 1 -0.0718 0.548287
47 985.383 1 -0.0577 0.428629
48 985.266 1 -0.0456 0.335721
49 985.175 1 -0.0355 0.263718
50 985.105 1 -0.0274 0.207689
51 985.056 1 -0.0199 0.16386
52 985.027 1 -0.0121 0.121471
53 985.001 1 -0.0109 0.0656404
54 984.981 1 -0.00851 0.0413364
55 984.964 1 -0.00704 0.0249864
56 984.97 1 0.031 0.0156444
57 984.96 1 0.00227 0.0312888
58 986.881 1 3.37 0.0312887
59 985.197 1 0.424 0.0625773
60 984.958 1 0.00115 0.250309
61 984.955 1 -0.000445 0.250879
62 984.953 1 -0.000966 0.0836262
63 984.948 1 -0.00234 0.0278754
64 984.903 1 -0.00821 0.0092918
65 1437.07 0.653 3.15e+03 0.00774132
66 1437.06 0.946 2.17e+03 0.0154826
67 986.297 1 3.17 0.0619305
68 984.891 1 -0.00272 0.495444
69 984.886 1 0.000415 0.165148
70 984.875 1 -0.00436 0.162601
71 984.844 1 -0.0138 0.0542004
72 986.593 1 3.29 0.0180668
73 985.063 1 0.505 0.0361336
74 984.823 1 -0.0067 0.144535
75 984.781 1 -0.0169 0.105049
76 984.78 1 0.153 0.0494697
77 985.966 1 2.98 0.0964009
78 984.646 1 0.0375 0.192802
79 984.389 1 -0.0901 0.191592
80 983.589 1 -0.359 0.063864
81 982.491 1 0.74 0.021288
82 1454.76 0.44 5.33e+03 0.0207356
83 1454.11 0.744 3.17e+03 0.0414712
84 983.249 1 2.85 0.165885
85 981.677 1 -0.0315 1.32708
86 981.586 0.00422 -10.7 0.44236
87 976.518 0.239 -10.8 0.44236
88 974.44 1 -0.311 0.44236
89 974.311 0.0976 -0.642 0.147453
90 974.112 1 0.0767 0.147453
91 974.107 1 0.0753 0.126867
92 974.033 1 -0.00473 0.218873
93 974.031 1 0.00033 0.0729577
94 974.039 1 0.0151 0.0699353
95 974.031 1 0.00112 0.139871
96 974.031 1 -1.52e-05 0.559483
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 28563
1 28561.9 2.06e-05 -2.69e+04 0.224685
2 28560.2 3.19e-05 -2.69e+04 0.224685
3 28558.6 2.95e-05 -2.69e+04 0.224685
4 28557.8 1.43e-05 -2.69e+04 0.224685
5 28553.3 8.4e-05 -2.69e+04 0.224685
6 28550.9 4.34e-05 -2.69e+04 0.224685
7 28539.6 0.00021 -2.69e+04 0.224685
8 27319.5 0.0221 -2.83e+04 0.224685
9 23863.3 0.0518 -4e+04 0.224685
10 23467.1 0.00847 -2.47e+04 0.224685
11 23229.1 0.0053 -2.32e+04 0.224685
12 18106.3 0.0735 -5.43e+04 0.224685
13 13553.9 0.0885 -3.9e+04 0.224685
14 10705.3 0.0883 -2.13e+04 0.224685
15 8944.85 0.096 2.75e+05 0.224685
16 5356.18 0.204 -1.01e+04 0.224685
17 2919.19 0.298 -3.96e+03 0.224685
18 2402.66 0.163 -1.78e+03 0.224685
19 6360.96 0.39 6.12e+05 0.224685
20 2176.62 0.397 6.4e+03 0.449371
21 1769.95 0.43 -294 0.449371
22 1597.94 0.551 18 0.449371
23 1906.25 0.907 3.71e+03 0.449371
24 1578.59 1 25.1 0.898742
25 1570.32 1 3.83 0.880213
26 1568.26 0.589 85 0.646616
27 1544.79 1 1.18 0.646616
28 1510.53 1 1.66 0.215539
29 1505.82 1 7.14 0.166524
30 1503.48 1 0.217 0.153093
31 1540.14 1 72.8 0.0647862
32 1534.5 1 59.8 0.129572
33 1497.51 0.903 8.89 0.51829
34 1489.96 1 -0.0669 0.51829
35 1489.52 1 -0.0392 0.172763
36 1489.11 1 -0.195 0.0620153
37 1481.97 0.435 -6.33 0.0206718
38 1477.56 1 2.23 0.0206718
39 1471.68 0.266 19.9 0.0206457
40 1465.97 0.242 -11.7 0.0206457
41 3824.86 0.966 1.61e+05 0.0206457
42 1463.44 1 1.93 0.0412914
43 1461.19 0.267 -1.85 0.0412913
44 3948.26 0.675 1.19e+05 0.0412913
45 1511.57 1 387 0.0825827
46 1460.55 1 -0.0312 0.330331
47 1460.38 1 0.499 0.258527
48 1461.38 1 3.6 0.28069
49 1460.08 1 0.33 0.56138
50 1459.72 1 0.0901 0.592993
51 1459.65 1 0.319 0.572169
52 1459.47 0.374 -0.184 0.69648
53 1459.36 1 -0.00851 0.69648
54 1459.25 1 -0.0302 0.23216
55 1462.89 1 5.2 0.0773867
56 1445.81 0.12 -55.3 0.154773
57 1437.04 0.0642 -68.7 0.154773
58 1415.21 0.174 -59.7 0.154773
59 1406.76 0.408 -5.2 0.154773
60 1401.27 1 0.163 0.154773
61 1400.1 1 0.572 0.139749
62 1399.4 1 -0.0383 0.139749
63 1403.89 1 18.9 0.0751446
64 1463.99 0.914 228 0.150289
65 1399.46 1 3.14 0.601157
66 1398.04 1 -0.238 4.80925
67 1397.51 1 -0.0259 1.76642
68 1397.19 1 -0.0959 1.39371
69 1397.16 1 0.188 0.464571
70 1397.02 1 -0.0235 0.564904
71 1397 1 -0.00667 0.223376
72 1396.99 1 -0.00115 0.0744586
73 1396.98 0.123 -0.00285 0.0549374
74 1396.98 1 0.00082 0.0549374
75 1397.2 1 0.403 0.0549116
76 1397.02 1 0.0724 0.109823
77 1396.98 1 -0.000102 0.439293
78 1396.98 1 -0.000168 0.419883
79 1396.98 1 -0.000378 0.139961
80 1396.98 1 -0.000852 0.0466537
81 1396.98 1 0.00722 0.0197966
82 1396.98 1 0.00237 0.0395932
83 1396.98 1 -7.52e-05 0.158373
84 1396.98 1 5.41e-05 0.146932
85 1396.98 0.368 -0.000164 0.146846
86 1396.98 1 -0.000203 0.146846
87 1396.97 1 -0.000531 0.0489487
88 1396.97 1 -0.000514 0.0163162
89 1397.38 1 0.867 0.0144829
90 1397.13 1 0.322 0.0289658
91 1396.98 1 0.0123 0.115863
92 1396.97 1 -8.34e-05 0.926906
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 17227.7
1 17180.6 0.00156 -1.53e+04 0.238379
2 17141.5 0.00131 -1.52e+04 0.238379
3 17130.1 0.000383 -1.49e+04 0.238379
4 16809.9 0.0098 -1.8e+04 0.238379
5 16762 0.00162 -1.5e+04 0.238379
6 16450.8 0.00984 -1.72e+04 0.238379
7 16166.7 0.00951 -1.57e+04 0.238379
8 16079.9 0.00309 -1.43e+04 0.238379
9 15688.1 0.0134 -1.54e+04 0.238379
10 15351.2 0.0122 -1.43e+04 0.238379
11 15010.7 0.013 -1.36e+04 0.238379
12 14361.4 0.0246 -1.45e+04 0.238379
13 12852.5 0.0462 -2.37e+04 0.238379
14 11776.2 0.0396 -1.76e+04 0.238379
15 11428.2 0.0165 -1.12e+04 0.238379
16 11062.3 0.0181 -1.06e+04 0.238379
17 9406.64 0.0672 -1.68e+04 0.238379
18 7897.62 0.11 2.31e+04 0.238379
19 7036.56 0.0612 -7.8e+03 0.238379
20 3327.4 0.271 1.66e+03 0.238379
21 2884.03 0.356 5.51e+03 0.238379
22 2554.71 0.214 -844 0.238379
23 2167.82 0.421 -337 0.238379
24 2022.16 0.722 498 0.238379
25 2003.26 1 83 0.238379
26 2166.5 0.589 2.76e+03 0.238559
27 2144.06 0.519 3.54e+03 0.477118
28 2221.57 0.922 2.26e+03 1.90847
29 1890.41 1 -16.6 15.2678
30 1687.5 1 26.7 5.08926
31 1687.47 9.29e-05 -175 5.08361
32 1553.42 0.628 -67.1 5.08361
33 1506.65 1 -10.7 5.08361
34 1493.64 1 -3.55 2.96586
35 1486.03 1 -2.31 2.7814
36 1456.51 0.479 -18.6 1.86298
37 1434.97 1 -3.21 1.86298
38 1420.57 1 23.3 0.620993
39 1785.78 0.657 2.74e+03 0.206998
40 1649.82 0.963 980 0.413995
41 1417.38 1 21.7 1.65598
42 1406.02 0.949 -1.66 2.01795
43 1405.18 1 -0.194 2.01795
44 1403.26 1 -0.519 1.08468
45 1403.17 0.0419 -1.06 0.766572
46 1401.77 1 -0.482 0.766572
47 1398.36 0.0989 -15.6 0.527453
48 1394.53 0.125 -13.4 0.527453
49 1384.71 1 -2.06 0.527453
50 1380.18 1 -1.17 0.506986
51 1378.42 1 -0.482 0.471781
52 1377.83 1 -0.166 0.435015
53 1377.64 1 -0.0613 0.368935
54 1379.02 1 2.82 0.265732
55 1375.09 1 -0.734 0.531463
56 1372.89 1 -0.499 0.366656
57 1372.4 1 -0.0686 0.129791
58 1372.32 1 0.0227 0.0950939
59 1372.32 1.17e-05 -5.45 0.0945695
60 1372.29 0.239 -0.0465 0.0945695
61 1372.25 1 -0.0094 0.0945695
62 1372.22 1 0.00399 0.0828765
63 1372.18 1 -0.0178 0.0827644
64 1373.06 1 7.43 0.0431906
65 1372.12 1 -0.0288 0.0863812
66 1666.54 0.524 1.74e+04 0.0287937
67 1430.52 1 913 0.0575875
68 1372.07 1 -0.0208 0.23035
69 1391.28 1 168 0.0767833
70 1372.03 1 0.088 0.153567
71 1373.77 1 6.61 0.152445
72 1371.93 1 0.00548 0.304891
73 1372.29 1 1.25 0.252587
74 1371.84 1 -0.0186 0.505173
75 1372.28 1 1.34 0.29571
76 1371.79 1 -0.000804 0.59142
77 1371.78 1 0.103 0.515896
78 1371.68 1 -0.00897 0.751252
79 1371.7 1 0.124 0.612859
80 1371.64 1 -0.0141 1.22572
81 1371.83 1 0.522 0.496148
82 1371.62 1 0.00533 0.992296
83 1371.59 1 0.00428 0.979856
84 1371.57 1 0.00672 0.965098
85 1371.55 1 0.00633 0.961207
86 1371.52 1 0.00549 0.95758
87 1371.51 1 0.00414 0.953652
88 1371.49 1 0.00285 0.947686
89 1371.47 1 0.00179 0.938444
90 1371.46 1 0.001 0.924668
91 1371.45 1 0.000462 0.905678
92 1371.44 1 0.000102 0.881321
93 1371.43 1 -0.000131 0.852064
94 1371.42 1 -0.000278 0.818786
95 1371.41 1 -0.000368 0.782607
96 1371.41 1 -0.000422 0.744663
97 1371.4 1 -0.000452 0.705976
98 1371.39 1 -0.000467 0.667377
99 1371.39 1 -0.000471 0.629496
100 1371.38 1 -0.000468 0.592779
101 1371.38 1 -0.000461 0.55752
102 1371.37 1 -0.000452 0.523894
103 1371.37 1 -0.00044 0.491991
104 1371.36 1 -0.000427 0.461835
105 1371.36 1 -0.000413 0.433411
106 1371.35 1 -0.000398 0.406671
107 1371.35 1 -0.000384 0.381551
108 1371.34 1 -0.00037 0.357973
109 1371.34 1 -0.000355 0.335855
110 1371.34 1 -0.000341 0.315111
111 1371.33 1 -0.000328 0.295656
112 1371.33 1 -0.000315 0.277407
113 1371.33 1 -0.000302 0.260285
114 1371.32 1 -0.00029 0.244212
115 1371.32 1 -0.000278 0.229119
116 1371.32 1 -0.000267 0.214936
117 1371.32 1 -0.000256 0.201603
118 1371.31 1 -0.000246 0.189061
119 1371.31 1 -0.000237 0.177256
120 1371.31 1 -0.000227 0.16614
121 1371.31 1 -0.000219 0.155667
122 1371.3 1 -0.000215 0.145795
123 1371.3 1 -0.000209 0.136378
124 1371.3 0.166 -0.00136 0.127461
125 1371.3 1 -0.000576 0.127461
126 1371.3 1 -0.00131 0.0424868
127 1371.29 1 -0.00149 0.0254011
128 1371.29 1 -0.00135 0.0182038
129 1371.29 1 -0.00107 0.0138685
130 1371.29 1 -0.000554 0.0111355
131 1371.28 1 0.000829 0.0104059
132 1371.29 1 0.00443 0.0109648
133 1371.29 1 0.00397 0.0219296
134 1371.28 1 0.00184 0.0877185
135 1371.28 1 0.000916 0.150858
136 1371.28 1 0.000305 0.163445
137 1371.28 1 7.78e-05 0.168303
138 1371.28 1 4.34e-06 0.168738
139 1371.28 1 -1.88e-05 0.167681
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 386210
1 386201 1.24e-05 -3.79e+05 0.561698
2 386026 0.000231 -3.79e+05 0.561698
3 380567 0.00716 -3.84e+05 0.561698
4 380102 0.000623 -3.74e+05 0.561698
5 359316 0.0252 -4.59e+05 0.561698
6 307925 0.0666 -3.09e+05 0.561698
7 249993 0.0703 -5.57e+05 0.561698
8 206938 0.0699 -3.87e+05 0.561698
9 155774 0.0985 -3.28e+05 0.561698
10 103695 0.135 -2.46e+05 0.561698
11 85855.2 0.0936 -8.93e+04 0.561698
12 70471.9 0.0829 -1.1e+05 0.561698
13 32562 0.217 -1.41e+05 0.561698
14 3305.44 0.505 -1.83e+03 0.561698
15 4095.23 0.525 3.86e+04 0.561698
16 4322.99 0.657 2.97e+04 1.1234
17 2552.36 1 2.12e+03 4.49359
18 5115.33 1 1.28e+04 4.43573
19 3298.91 1 4.86e+03 8.87146
20 2328.8 1 1.36e+03 35.4858
21 1834.1 1 6.65 38.0058
22 1782.74 1 -16.6 18.944
23 1767.02 0.29 -27.1 6.31468
24 1708.44 1 -37.3 6.31468
25 1615 0.622 1.64e+03 2.10489
26 1599.95 0.0501 -149 2.10489
27 1479.57 0.576 1.11e+03 2.10489
28 1444.29 0.587 -19.8 2.10489
29 1435.84 0.336 -11 2.10489
30 1440.17 1 51.7 2.10489
31 1427.33 1 -0.936 4.20979
32 1922.14 0.952 2.94e+03 1.40326
33 1424.88 1 9.39 2.80653
34 1424.15 0.0182 -20 3.06953
35 1402.93 0.845 -6.87 3.06953
36 1395.54 1 -1.29 3.06953
37 1391.3 1 -1.25 2.78974
38 1387.95 1 -0.961 2.07423
39 1386.45 1 -0.502 1.31795
40 1384.81 1 -0.641 0.861301
41 1384.79 0.00808 -1.08 0.623735
42 1383.01 1 -0.723 0.623735
43 1379.76 1 -1.29 0.397783
44 1377.39 0.366 -2.51 0.200717
45 1378.13 1 2.28 0.200717
46 1376.63 1 0.191 0.401435
47 1376.61 1 1.16 0.401435
48 1375.35 0.829 -0.343 0.759631
49 1375.02 1 -0.0586 0.759631
50 1374.97 1 -0.0139 0.25321
51 1372.38 0.152 -8.4 0.17587
52 1371.54 1 -0.0991 0.17587
53 1371.42 1 0.0406 0.0586233
54 1371.39 0.751 0.00804 0.0571714
55 1371.34 1 -0.00465 0.0571714
56 1371.33 1 -0.00153 0.0238286
57 1371.33 1 0.00635 0.023742
58 1371.33 1 0.0218 0.0280532
59 1371.33 1 0.0156 0.0561064
60 1371.32 1 0.0024 0.224426
61 1371.32 1 0.00012 0.224577
62 1371.32 1 -0.000169 0.223911
63 1371.32 1 -0.000268 0.168593
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 348422
1 348392 4.43e-05 -3.43e+05 2.18826
2 347745 0.000942 -3.44e+05 2.18826
3 342545 0.00752 -3.5e+05 2.18826
4 306035 0.0495 -3.99e+05 2.18826
5 305758 0.000461 -3.01e+05 2.18826
6 297652 0.013 -3.24e+05 2.18826
7 292915 0.00797 -3.04e+05 2.18826
8 177225 0.127 -7.11e+05 2.18826
9 97006.1 0.184 -2.71e+05 2.18826
10 50900.3 0.215 -1.24e+05 2.18826
11 46322.9 0.0473 -4.81e+04 2.18826
12 3470.93 0.456 -8.92e+03 2.18826
13 2501.2 0.376 -383 2.18826
14 2089.64 0.864 1.04e+04 2.18826
15 1734.31 0.802 601 2.18826
16 1579.83 1 52 2.18826
17 1565.09 1 4 0.938237
18 1460.83 1 -11.7 0.744023
19 3264.44 0.734 9.16e+04 0.277943
20 1476.74 1 139 0.555886
21 1447.53 1 12.5 2.22354
22 1438.7 1 -0.452 2.15151
23 1433.52 1 4.79 1.16286
24 1432.68 0.45 14.2 0.588569
25 1424.63 1 -1.3 0.588569
26 1422.9 1 -0.326 0.415168
27 1422.79 0.133 -0.386 0.257683
28 1422.46 1 0.0136 0.257683
29 1422 1 -0.176 0.257423
30 1421.05 1 -0.571 0.0858078
31 1420.41 0.133 -2.69 0.0286026
32 1420.16 1 0.15 0.0286026
33 1420.27 1 0.473 0.0286229
34 1420.21 1 0.367 0.0572457
35 1420.06 1 0.106 0.228983
36 1420.04 1 0.0347 0.230135
37 1431.49 0.27 125 0.244109
38 1432.03 0.311 113 0.488218
39 1467.87 0.638 164 1.95287
40 1416.48 1 2.34 15.623
41 1411.12 1 -1.69 15.6104
42 1407.6 1 -0.827 7.13649
43 1405.82 0.392 -1.92 6.04834
44 1403.3 1 -0.582 6.04834
45 1401.33 1 -0.312 5.25398
46 1397.55 1 -1.33 5.02915
47 1393.39 1 -1.13 2.88831
48 1393.39 0.00021 -3.09 2.44551
49 1389.06 1 -1.55 2.44551
50 1384.95 1 -1.45 1.64095
51 1381.89 1 -0.927 1.05861
52 1380.41 1 -0.419 0.705434
53 1379.72 1 -0.171 0.590687
54 1379.25 1 -0.113 0.544705
55 1379.03 0.334 -0.274 0.501018
56 1378.81 1 -0.0391 0.501018
57 1378.62 1 -0.0476 0.474749
58 1378.46 1 -0.0417 0.421258
59 1378.31 1 -0.0502 0.372068
60 1378.12 1 -0.0726 0.296361
61 1381.37 1 23.1 0.169974
62 1377.89 1 -0.0916 0.339948
63 1815.27 0.586 1.48e+04 0.113316
64 1400 1 162 0.226632
65 1377.73 1 -0.0735 0.906528
66 1384.14 1 31.3 0.302176
67 1377.57 1 0.0588 0.604352
68 1380.18 1 9.4 0.460096
69 1377.36 1 -0.00214 0.920192
70 1377.77 1 1.62 0.731294
71 1377.17 1 -0.0529 1.46259
72 1378.44 1 3.75 0.71521
73 1377.06 1 0.0235 1.43042
74 1376.98 1 0.11 1.37823
75 1376.9 1 0.156 1.38525
76 1376.79 1 0.131 1.43516
77 1376.7 1 0.118 1.4463
78 1376.6 1 0.079 1.46103
79 1376.52 1 0.053 1.46196
80 1376.45 1 0.0313 1.46199
81 1376.4 1 0.0175 1.46172
82 1376.35 1 0.00918 1.45883
83 1376.32 1 0.00445 1.44955
84 1376.29 1 0.00181 1.43034
85 1376.27 1 0.000374 1.39889
86 1376.25 1 -0.000397 1.35503
87 1376.23 1 -0.0008 1.30073
88 1376.21 1 -0.001 1.23916
89 1376.2 1 -0.00109 1.17366
90 1376.19 1 -0.00112 1.10702
91 1376.17 1 -0.00112 1.04124
92 1376.16 1 -0.0011 0.977566
93 1376.15 1 -0.00107 0.916729
94 1376.14 1 -0.00104 0.859072
95 1376.13 1 -0.001 0.8047
96 1376.12 1 -0.000965 0.753587
97 1376.11 1 -0.00093 0.705623
98 1376.1 1 -0.000895 0.660664
99 1376.09 0.664 -0.00345 0.618546
100 1376.08 1 -0.0023 0.618546
101 1376.07 1 -0.00533 0.206182
102 1376.05 1 -0.00709 0.105813
103 1376.04 1 -0.00665 0.0742628
104 1376.03 1 -0.00529 0.0543858
105 1376.01 1 -0.00514 0.0326358
106 1376 1 -0.00501 0.0191998
107 1375.99 1 -0.00446 0.0118996
108 1375.98 1 -0.00381 0.00748162
109 1375.98 1 -0.00271 0.00503684
110 1375.97 1 -0.000621 0.00379857
111 1375.97 1 0.00534 0.00371864
112 1375.98 1 0.0237 0.00672267
113 1375.98 1 0.0218 0.0134453
114 1375.97 1 0.0131 0.0537813
115 1375.97 1 -0.000118 0.430251
116 1375.97 1 -6.68e-05 0.422064
117 1375.97 1 -4.97e-05 0.140688
118 1375.97 1 -7.55e-05 0.0682669
119 1375.97 1 -0.000217 0.0227556
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 84310.9
1 84308.8 1.31e-05 -8.16e+04 0.236736
2 84305.4 2.06e-05 -8.16e+04 0.236736
3 68081.5 0.0965 -8.86e+04 0.236736
4 60384 0.0621 -6.01e+04 0.236736
5 58929.1 0.0127 -5.67e+04 0.236736
6 58774 0.00137 -5.66e+04 0.236736
7 57213.7 0.014 -5.48e+04 0.236736
8 50782.8 0.0619 -5.02e+04 0.236736
9 42467.4 0.0938 -4.11e+04 0.236736
10 39125.4 0.0401 -4.28e+04 0.236736
11 38443.5 0.0091 -3.77e+04 0.236736
12 37345.6 0.0149 -3.71e+04 0.236736
13 33781.1 0.0495 -3.64e+04 0.236736
14 26493.4 0.118 -2.97e+04 0.236736
15 13309.1 0.394 -1.06e+04 0.236736
16 12251.8 0.051 -9.14e+03 0.236736
17 10447.2 0.12 -5.35e+03 0.236736
18 8640.6 0.174 -3.08e+03 0.236736
19 8389.53 0.019 -6.06e+03 0.236736
20 5681.15 0.996 -300 0.236736
21 2418.49 0.765 -543 0.236736
22 1348.16 1 191 0.236736
23 6093.66 0.408 6.01e+06 0.123677
24 6083.34 0.74 3.07e+06 0.247354
25 1216.45 1 -19.2 0.989418
26 6046.6 0.716 1.41e+06 0.594301
27 1183.96 1 -12.3 1.1886
28 5923.56 0.424 5.62e+05 0.396201
29 5917.48 0.549 4.3e+05 0.792401
30 1172.8 1 23.8 3.16961
31 1163.89 1 -0.659 1.05654
32 1163.39 1 -0.0426 0.352178
33 1163.62 1 5.51 0.117393
34 1863.62 1 5.07e+03 0.234786
35 1158.75 1 0.491 0.939142
36 1154.44 1 0.0276 0.708591
37 1153.16 0.0875 -6.48 0.595884
38 1149.71 1 1.28 0.595884
39 1147.82 1 -0.258 0.543793
40 1147.05 1 -0.295 0.181264
41 1138.65 1 -3.78 0.0604214
42 1675.21 0.374 1.21e+04 0.0201405
43 1675.82 0.443 1.01e+04 0.040281
44 1843.47 0.853 6.39e+03 0.161124
45 1117 1 -9.13 1.28899
46 1738.18 1 4.24e+03 0.429664
47 1156.31 1 267 0.859327
48 1091.45 1 -6.77 3.43731
49 1082.81 1 -0.0728 2.10344
50 1079.62 1 -0.922 1.66253
51 1046.15 1 -1.33 0.554178
52 1048.03 1 5.55 0.184726
53 1045.61 1 0.147 0.369452
54 1045.64 1 0.365 0.340723
55 1045.41 1 -0.0285 0.681445
56 1044.14 1 -0.517 0.335133
57 1269.95 1 688 0.13245
58 1041.96 1 -1.01 0.2649
59 1039.29 0.171 -7.32 0.0883
60 1085.08 1 105 0.0883
61 1049.63 1 22.3 0.1766
62 1039.15 1 0.394 0.7064
63 1038.82 1 -0.0663 0.738632
64 1033.91 1 -1.88 0.266479
65 1025.87 0.577 -5.26 0.0954037
66 1017.07 1 -2.78 0.0954037
67 1017.09 0.752 26.7 0.0318012
68 1007.97 1 1.22 0.0636025
69 1005.9 0.0933 -6.28 0.0212008
70 1004.8 0.0816 -5.48 0.0212008
71 999.266 0.882 -0.236 0.0212008
72 997.398 1 -0.21 0.0212008
73 997.27 1 0.00809 0.00782998
74 997.337 1 0.151 0.00341772
75 997.282 1 0.0386 0.00683544
76 997.265 1 0.0046 0.0273417
77 1054.78 1 94.7 0.027341
78 1033.66 1 60.9 0.0546819
79 996.072 0.335 0.93 0.218728
80 1009.17 1 19.9 0.218728
81 999.086 1 5.28 0.437456
82 995.149 1 -0.18 1.74982
83 994.905 1 0.131 1.21543
84 994.559 1 0.017 1.21648
85 994.258 1 -0.0146 1.20644
86 994.008 1 -0.0276 1.1768
87 993.797 1 -0.0347 1.12799
88 993.618 1 -0.0377 1.05807
89 993.465 1 -0.0379 0.968766
90 993.334 1 -0.0363 0.865974
91 993.223 1 -0.0336 0.757349
92 993.129 1 -0.03 0.64907
93 993.052 1 -0.0262 0.547951
94 992.988 1 -0.0223 0.457219
95 992.936 1 -0.0186 0.378197
96 992.894 1 -0.0152 0.31075
97 992.861 1 -0.0123 0.253961
98 992.835 1 -0.00989 0.206561
99 992.814 1 -0.00792 0.167225
100 992.798 1 -0.00636 0.13474
101 992.785 1 -0.00511 0.108041
102 992.774 1 -0.00414 0.0861917
103 992.766 1 -0.00337 0.0683713
104 992.759 1 -0.00278 0.0538739
105 992.753 1 -0.00233 0.0421034
106 992.749 1 -0.00179 0.0325643
107 992.745 1 -0.00154 0.0217187
108 992.741 1 -0.00172 0.0120374
109 992.739 1 0.00213 0.00663732
110 1161.65 1 445 0.0066674
111 1006.89 1 31.5 0.0133348
112 992.816 1 0.149 0.0533392
113 992.737 1 -0.000316 0.426714
114 992.737 1 0.000483 0.142238
115 992.737 1 -6.2e-05 0.180978
116 992.736 1 -0.000172 0.0603259
117 992.735 1 -0.000495 0.0201086
118 992.732 1 -0.00119 0.00670288
119 1012.73 1 44.9 0.00311636
120 996.144 1 7.24 0.00623272
121 992.769 1 0.0736 0.0249309
122 992.732 1 -7.83e-05 0.199447
123 992.732 1 -7.9e-05 0.162856
124 992.732 1 -0.000236 0.0542854
125 992.73 1 -0.000751 0.0180951
126 992.732 1 0.0106 0.00603171
127 992.728 1 0.000563 0.0120634
128 992.728 0.0519 0.00365 0.012021
129 992.993 1 0.51 0.012021
130 992.752 1 0.047 0.024042
131 992.727 1 -0.000316 0.096168
132 992.726 1 -0.000364 0.0720705
133 992.725 0.239 -0.000795 0.0450278
134 992.723 1 -0.000824 0.0450278
135 992.719 1 -0.000278 0.0150093
136 998.339 1 11.1 0.0136482
137 993.235 1 1.01 0.0272965
138 992.719 1 0.00339 0.109186
139 992.714 1 -0.000842 0.174761
140 992.714 0.0865 -0.00219 0.0582535
141 992.709 1 -0.00222 0.0582535
142 992.691 1 -0.00914 0.0194178
143 994.747 1 4.55 0.00647261
144 992.89 1 0.522 0.0129452
145 992.673 1 -0.00612 0.0517809
146 992.808 1 0.353 0.0306233
147 992.652 1 0.00953 0.0612465
148 992.59 1 0.00992 0.0612165
149 992.6 0.987 0.392 0.060573
150 992.438 1 -0.0487 0.121146
151 992.279 0.227 -0.348 0.0812565
152 990.88 1 -0.684 0.0812565
153 989.322 0.243 31 0.0270855
154 989.729 0.597 20.5 0.0270855
155 979.08 0.635 -1.6 0.054171
156 1415.53 0.849 2.44e+03 0.054171
157 995.11 1 49.2 0.108342
158 974.249 1 -0.528 0.433368
159 974.834 1 1.39 0.144456
160 974.103 1 0.0107 0.288912
161 974.05 1 -0.00433 0.256278
162 974.049 1 0.000573 0.0854259
163 974.068 1 0.0377 0.0854191
164 974.049 1 0.00318 0.170838
165 974.048 1 -0.000122 0.683353
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 47806.5
1 47805.4 1.2e-05 -4.57e+04 1.03185
2 47803.7 1.92e-05 -4.57e+04 1.03185
3 47801 2.9e-05 -4.57e+04 1.03185
4 47797.6 3.7e-05 -4.57e+04 1.03185
5 47741.3 0.000614 -4.61e+04 1.03185
6 39700.5 0.0588 -9.29e+04 1.03185
7 39286.5 0.00545 -3.84e+04 1.03185
8 35308.8 0.0489 -4.43e+04 1.03185
9 33370.2 0.0261 -4.18e+04 1.03185
10 29781.7 0.0434 -5.48e+04 1.03185
11 28350.7 0.0223 -3.71e+04 1.03185
12 28350 1.31e-05 -2.62e+04 1.03185
13 26529 0.0352 -2.55e+04 1.03185
14 12472.8 0.153 -9.34e+04 1.03185
15 10961.5 0.0583 -1.53e+04 1.03185
16 9797.19 0.0555 -1.17e+04 1.03185
17 3009.06 0.252 -1.64e+04 1.03185
18 2959.1 0.478 2.49e+04 1.03185
19 2467.01 0.631 3.8e+03 1.03185
20 3841.89 0.758 4.32e+04 1.03185
21 2845.54 0.488 2.7e+03 2.0637
22 3056.16 1 2.52e+03 8.25479
23 1588.47 1 -62.4 66.0383
24 1500.22 1 7.03 22.0128
25 1474.52 1 1.82 11.4083
26 1458.04 1 -3.55 10.5816
27 1449.77 1 1.24 3.52721
28 1439.32 1 -3.46 3.36803
29 1426.24 1 -0.343 1.12268
30 1424.41 0.117 -7.3 0.743011
31 1419.45 1 -0.817 0.743011
32 1418.4 1 -0.101 0.24767
33 1418.35 1 1.84 0.195811
34 1433.79 1 59 0.313578
35 1417.31 1 0.0823 0.627156
36 1426.54 1 30 0.528995
37 1416.5 1 0.1 1.05799
38 1417.93 1 5.88 0.942196
39 1415.56 1 -0.265 1.88439
40 1426.93 1 32.4 0.792843
41 1415.13 1 0.766 1.58569
42 1414.43 1 1.08 1.59407
43 1413.13 1 0.488 1.60951
44 1411.77 1 -0.0535 1.60294
45 1410.81 1 -0.112 1.44464
46 1410.2 1 0.112 1.23923
47 1409.85 1 0.495 1.22371
48 1410 1 1.41 1.25465
49 1409.04 1 -0.136 2.5093
50 1408.84 1 0.352 1.97758
51 1408.13 1 -0.13 2.10682
52 1407.34 1 -0.3 1.81452
53 1406.01 1 -0.563 0.604839
54 1403.68 1 -0.776 0.201613
55 1402.01 1 -0.6 0.189094
56 1400.48 1 -0.571 0.166691
57 1400.46 0.0143 -0.784 0.148049
58 1399.25 1 -0.486 0.148049
59 1397.9 1 -0.487 0.123166
60 1395.4 1 -1.07 0.108595
61 1392.71 0.594 -0.493 0.089589
62 1354.53 1 -18.3 0.089589
63 1351.97 0.00484 -263 0.0305579
64 1023.78 1 -64.4 0.0305579
65 1023.47 0.00622 -23.5 0.010186
66 1023.41 0.00131 -24.9 0.010186
67 1021.39 0.0973 6.26 0.010186
68 1020.36 1 23.2 0.010186
69 1049.71 0.259 198 0.0178496
70 1049.45 0.298 175 0.0356993
71 1048.25 0.541 108 0.142797
72 1001.76 1 -1.94 1.14238
73 999.41 1 -0.391 0.605907
74 998.866 1 -0.204 0.201969
75 997.325 1 0.862 0.067323
76 991.777 0.287 8.63 0.0669804
77 988.272 0.433 -0.504 0.0669804
78 987.834 0.329 2.88 0.0669804
79 986.165 1 2.3 0.0669804
80 1050.92 0.571 194 0.0677086
81 1050.83 0.919 123 0.135417
82 984.793 1 0.608 0.541669
83 983.464 1 -0.0135 0.541665
84 983.451 1 0.00584 0.180555
85 983.443 1 0.00162 0.175837
86 983.442 0.106 -0.00661 0.175234
87 983.438 1 0.00094 0.175234
88 983.437 1 0.00468 0.175171
89 983.434 1 0.00104 0.257647
90 983.43 1 -0.00068 0.257639
91 983.429 1 -0.000591 0.173077
92 983.427 1 0.000329 0.129307
93 983.431 1 0.00907 0.129294
94 983.426 1 0.000386 0.258589
95 983.425 1 -0.000349 0.258886
96 983.424 1 -0.000408 0.179099
97 983.423 1 -0.000148 0.108626
98 983.427 1 0.00873 0.1041
99 983.423 1 0.000691 0.208199
100 983.422 1 -2.73e-05 0.238068
101 983.421 1 -0.000188 0.233811
102 983.42 1 -0.000216 0.199136
103 983.42 1 -0.00019 0.148215
104 983.419 1 0.000514 0.129952
105 983.422 1 0.005 0.139804
106 983.419 1 0.000225 0.279608
107 983.418 1 -0.00016 0.280145
108 983.418 1 -0.00021 0.176714
109 983.417 1 -0.000188 0.0865253
110 983.422 1 0.00932 0.0772759
111 983.417 1 0.00115 0.154552
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 51203.9
1 51202.5 1.55e-05 -4.74e+04 1.37283
2 51200.8 1.74e-05 -4.74e+04 1.37283
3 51197.5 3.54e-05 -4.74e+04 1.37283
4 51194.5 3.13e-05 -4.74e+04 1.37283
5 51143.9 0.000534 -4.74e+04 1.37283
6 42950.7 0.0842 -5.28e+04 1.37283
7 42396.2 0.00685 -4.11e+04 1.37283
8 41455.5 0.0116 -4.16e+04 1.37283
9 39284 0.0263 -4.44e+04 1.37283
10 38736.7 0.00741 -3.76e+04 1.37283
11 30955.6 0.0871 -5.57e+04 1.37283
12 11226.9 0.22 -6.4e+04 1.37283
13 6346.47 0.21 -1.52e+04 1.37283
14 3808.81 0.235 -6.01e+03 1.37283
15 2343.44 0.582 1.05e+04 1.37283
16 2570.94 0.548 1.02e+04 1.37283
17 1640.81 0.525 -49.3 2.74567
18 1525.41 1 82.9 2.74567
19 2076.63 1 1.22e+03 2.38631
20 1512.97 1 220 4.77263
21 1420.64 1 -7.02 6.96145
22 1416.89 1 1.25 2.32048
23 1414.99 1 -0.117 2.20595
24 1414.29 1 -0.0702 1.92872
25 1413.89 1 -0.0568 1.7046
26 1413.6 1 -0.0297 1.48626
27 1413.6 0.00733 -0.221 1.31273
28 1413.37 1 -0.0121 1.31273
29 1413.17 1 -0.0215 1.19643
30 1413.01 1 -0.0189 1.045
31 1412.86 1 -0.024 0.920016
32 1412.44 1 0.254 0.786101
33 1412.47 1 1.31 0.786381
34 1411.8 1 -0.096 1.57276
35 1412.02 1 0.957 0.880435
36 1411.56 1 -0.0258 1.76087
37 1411.46 1 0.13 1.54423
38 1411.28 1 0.059 1.57489
39 1411.04 1 -0.054 1.57442
40 1410.82 1 -0.0803 1.24116
41 1410.52 1 -0.121 0.67033
42 1409.99 1 -0.222 0.425922
43 1408.95 1 -0.43 0.24616
44 1406.45 1 -0.996 0.161313
45 1404.99 0.12 -5.92 0.105001
46 1408.88 0.376 36.7 0.105001
47 1402 0.657 0.95 0.210003
48 1398.69 1 -0.423 0.210003
49 1396.36 0.318 -1.77 0.209658
50 1390.7 1 -1.32 0.209658
51 1385.78 0.786 -2.13 0.201414
52 1384.52 0.549 -0.889 0.201414
53 1383.54 0.522 -0.802 0.201414
54 1381.91 1 -0.698 0.201414
55 1378.79 1 -1.45 0.135487
56 1378.38 0.0266 -7.58 0.0755445
57 1362.69 1 -7.69 0.0755445
58 1359.37 0.0104 -159 0.0251815
59 1320.76 0.11 -170 0.0251815
60 1285.62 0.0627 -273 0.0251815
61 985.359 1 -17.8 0.0251815
62 1007.63 1 31.5 0.00839383
63 998.864 1 22 0.0167877
64 991.596 1 12.7 0.0671507
65 983.956 1 -0.097 0.537205
66 983.742 1 -0.0277 0.179068
67 983.639 1 0.00442 0.178627
68 983.583 1 0.00302 0.177274
69 983.572 1 0.0527 0.176852
70 983.534 1 0.00957 0.236919
71 983.5 1 -0.00551 0.236734
72 983.482 1 -0.00471 0.190513
73 983.472 1 0.00221 0.157426
74 983.474 1 0.0189 0.15736
75 983.464 1 -0.00181 0.314721
76 983.457 1 -0.0025 0.270656
77 983.446 1 -0.00451 0.0916788
78 983.444 1 0.0115 0.0645955
79 983.875 1 0.782 0.0918635
80 983.491 1 0.0907 0.183727
81 983.436 1 -0.00143 0.734908
82 983.434 1 -0.000587 0.372634
83 983.432 1 -0.000813 0.247369
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.13596e+06
1 1.13582e+06 6.3e-05 -1.12e+06 2.78861
2 1.13574e+06 3.59e-05 -1.12e+06 2.78861
3 1.13566e+06 3.66e-05 -1.12e+06 2.78861
4 1.13544e+06 9.96e-05 -1.12e+06 2.78861
5 1.13534e+06 4.32e-05 -1.12e+06 2.78861
6 1.13529e+06 2.04e-05 -1.12e+06 2.78861
7 1.07402e+06 0.0242 -1.41e+06 2.78861
8 1.05957e+06 0.00674 -1.09e+06 2.78861
9 865570 0.0773 -1.43e+06 2.78861
10 769647 0.0561 -8.61e+05 2.78861
11 728179 0.0273 -7.64e+05 2.78861
12 204525 0.424 -5.09e+05 2.78861
13 140370 0.174 -1.69e+05 2.78861
14 79009.4 0.206 -2.57e+05 2.78861
15 3695.84 0.501 -1.08e+04 2.78861
16 2641.9 0.473 -293 2.78861
17 2481.46 0.747 243 2.78861
18 2338.23 1 -9.69 2.78861
19 2328.06 1 -3.31 0.929538
20 2051.88 0.207 -619 0.828845
21 1677.68 1 293 0.828845
22 1638.48 0.257 -67.7 0.484725
23 1636.21 1 140 0.484725
24 1579.8 1 9.56 0.827139
25 1577.64 1 0.662 0.275713
26 1547.59 0.31 -23.3 0.131487
27 1505.85 0.558 2.2e+03 0.131487
28 1468.12 0.366 81.7 0.131487
29 1437.13 0.543 -15.4 0.131487
30 1434.11 1 0.0532 0.131487
31 1432.34 1 -0.106 0.0438289
32 1428.58 0.166 -10.2 0.0146096
33 1428.52 0.147 -0.251 0.0146096
34 1721.49 0.295 4.55e+05 0.0146096
35 1721.52 0.578 2.32e+05 0.0292192
36 1428.32 1 -0.144 0.116877
37 1428.32 0.00308 -0.677 0.038959
38 1721.6 0.45 1.48e+05 0.038959
39 1722.42 0.882 7.04e+04 0.077918
40 1427.95 1 -0.188 0.311672
41 1720.97 0.757 5.42e+04 0.103891
42 1426.67 1 -1.54 0.207781
43 1710.36 0.281 4.24e+04 0.0692604
44 1709.67 0.445 2.62e+04 0.138521
45 1423.89 1 -1.38 0.554083
46 1662.96 0.721 3.61e+03 0.184694
47 1659.75 0.918 2.86e+03 0.369389
48 1420.87 1 -1.05 1.47756
49 1420.6 1 4.33 0.492519
50 1418.58 1 -0.0995 0.702284
51 1418.44 1 -0.0496 0.234095
52 1418.28 1 -0.0605 0.0780316
53 1418.11 1 -0.0676 0.0419413
54 1417.79 1 -0.135 0.0181312
55 5291.37 0.235 2.26e+06 0.00604374
56 5290.29 0.378 1.4e+06 0.0120875
57 1420.24 1 22.9 0.0483499
58 1417.68 1 -0.0435 0.386799
59 1417.36 1 -0.164 0.128933
60 5163.16 0.699 3.14e+05 0.0429777
61 1453.68 1 317 0.0859554
62 1417.07 1 -0.148 0.343821
63 5067.37 0.979 1.59e+05 0.114607
64 1401.5 0.24 -31.4 0.229214
65 1401.5 0.000185 -2.27 0.229214
66 1399.22 1 0.48 0.229214
67 1477.23 1 420 0.1349
68 1400.91 1 6.15 0.2698
69 1394.46 1 -0.917 1.0792
70 1431.08 1 125 0.359733
71 1394.61 1 3.26 0.719466
72 1393.45 1 -0.332 2.87786
73 1393.24 1 1.56 0.959288
74 1392.03 1 0.411 1.25739
75 1391.18 1 0.716 1.25729
76 1390.06 1 0.439 1.278
77 1388.79 1 0.0622 1.2795
78 1387.62 1 -0.2 1.27803
79 1386.78 1 -0.227 1.22468
80 1386.19 1 -0.193 1.09039
81 1385.72 1 -0.167 0.934449
82 1385.33 1 -0.141 0.779754
83 1385 1 -0.112 0.647797
84 1384.72 1 -0.0874 0.547256
85 1384.45 1 -0.0807 0.472659
86 1384.18 1 -0.0931 0.401351
87 1383.83 1 -0.127 0.31893
88 1383.31 1 -0.218 0.227863
89 1382.93 0.317 -0.586 0.136052
90 1381.49 1 -0.687 0.136052
91 1372.24 1 -4.57 0.0453507
92 1241.02 0.618 -95.4 0.0151169
93 994.447 0.836 -44.9 0.0151169
94 1081.14 1 152 0.0151169
95 990.717 1 7.75 0.0302338
96 984.721 1 -0.452 0.0309117
97 987.41 1 4.54 0.0103039
98 984.858 1 0.304 0.0206078
99 984.648 1 -0.00683 0.0824311
100 984.669 1 0.0574 0.027477
101 984.641 1 0.000994 0.0549541
102 984.633 1 -0.00213 0.0537398
103 984.628 1 -0.000604 0.0336711
104 984.622 1 -0.00215 0.0316694
105 984.617 1 -0.00081 0.0164724
106 984.611 1 -0.00221 0.0152526
107 984.605 1 -0.00158 0.00649162
108 984.6 1 -0.00212 0.00564726
109 984.594 1 -0.00228 0.00253418
110 984.59 1 -0.00156 0.00182849
111 984.587 1 -0.00147 0.000904006
112 984.584 1 -0.0015 0.000497969
113 984.581 0.763 -0.00132 0.000314067
114 984.58 1 -0.000796 0.000314067
115 984.577 1 -0.000931 0.000158074
116 984.576 1 -0.000793 0.000100336
117 984.574 1 -0.000681 6.33727e-05
118 984.573 1 -0.000584 4.00356e-05
119 984.571 1 -0.000502 2.52947e-05
120 984.57 1 -0.00043 1.59826e-05
121 984.57 1 -0.000369 1.00993e-05
122 984.569 1 -0.000317 6.3821e-06
123 984.569 0.0208 -0.000367 4.03326e-06
124 984.569 0.135 -0.000349 4.03326e-06
125 984.568 1 -0.000251 4.03326e-06
126 984.568 1 -0.00023 2.43454e-06
127 984.567 1 -0.000197 1.53995e-06
128 984.567 1 -0.000169 9.73304e-07
129 984.566 1 -0.000145 6.15198e-07
130 984.566 1 -0.000125 3.88871e-07
131 984.566 1 -0.000107 2.459e-07
132 984.566 0.576 -0.000104 1.55561e-07
133 984.566 1 -6.84e-05 1.55561e-07
134 984.565 1 -7.47e-05 8.27588e-08
135 984.565 1 -6.39e-05 5.24338e-08
136 984.565 1 -5.49e-05 3.31435e-08
137 984.565 1 -4.71e-05 2.09538e-08
138 984.565 1 -4.05e-05 1.32445e-08
139 984.565 1 -3.47e-05 8.37416e-09
140 984.565 1 -2.98e-05 5.29295e-09
141 984.565 1 -2.56e-05 3.34528e-09
142 984.565 1 -2.2e-05 2.1143e-09
143 984.565 0.0326 -2.53e-05 1.33661e-09
144 984.565 1 -1.85e-05 1.33661e-09
145 984.565 1 -1.61e-05 8.36854e-10
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 714662
1 679576 0.0233 -8.12e+05 2.16354
2 599183 0.0478 -1.07e+06 2.16354
3 590711 0.00707 -6.11e+05 2.16354
4 549636 0.0324 -6.92e+05 2.16354
5 417447 0.0856 -1.14e+06 2.16354
6 332929 0.0882 -6.29e+05 2.16354
7 310492 0.0331 -3.54e+05 2.16354
8 220001 0.142 -3.41e+05 2.16354
9 117883 0.23 -2.36e+05 2.16354
10 21571.9 0.411 -1.09e+05 2.16354
11 4337.1 0.837 2.18e+04 2.16354
12 2516.73 0.34 -2.37e+03 2.16354
13 2495.35 1 3.73e+03 2.16354
14 1665.17 1 247 4.03652
15 2042.84 0.625 1.2e+03 1.34551
16 2019.79 0.793 830 2.69101
17 1741.93 1 193 10.7641
18 1610.77 1 -4.4 86.1124
19 1598 1 -1.17 33.4103
20 1577.64 1 -8.19 30.977
21 1542.11 1 0.323 10.3257
22 1526.13 1 0.341 6.39243
23 1519.82 1 -1.31 5.75289
24 1518.58 1 0.0815 3.28244
25 1517.36 1 -0.32 3.27825
26 1516.85 1 -0.13 2.22442
27 1516.47 1 -0.133 2.02398
28 1516.17 1 -0.108 1.47399
29 1515.91 1 -0.0905 1.11423
30 1512.71 0.17 -8.76 0.807616
31 1495.01 1 -4.8 0.807616
32 1480.34 1 3.52 0.760084
33 1466.36 1 -3 0.760196
34 1463.48 0.61 -1.45 0.339107
35 1462.7 0.263 -1.29 0.339107
36 1461.29 1 -0.368 0.339107
37 1460.93 0.857 -0.127 0.113036
38 1460.81 1 -0.0138 0.113036
39 1460.73 1 -0.0156 0.0631436
40 1460.69 0.973 -0.0153 0.0447405
41 1460.66 1 -0.0071 0.0447405
42 1460.54 1 -0.0495 0.0265721
43 1460.4 0.165 -0.405 0.0125562
44 1460.37 0.0439 -0.336 0.0125562
45 1462.12 0.717 159 0.0125562
46 1460.19 1 -0.0164 0.0251123
47 1460.11 0.000219 -181 0.0212106
48 1448.57 0.038 -151 0.0212106
49 1428.92 0.0947 -28.1 0.0212106
50 1421.3 1 12.6 0.0212106
51 1401.16 1 5.2 0.0246403
52 1402.63 1 4.27 0.0123514
53 1402.2 1 3.82 0.0247028
54 1400.65 1 2.14 0.0988112
55 1400.79 1 4.65 0.148374
56 1400.02 1 4.37 0.296748
57 1398.74 1 0.146 0.355088
58 1398.53 1 0.0319 0.353745
59 1398.41 1 -0.0243 0.341508
60 1398.27 1 -0.0438 0.265377
61 1398.07 1 -0.0584 0.181591
62 1397.86 1 -0.0301 0.152155
63 1397.57 1 -0.0928 0.150024
64 1397.73 1 1.79 0.130225
65 1397.39 1 -0.0575 0.26045
66 1411.92 1 77.2 0.107295
67 1397.44 1 0.481 0.21459
68 1397.34 1 -0.0218 0.85836
69 1397.3 1 0.121 0.28612
70 1397.4 1 0.463 0.289686
71 1397.19 1 -0.0198 0.579371
72 1397.22 1 0.157 0.377147
73 1397.15 1 -0.0113 0.754294
74 1397.14 1 0.0482 0.478582
75 1397.1 1 -0.00828 0.667494
76 1397.08 1 0.00157 0.471407
77 1397.06 1 -0.0058 0.465026
78 1397.04 1 -0.00746 0.201463
79 1397.03 1 -0.00665 0.147299
80 1397.01 1 -0.0054 0.114806
81 1397 1 -0.00302 0.091755
82 1397.02 1 0.0453 0.0833917
83 1397 1 0.00476 0.166783
84 1397 1 0.0043 0.204728
85 1397 1 0.00225 0.232134
86 1396.99 1 0.00169 0.232237
87 1396.99 1 0.00194 0.232702
88 1396.99 1 0.00259 0.235896
89 1396.99 1 0.00199 0.265236
90 1396.99 1 0.00126 0.272311
91 1396.99 1 0.000912 0.274066
92 1396.98 1 0.000719 0.274815
93 1396.98 1 0.0005 0.27587
94 1396.98 1 0.00037 0.276005
95 1396.98 1 0.000241 0.276072
96 1396.98 1 0.000163 0.276072
97 1396.98 1 8.47e-05 0.276055
98 1396.98 1 3.78e-05 0.275672
99 1396.98 1 -7.87e-06 0.274844
100 1396.98 1 -3.3e-05 0.2723
101 1396.98 1 -5.52e-05 0.268567
102 1396.98 1 -6.15e-05 0.262148
103 1396.98 1 -6.28e-05 0.255342
104 1396.98 1 -4.79e-05 0.247734
105 1396.97 1 -1.55e-05 0.242555
106 1396.97 1 2.92e-05 0.239916
107 1396.97 1 7.07e-05 0.239472
108 1396.97 1 0.00012 0.239451
109 1396.97 1 0.00016 0.239516
110 1396.97 1 0.000213 0.240084
111 1396.97 1 0.000245 0.243463
112 1396.97 1 0.000273 0.248867
113 1396.97 1 0.000253 0.259059
114 1396.97 1 0.000222 0.26632
115 1396.97 1 0.000173 0.272834
116 1396.97 1 0.000135 0.275656
117 1396.97 1 9.63e-05 0.277391
118 1396.97 1 6.92e-05 0.277766
119 1396.97 1 4.36e-05 0.27784
120 1396.97 1 2.55e-05 0.27784
121 1396.97 1 9.04e-06 0.277762
122 1396.97 1 -2.81e-06 0.27701
123 1396.97 1 -1.3e-05 0.274916
124 1396.97 1 -1.98e-05 0.269927
125 1396.97 1 -2.45e-05 0.26199
126 1396.97 1 -2.57e-05 0.250884
127 1396.97 1 -2.32e-05 0.239756
128 1396.97 1 -1.45e-05 0.230668
129 1396.97 1 -5.42e-07 0.226187
130 1396.97 1 2.06e-05 0.224866
131 1396.97 1 4.43e-05 0.224834
132 1396.97 1 7.72e-05 0.224885
133 1396.97 1 0.00011 0.226857
134 1396.97 1 0.000148 0.233495
135 1396.97 1 0.000153 0.251217
136 1396.97 1 0.000135 0.267287
137 1396.97 1 0.000101 0.280058
138 1396.97 1 7.19e-05 0.285165
139 1396.97 1 4.57e-05 0.287437
140 1396.97 1 2.68e-05 0.287728
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 404614
1 404579 4.31e-05 -3.99e+05 20.3651
2 404538 5.15e-05 -3.99e+05 20.3651
3 404412 0.000158 -3.99e+05 20.3651
4 404333 9.95e-05 -3.99e+05 20.3651
5 404249 0.000105 -3.99e+05 20.3651
6 386644 0.0224 -3.87e+05 20.3651
7 247260 0.211 -2.85e+05 20.3651
8 247188 0.000149 -2.42e+05 20.3651
9 246841 0.000716 -2.42e+05 20.3651
10 141704 0.27 -1.55e+05 20.3651
11 56194.7 0.474 -4.92e+04 20.3651
12 17817.2 0.529 -2.24e+04 20.3651
13 11460.7 0.233 -1.15e+04 20.3651
14 9652.26 0.102 -8.31e+03 20.3651
15 1985.11 1 -521 20.3651
16 1819.86 0.246 -272 6.78835
17 1616.38 0.899 55 6.78835
18 1541.2 1 -5.79 6.78835
19 1521.12 1 -5.55 5.19562
20 1511.66 1 -3.13 4.25576
21 1506.1 1 -2.11 3.42973
22 1501.64 1 -1.85 2.60731
23 1496.37 1 -2.32 1.77888
24 1486.11 1 -4.77 1.04469
25 1475.79 0.228 -22.3 0.465409
26 1432.31 0.559 -37.9 0.465409
27 1285.49 0.692 -90.2 0.465409
28 1153.24 0.602 -71.9 0.465409
29 1110.78 1 -2.7 0.465409
30 1108.75 1 -0.398 0.155136
31 1107.79 1 -0.338 0.153919
32 1105.41 1 -0.664 0.0513062
33 1104.52 0.0614 -7.64 0.0510295
34 1092.59 1 -2.45 0.0510295
35 1124.53 1 326 0.0170098
36 1117.25 1 327 0.0340197
37 1110.21 1 339 0.136079
38 1080.47 1 145 1.08863
39 1021.75 1 -10.2 1.21134
40 1015.95 1 -1.04 0.40378
41 1011.97 0.319 -5.24 0.23237
42 1009.09 1 -0.797 0.23237
43 1006.78 1 -0.413 0.0774567
44 1006.44 1 -0.0739 0.0258189
45 1006.41 0.288 -0.0482 0.0110361
46 1006.36 1 -0.0196 0.0110361
47 1005.86 0.099 -2.59 0.00528969
48 1005.83 0.698 -0.0173 0.00528969
49 1005.81 1 -0.00736 0.00528969
50 1005.79 1 -0.00621 0.00183204
51 1005.78 0.654 -0.00526 0.0013592
52 1005.78 1 -0.00262 0.0013592
53 1005.77 0.687 -0.00359 0.000679091
54 1005.77 1 -0.00237 0.000679091
55 1005.76 1 -0.00446 0.00042536
56 1009.07 1 3.25 0.000141787
57 1006.6 1 0.926 0.000283573
58 1005.76 1 0.0452 0.00113429
59 1005.75 1 -0.00407 0.00907434
60 1005.72 1 -0.013 0.00899125
61 1005.36 1 -0.178 0.00299708
62 1004.12 0.0718 -8.46 0.000999028
63 1000.96 0.17 -5.75 0.000999028
64 2710.17 0.704 8.11e+04 0.000999028
65 2710.26 0.709 8.05e+04 0.00199806
66 2710.79 0.743 7.7e+04 0.00799223
67 1180.44 1 2.32e+03 0.0639378
68 999.37 1 -0.2 0.511502
69 999.434 1 0.961 0.170501
70 999.165 1 0.0389 0.341002
71 999.096 1 -0.00474 0.226242
72 997.785 0.127 -5.21 0.0754141
73 997.774 0.0439 -0.123 0.0754141
74 997.639 1 -0.0187 0.0754141
75 997.63 1 -0.000962 0.025138
76 997.63 1 -4.46e-05 0.00837934
77 997.629 1 -0.000233 0.00280516
78 997.628 1 -0.00076 0.000935053
79 997.62 1 -0.00402 0.000311684
80 997.433 1 -0.0967 0.000103895
81 1001.92 0.0601 201 3.46316e-05
82 1001.11 0.0655 164 6.92632e-05
83 999.818 0.105 82.2 0.000277053
84 995.341 0.444 2.53 0.00221642
85 994.822 0.0293 31.7 0.00221642
86 1002.87 0.143 122 0.00221642
87 994.747 0.00909 -3.57 0.00443284
88 1001.74 0.165 91.8 0.00443284
89 1001.14 0.214 68 0.00886569
90 997.916 0.511 21.9 0.0354628
91 990.447 1 -0.119 0.283702
92 992.157 0.688 6.24 0.0945674
93 990.84 1 1.23 0.189135
94 990.294 1 -0.0358 0.756539
95 990.624 1 0.905 0.25218
96 990.252 1 0.0141 0.504359
97 990.265 1 0.163 0.483773
98 990.188 1 -0.021 0.967547
99 990.167 0.455 0.0711 0.358264
100 990.111 1 -0.00187 0.358264
101 990.111 0.00185 -0.00115 0.119421
102 990.11 1 -0.000197 0.119421
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 176378
1 57555.8 0.262 -1.17e+05 1.10139
2 38140.4 0.2 -4.3e+04 1.10139
3 22197.8 0.267 -2.5e+04 1.10139
4 8013.23 0.55 1.45e+05 1.10139
5 4334.65 0.36 -4.22e+03 1.10139
6 3757.31 0.114 -2.35e+03 1.10139
7 1912.29 0.68 -609 1.10139
8 1588.02 1 -35.5 1.10139
9 1532.29 1 -8.81 0.489668
10 1481.55 1 -13.8 0.428139
11 1428.33 0.235 -88.1 0.390972
12 1408.1 0.0592 -159 0.390972
13 1182.1 1 -71.4 0.390972
14 1169.8 0.0415 -143 0.259912
15 1104.86 0.282 -92.4 0.259912
16 1040.92 0.786 -6.39 0.259912
17 1071.4 0.737 77.7 0.259912
18 1069.39 0.928 60.6 0.519824
19 1138.34 0.576 345 2.07929
20 1029.67 1 -2.88 16.6344
21 1025.26 1 -1.3 5.54479
22 1026.65 1 4.85 2.92729
23 1025.79 1 4.19 5.85458
24 1024 1 -0.557 23.4183
25 1021.18 1 0.0533 7.80611
26 1017.7 1 -1.47 5.79927
27 1011.97 1 -2.55 1.93309
28 1006.73 0.423 -6.27 0.644363
29 1007.67 1 2.81 0.644363
30 1006.79 1 0.898 1.28873
31 1005.25 1 -0.579 5.1549
32 1004.59 0.922 -0.302 1.7183
33 1003.91 1 -0.205 1.7183
34 1003.85 1 -0.0167 1.57041
35 1003.81 1 -0.021 0.796588
36 1003.73 0.22 -0.129 0.265529
37 1003.65 1 -0.0361 0.265529
38 1003.58 1 -0.017 0.118783
39 1003.54 0.916 -0.0179 0.109346
40 1003.51 1 -0.00107 0.109346
41 1003.49 1 -0.00553 0.108612
42 1003.48 1 -0.00818 0.036204
43 1003.48 1 0.0101 0.012068
44 1003.48 1 0.0144 0.024136
45 1003.38 0.605 -0.0695 0.0965441
46 1003.36 1 -0.0106 0.0965441
47 1003.35 1 -0.00528 0.0321814
48 1003.35 0.502 0.000863 0.0107271
49 1003.35 0.502 0.000868 0.0214542
50 1003.34 1 0.00702 0.085817
51 1003.32 0.758 -0.00734 0.0879597
52 1003.32 1 0.00115 0.0879597
53 1003.32 1 0.00126 0.175919
54 1003.32 1 0.00122 0.703677
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 34256.4
1 34256.2 1.12e-05 -1.03e+04 271828
2 34256 1.07e-05 -1.01e+04 271828
3 34189.3 0.00331 -1e+04 271828
4 20854.6 1 -4.65e+03 271828
5 17940.6 0.391 -3.23e+03 127574
6 17753.9 0.0344 -2.69e+03 127574
7 17587.4 0.107 8.03e+04 127574
8 15438.4 0.773 -1.25e+03 127574
9 15354 0.0458 -918 127574
10 15243.5 0.0612 -897 127574
11 14063.9 0.717 -764 127574
12 13698.5 0.288 -618 127574
13 13681.9 0.0142 -583 127574
14 12610.2 1 -492 127574
15 12159.9 0.221 -908 42524.6
16 12090.1 0.0367 -900 42524.6
17 10753.6 1 -549 42524.6
18 10782.1 0.0319 5.33e+04 25273.5
19 10811.9 0.0161 1.08e+05 50547.1
20 10815.4 0.0314 5.52e+04 202188
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 69069.4
1 69065.7 2.78e-05 -6.62e+04 0.826138
2 69058.5 5.46e-05 -6.63e+04 0.826138
3 69055.8 2.06e-05 -6.62e+04 0.826138
4 69054 1.32e-05 -6.62e+04 0.826138
5 69052.3 1.27e-05 -6.62e+04 0.826138
6 69038.8 0.000102 -6.63e+04 0.826138
7 68993.9 0.000337 -6.68e+04 0.826138
8 59767 0.0448 -1.35e+05 0.826138
9 48766.5 0.0693 -9.76e+04 0.826138
10 46497.4 0.0229 -5.25e+04 0.826138
11 33975.8 0.111 -6.78e+04 0.826138
12 29535.6 0.0639 -3.85e+04 0.826138
13 9534.74 0.243 -5.68e+04 0.826138
14 7127.59 0.158 -7.45e+03 0.826138
15 6288.75 0.0773 -5.2e+03 0.826138
16 3639.97 0.406 1.53e+04 0.826138
17 1827.09 0.617 -328 0.826138
18 1776.1 0.0737 5.51e+04 0.826138
19 1673.11 1 1.13e+03 0.826138
20 1709.76 1 876 0.883984
21 1574.45 1 383 1.76797
22 1574.11 0.0012 -142 1.77326
23 1564.54 0.0344 -137 1.77326
24 1441.77 1 37.7 1.77326
25 1434.57 1 10.3 0.667691
26 1524.91 0.579 1.51e+03 0.647813
27 1503.42 0.911 572 1.29563
28 1416.27 1 -1.69 5.18251
29 1411.28 1 -1.75 3.33118
30 1406.75 1 11.5 1.11039
31 1422.66 1 172 0.970133
32 1398.82 1 -0.562 1.94027
33 1397.56 1 7.98 0.646755
34 1394.86 1 -0.0996 0.660088
35 1394.77 0.13 -0.353 0.224461
36 1394.52 0.474 -0.225 0.224461
37 1394.39 1 -0.0313 0.224461
38 1394.28 1 -0.0468 0.152428
39 1394.1 1 -0.0511 0.0508094
40 1394.05 1 -0.00683 0.0169365
41 1394.03 1 -0.00481 0.00878299
42 1393.95 1 -0.14 0.00715668
43 2423 0.0554 3.2e+06 0.00238556
44 2422.69 0.0987 1.8e+06 0.00477112
45 2420.87 0.359 4.98e+05 0.0190845
46 1393.88 1 -0.0468 0.152676
47 2405.93 0.635 1.79e+05 0.0508919
48 1394.06 1 3.18 0.101784
49 1393.83 1 -0.0263 0.407135
50 1393.83 1 1.6 0.135712
51 2291.06 0.948 2.37e+04 0.263272
52 1393.24 1 0.689 0.526543
53 1400.61 1 31.5 0.509274
54 1392.34 1 -0.147 1.01855
55 1395.19 1 10.5 0.537258
56 1391.84 1 -0.0372 1.07452
57 1391.44 1 -0.0154 0.853137
58 1391.14 1 -0.0813 0.774139
59 1390.99 1 -0.043 0.508247
60 1390.9 1 -0.0299 0.400038
61 1390.85 1 -0.0172 0.261719
62 1390.82 1 -0.0105 0.183848
63 1390.8 1 -0.00647 0.116764
64 1390.78 1 -0.00525 0.0715866
65 1390.76 1 -0.015 0.0283108
66 1390.34 0.641 -1.38 0.00943692
67 1398.35 0.083 1.49e+03 0.00943692
68 1398.33 0.155 793 0.0188738
69 1398.12 0.587 206 0.0754954
70 1390.12 1 -0.1 0.603963
71 1389.53 1 3.78 0.201321
72 1393.38 0.17 82.8 0.067107
73 1393.08 0.293 49 0.134214
74 1389.8 1 10.1 0.536856
75 1387.5 1 -0.268 4.29485
76 1379.89 1 -1.49 1.43162
77 1379.77 0.0183 -3.12 0.807088
78 1378.73 0.237 -1.94 0.807088
79 1377.43 0.596 0.727 0.807088
80 1376.23 1 -0.0978 0.807088
81 1375.62 1 -0.243 0.269029
82 1375.02 1 0.142 0.0896765
83 1374.87 1 0.0208 0.0796282
84 1374.84 0.513 -0.0167 0.0629462
85 1374.82 1 -0.00122 0.0629462
86 1372.46 0.0279 -42.7 0.0209821
87 1371.61 1 0.118 0.0209821
88 1371.45 1 0.236 0.0177991
89 1371.72 1 0.591 0.0178333
90 1371.67 1 0.54 0.0356666
91 1371.44 1 0.237 0.142666
92 1371.34 1 0.0435 0.258723
93 1371.3 1 0.00109 0.258674
94 1371.3 0.848 0.000898 0.181701
95 1371.3 1 5.37e-05 0.181701
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 57582.3
1 57577.4 4.49e-05 -5.46e+04 0.400584
2 57516.8 0.000555 -5.47e+04 0.400584
3 57456.3 0.000555 -5.46e+04 0.400584
4 57445.5 9.96e-05 -5.45e+04 0.400584
5 57287.8 0.00144 -5.47e+04 0.400584
6 56811.2 0.00436 -5.49e+04 0.400584
7 31016.2 0.217 -5.84e+04 0.400584
8 30730.4 0.00491 -2.92e+04 0.400584
9 30544.7 0.00351 -2.66e+04 0.400584
10 27307.7 0.0573 -3.06e+04 0.400584
11 19913.6 0.133 -3.48e+04 0.400584
12 15365 0.102 -3.23e+04 0.400584
13 14938.3 0.0165 -1.45e+04 0.400584
14 12112.3 0.0592 -5.58e+04 0.400584
15 5562.47 0.242 -1.99e+04 0.400584
16 2647 0.276 -3.78e+03 0.400584
17 2480.78 0.163 -544 0.400584
18 2319.03 0.528 1.26e+03 0.400584
19 2223.92 0.72 623 0.400584
20 2147.36 1 43.6 0.400584
21 2253.61 0.5 2.03e+03 0.25876
22 2246.78 0.546 1.69e+03 0.51752
23 2239.11 0.717 1.02e+03 2.07008
24 2049.6 1 234 16.5607
25 1767.84 1 33.7 19.6019
26 1720.31 1 3.94 6.53397
27 1706.48 0.826 -4.7 6.42512
28 1701.16 1 -1.78 6.42512
29 1696.75 1 -1.87 5.23491
30 1688.63 1 -3.74 3.38126
31 1657.43 1 -4.5 1.12709
32 1641.72 1 -2.9 0.375696
33 1535.6 0.293 -128 0.350508
34 1476.78 1 7.05 0.350508
35 1429.18 1 -7.89 0.350525
36 1411.05 1 -3.77 0.26216
37 1404.68 1 -1.53 0.158529
38 1402.13 0.917 -0.806 0.116956
39 1400.23 1 -0.712 0.116956
40 1396.52 1 -1.72 0.0719176
41 1395.48 0.0375 -13.8 0.0364777
42 1361.21 1 -16.7 0.0364777
43 1013.61 1 -51.5 0.0121592
44 1055.08 0.0776 1.35e+03 0.00405308
45 1054.21 0.151 687 0.00810615
46 1048.07 0.73 130 0.0324246
47 1002.37 1 -0.292 0.259397
48 1004.4 1 4.48 0.0864656
49 1002.32 1 0.129 0.172931
50 1002.16 1 -0.0377 0.198387
51 1002.28 1 0.319 0.103633
52 1002.12 1 -0.00507 0.207267
53 1002.09 1 -0.00765 0.193045
54 1002.07 1 -0.0017 0.165029
55 1002.05 1 -0.00491 0.158931
56 1002.03 1 -0.00122 0.134768
57 1002.02 1 -0.00327 0.129426
58 1002.01 1 -0.00111 0.110286
59 1002 1 -0.00228 0.104898
60 1003.06 1 3.58 0.0900152
61 1001.81 1 0.412 0.18003
62 1013.94 1 31.6 0.180169
63 1001.73 1 1.15 0.360338
64 1000.73 1 -0.09 0.51842
65 1001.01 0.528 2.28 0.401263
66 1000.32 1 0.374 0.802526
67 1000.25 0.0515 -0.703 0.803544
68 999.697 1 -0.0346 0.803544
69 999.692 1 0.0103 0.267848
70 999.681 1 -0.00173 0.284697
71 999.677 1 -0.00109 0.182892
72 999.675 1 0.00324 0.15548
73 999.674 0.228 -0.00191 0.172469
74 999.669 1 -0.00133 0.172469
75 999.671 1 0.0093 0.12857
76 999.662 1 -0.00256 0.25714
77 999.652 0.952 -0.00382 0.165644
78 999.646 1 0.0035 0.165644
79 999.661 1 0.0434 0.165645
80 999.639 1 0.000447 0.331289
81 999.631 1 -0.00284 0.32848
82 999.621 0.631 -0.00718 0.109493
83 999.607 1 -0.00526 0.109493
84 999.726 1 0.254 0.0588808
85 999.622 1 0.0443 0.117762
86 999.603 1 -0.00152 0.471047
87 999.598 1 -0.00256 0.311404
88 999.58 1 -0.00866 0.103801
89 999.501 1 -0.038 0.0346005
90 999.449 0.0557 -0.465 0.0115335
91 998.433 1 0.38 0.0115335
92 997.514 0.15 41 0.0114238
93 1055.29 0.246 790 0.0114238
94 1056.25 0.315 640 0.0228477
95 1062.29 0.734 340 0.0913906
96 989.241 1 -0.98 0.731125
97 990.884 1 4.19 0.243708
98 988.99 1 0.0741 0.487417
99 988.902 1 0.0339 0.468331
100 988.841 1 -0.00872 0.466761
101 988.841 0.0056 -0.00627 0.179842
102 988.835 1 -0.00073 0.179842
103 988.833 1 -0.00019 0.137927
104 988.832 1 0.000812 0.132194
105 988.829 0.83 0.000261 0.132433
106 988.825 1 -0.000592 0.132433
107 988.823 1 0.0023 0.122065
108 988.822 0.153 -0.00356 0.124978
109 988.818 1 -0.000214 0.124978
110 988.817 1 0.00552 0.120497
111 988.813 1 0.00113 0.203822
112 988.808 1 -0.00138 0.203444
113 988.803 1 -0.00212 0.0898038
114 988.8 0.274 -0.00376 0.0413255
115 988.796 0.337 -0.00571 0.0413255
116 988.789 1 -0.00316 0.0413255
117 988.825 1 0.104 0.0137752
118 988.798 1 0.0328 0.0275504
119 988.787 1 -0.00014 0.110201
120 988.785 0.622 0.000159 0.104138
121 988.781 1 -0.00123 0.104138
122 988.778 0.617 0.00164 0.0826277
123 988.776 1 0.00755 0.0826277
124 988.861 1 0.168 0.094322
125 988.775 1 0.0129 0.188644
126 988.759 1 -0.00318 0.342991
127 988.746 1 -0.00625 0.11433
128 988.69 1 -0.0281 0.0381102
129 988.571 0.208 -0.287 0.0127034
130 986.805 1 -0.199 0.0127034
131 985.431 0.0412 12 0.00990037
132 993.199 0.132 90.3 0.00990037
133 993.279 0.15 80.6 0.0198007
134 994.212 0.271 52.5 0.0792029
135 986.364 1 3.5 0.633623
136 983.517 1 -0.159 5.06899
137 983.48 1 0.0319 1.68966
138 983.443 1 0.00323 1.68966
139 983.419 1 -0.00374 1.65954
140 983.411 1 -0.000882 1.35106
141 983.407 1 -0.00101 1.26421
142 983.406 1 -0.000247 0.904689
143 983.405 1 -0.000118 0.834917
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 197155
1 186688 0.0262 -2.07e+05 4.08514
2 182368 0.0117 -1.88e+05 4.08514
3 175427 0.0188 -1.9e+05 4.08514
4 160113 0.0414 -2e+05 4.08514
5 159185 0.00295 -1.58e+05 4.08514
6 158423 0.00246 -1.55e+05 4.08514
7 158305 0.000383 -1.54e+05 4.08514
8 158073 0.000754 -1.54e+05 4.08514
9 157045 0.00334 -1.54e+05 4.08514
10 114302 0.113 -2.27e+05 4.08514
11 95635.2 0.0699 -1.59e+05 4.08514
12 66305 0.128 -1.35e+05 4.08514
13 28221.8 0.215 -1.04e+05 4.08514
14 3643.1 0.311 -1.61e+04 4.08514
15 2232.75 0.388 -558 4.08514
16 1713.71 0.593 586 4.08514
17 1521.76 1 0.105 4.08514
18 1485.76 1 63.9 2.64589
19 1466.59 0.361 -19.9 2.63756
20 1454.78 0.762 -2.56 2.63756
21 1452.72 1 -0.802 2.63756
22 1440.9 1 0.245 0.879188
23 1707.22 0.532 6.89e+03 0.491812
24 1677.05 0.578 5.88e+03 0.983624
25 1426.29 1 113 3.9345
26 1400.14 1 0.836 3.97657
27 1389.75 1 -0.176 1.32552
28 1387.59 1 -0.747 0.815116
29 1383.21 0.576 -1.16 0.271705
30 1379.92 0.282 -3.87 0.271705
31 1378.09 0.428 -1.09 0.271705
32 1377.2 1 -0.105 0.271705
33 1377.04 0.0898 -0.841 0.0905685
34 1387.02 1 68.2 0.0905685
35 1374.65 0.161 -7.33 0.181137
36 1374.63 1 2.41 0.181137
37 1373.48 1 0.0352 0.344147
38 1373.23 1 0.291 0.279764
39 1372.95 1 0.222 0.280367
40 1373.15 1 1.42 0.280534
41 1372.35 1 -0.152 0.561067
42 1375.31 1 7.02 0.224278
43 1372.14 1 0.107 0.448556
44 1371.79 1 -0.105 0.446816
45 1375.16 1 7.41 0.174539
46 1371.78 1 0.219 0.349077
47 1371.74 0.113 -0.185 0.619979
48 1371.53 1 -0.051 0.619979
49 1371.45 0.45 0.0672 0.20666
50 1372.45 1 1.98 0.20666
51 1371.43 1 0.0474 0.413319
52 1371.39 1 0.00692 0.438577
53 1371.38 1 0.0114 0.429396
54 1371.36 1 0.00491 0.430952
55 1371.36 1 0.00321 0.430796
56 1371.35 1 0.00189 0.430717
57 1371.35 1 0.00111 0.430278
58 1371.34 1 0.000635 0.429019
59 1371.34 1 0.00034 0.426272
60 1371.34 1 0.000166 0.42122
61 1371.33 1 6.33e-05 0.413509
62 1371.33 1 3.83e-06 0.403122
63 1371.33 1 -3.05e-05 0.390497
64 1371.33 1 -4.97e-05 0.376227
65 1371.33 1 -6.02e-05 0.360949
66 1371.33 1 -6.55e-05 0.345189
67 1371.33 1 -6.79e-05 0.329348
68 1371.32 1 -6.86e-05 0.313698
69 1371.32 1 -6.84e-05 0.298416
70 1371.32 1 -6.76e-05 0.283603
71 1371.32 1 -6.66e-05 0.269315
72 1371.32 1 -6.56e-05 0.255573
73 1371.32 1 -6.46e-05 0.242383
74 1371.32 1 -6.36e-05 0.229736
75 1371.32 1 -6.27e-05 0.217619
76 1371.32 1 -6.2e-05 0.206016
77 1371.32 1 -6.13e-05 0.194906
78 1371.31 1 -6.08e-05 0.184273
79 1371.31 1 -6.04e-05 0.174097
80 1371.31 0.736 -0.000255 0.164361
81 1371.31 1 -0.000121 0.164361
82 1371.31 1 -0.000331 0.0547869
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 431460
1 431413 5.56e-05 -4.22e+05 6.23208
2 431296 0.000139 -4.22e+05 6.23208
3 430799 0.000589 -4.23e+05 6.23208
4 430766 3.86e-05 -4.21e+05 6.23208
5 430664 0.000122 -4.21e+05 6.23208
6 430539 0.000149 -4.21e+05 6.23208
7 424499 0.007 -4.42e+05 6.23208
8 423565 0.00112 -4.18e+05 6.23208
9 422195 0.00165 -4.18e+05 6.23208
10 317270 0.0985 -6.35e+05 6.23208
11 273138 0.0668 -3.47e+05 6.23208
12 239894 0.0607 -2.8e+05 6.23208
13 170410 0.142 -2.53e+05 6.23208
14 50296 0.29 -2.31e+05 6.23208
15 21747.2 0.277 -7.05e+04 6.23208
16 13317.5 0.132 -5.7e+04 6.23208
17 13247.4 0.00335 -1.05e+04 6.23208
18 8305.47 0.572 7.97e+04 6.23208
19 13613.6 0.503 2.07e+05 6.23208
20 13608.9 0.605 1.36e+05 12.4642
21 13818.7 0.954 6.01e+04 49.8567
22 4363.67 1 -589 398.853
23 4341.9 0.0127 -853 132.951
24 3801.16 1 1.12e+03 132.951
25 3420.31 1 233 132.759
26 3265.35 1 6.7 128.737
27 3016.56 1 -90.4 98.0829
28 7242.28 0.974 4.88e+04 32.6943
29 2372.06 1 -151 65.3886
30 2039.74 1 96.7 21.7962
31 1957.8 0.643 -44.6 7.99743
32 1847.58 1 -53.3 7.99743
33 1828.86 0.057 -162 2.66581
34 1681.37 1 10.1 2.66581
35 1651.42 0.141 -101 0.888603
36 2390.59 0.548 3.82e+04 0.888603
37 2525.24 0.776 2.92e+04 1.77721
38 1651.42 1.08e-05 -74.9 7.10882
39 1562.9 1 -37 7.10882
40 2722.82 0.966 1.13e+04 2.36961
41 1527.45 0.289 472 4.73921
42 1530.82 1 178 4.73921
43 1494.17 0.275 -54.7 9.47843
44 1450.26 1 9.5 9.47843
45 1434.66 1 13.5 3.15948
46 1425.49 1 1.11 2.49126
47 1410.78 1 -4.9 1.62781
48 1408.27 0.0932 -13.6 1.01535
49 1402.14 1 -1.63 1.01535
50 1399.32 1 -0.868 0.865429
51 1398.12 1 -0.361 0.728701
52 1397.74 1 -0.0954 0.614126
53 1394.14 1 -0.491 0.538428
54 1393.76 1 -0.0377 0.203335
55 1392.76 1 1.9 0.0722658
56 1972.11 0.326 5.56e+04 0.0641568
57 1967.38 0.626 2.91e+04 0.128314
58 1391.4 1 -0.436 0.513254
59 1937.07 0.562 1.88e+04 0.171085
60 1501.98 1 817 0.342169
61 1390.83 1 -0.265 1.36868
62 1443.53 1 266 0.456226
63 1390.47 1 1.07 0.912452
64 1395.63 1 18.5 0.912937
65 1389.06 1 -0.3 1.82587
66 1396.71 1 24.1 1.02714
67 1388.12 1 0.0886 2.05429
68 1387.42 1 0.903 1.8183
69 1386.1 1 0.141 1.82039
70 1385.12 1 -0.0378 1.74125
71 1384.5 1 -0.0799 1.56926
72 1384.13 1 -0.0541 1.31232
73 1383.92 1 -0.0417 1.07534
74 1383.81 1 -0.0221 0.807937
75 1383.74 1 -0.0148 0.610316
76 1383.71 1 -0.00601 0.394899
77 1381.25 0.219 -5.55 0.2721
78 1380.66 1 -0.0844 0.2721
79 1398.16 1 30.5 0.0907002
80 1381.93 1 2.47 0.1814
81 1380.57 1 -0.0161 0.725601
82 1380.56 1 0.0477 0.241867
83 1380.5 1 -0.0152 0.364262
84 1380.63 1 0.276 0.150937
85 1380.49 1 0.0032 0.301875
86 1380.46 1 -0.00442 0.300347
87 1380.45 0.104 -0.0208 0.275085
88 1380.44 1 -0.00429 0.275085
89 1380.41 1 -0.0166 0.0916949
90 1380.39 0.145 -0.0692 0.030565
91 1640.06 0.933 5.34e+03 0.030565
92 1380.53 1 0.73 0.06113
93 1380.36 1 -0.0137 0.24452
94 1380.4 1 0.384 0.0815066
95 1380.31 1 -0.0212 0.163013
96 1447.55 1 548 0.0543377
97 1380.43 1 0.629 0.108675
98 1380.28 1 -0.0175 0.434702
99 1380.29 1 0.318 0.144901
100 1380.22 1 -0.0255 0.289801
101 1392.09 1 50.5 0.0966004
102 1380.24 1 0.353 0.193201
103 1380.18 1 -0.0199 0.772803
104 1380.13 1 0.15 0.257601
105 1381.04 1 2.98 0.258124
106 1379.91 1 -0.0449 0.516248
107 1384.63 1 13.7 0.281335
108 1379.8 1 0.213 0.56267
109 1380.29 1 1.95 0.564867
110 1379.4 1 -0.113 1.12973
111 1384.16 1 12.2 0.499499
112 1379.23 1 0.313 0.998997
113 1379.03 1 0.73 1.01014
114 1378.14 1 0.142 1.17834
115 1377.44 1 0.376 1.16875
116 1376.64 0.83 0.486 1.16918
117 1375.26 1 -0.251 1.16918
118 1374.99 1 0.00482 0.495097
119 1374.8 1 -0.0201 0.475238
120 1374.67 1 -0.0263 0.433542
121 1374.58 1 -0.0155 0.359352
122 1374.52 1 -0.016 0.314727
123 1374.47 1 -0.0125 0.253134
124 1374.43 1 -0.0119 0.207656
125 1374.39 1 -0.0108 0.162902
126 1374.36 1 -0.0104 0.127413
127 1374.35 0.281 -0.0168 0.0970351
128 1374.32 1 -0.00962 0.0970351
129 1374.29 1 -0.0124 0.0663638
130 1374.23 1 -0.0344 0.0383007
131 1373.84 0.511 9.27 0.0127669
132 2452.15 0.298 3.07e+05 0.0127669
133 2436.39 0.565 1.59e+05 0.0255338
134 1372.31 1 -0.0967 0.102135
135 2378.25 0.512 1.01e+05 0.034045
136 2371.34 0.945 5.47e+04 0.0680901
137 1372.18 1 -0.0301 0.27236
138 2342.97 0.991 3.72e+04 0.0907868
139 1372.21 1 0.569 0.181574
140 1372.13 1 -0.0176 0.726294
141 1372.07 1 0.166 0.242098
142 1372.95 1 3.7 0.240337
143 1371.85 1 -0.0552 0.480675
144 1392.02 1 95 0.160225
145 1372.11 1 1.24 0.32045
146 1371.75 1 -0.0411 1.2818
147 1371.72 1 0.315 0.427267
148 1371.47 1 -0.057 0.590486
149 1371.52 1 0.331 0.196829
150 1371.39 1 -0.00205 0.393658
151 1371.34 1 -0.0144 0.340845
152 1371.32 1 -0.00346 0.171034
153 1371.31 1 -0.00174 0.127444
154 1371.31 1 -0.000328 0.0424812
155 1371.31 1 -0.000444 0.0150243
156 1371.3 1 -0.000889 0.00500809
157 1371.3 1 -0.000785 0.00303558
158 1371.3 1 -0.000406 0.00214875
159 1371.3 1 0.000584 0.00190994
160 1371.3 1 0.00375 0.0019987
161 1371.3 1 0.00379 0.00399739
162 1371.3 1 0.00331 0.0159896
163 1371.3 1 0.000892 0.127917
164 1371.3 1 0.000365 0.158152
165 1371.3 1 0.000114 0.170481
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 465083
1 465007 8.38e-05 -4.54e+05 2.30994
2 463842 0.00128 -4.53e+05 2.30994
3 462822 0.00113 -4.52e+05 2.30994
4 462791 3.38e-05 -4.52e+05 2.30994
5 462617 0.000193 -4.52e+05 2.30994
6 458927 0.00409 -4.5e+05 2.30994
7 422389 0.0415 -4.33e+05 2.30994
8 357160 0.0824 -3.84e+05 2.30994
9 319956 0.0517 -3.73e+05 2.30994
10 310100 0.0154 -3.26e+05 2.30994
11 229080 0.112 -4.41e+05 2.30994
12 186216 0.094 -2.39e+05 2.30994
13 176088 0.0269 -1.95e+05 2.30994
14 147930 0.0771 -1.91e+05 2.30994
15 147316 0.00213 -1.45e+05 2.30994
16 90108.3 0.152 -2.67e+05 2.30994
17 82496.8 0.0391 -1.09e+05 2.30994
18 47532.2 0.134 -2.28e+05 2.30994
19 27951 0.199 -5.35e+04 2.30994
20 25946.8 0.0388 -2.62e+04 2.30994
21 8799.85 0.342 -2.47e+04 2.30994
22 1839.24 0.626 -1.28e+03 2.30994
23 1814.18 1 808 2.30994
24 4084.01 0.968 1.67e+04 3.39866
25 1885.15 1 1.18e+03 6.79731
26 1611.13 1 102 27.1892
27 1577.5 1 13.3 20.6015
28 1535.52 1 6.33 16.3673
29 1514.91 1 -2.92 15.5037
30 1512.92 0.164 -5.45 5.16789
31 1509.13 0.531 -2.21 5.16789
32 1505.85 1 -0.704 5.16789
33 1503.81 1 -0.659 4.81718
34 1500.54 1 1 3.62798
35 1494.99 1 -1.13 3.23185
36 1492.78 1 -0.659 2.98955
37 1491.7 0.734 -0.501 1.55426
38 1491.02 1 -0.224 1.55426
39 1490.59 1 -0.154 1.15904
40 1480.16 1 -4.66 0.925269
41 1472.06 0.109 -34.9 0.308423
42 1464.38 0.106 -33.7 0.308423
43 1472.67 1 337 0.308423
44 1428.31 1 -5.89 0.616846
45 1425.25 0.221 -6.33 0.205615
46 1421.72 0.478 5.91 0.205615
47 3584.84 0.828 4.09e+04 0.205615
48 1495.21 1 393 0.411231
49 1415.73 1 -1.28 1.64492
50 1422.37 1 24.8 0.548307
51 1414.6 1 0.687 1.09661
52 1413.37 1 -0.283 1.00891
53 1413.51 1 1.26 0.34837
54 1411.67 1 -0.259 0.696739
55 1411.33 1 -0.0402 0.289324
56 1411.17 1 -0.0426 0.271869
57 1418.01 1 18.7 0.151528
58 1411.79 1 2.17 0.303056
59 1410.92 1 0.087 1.21222
60 1410.77 1 -0.0423 1.10813
61 1410.77 1 0.278 0.369376
62 1410.68 1 -0.0243 0.738753
63 1410.65 1 0.1 0.534069
64 1410.55 1 0.0154 0.594441
65 1410.43 1 -0.026 0.587803
66 1410.35 1 0.0366 0.195934
67 1410.27 1 0.0825 0.196907
68 1410.3 1 0.165 0.196865
69 1410.22 1 0.00944 0.393729
70 1410.22 0.957 0.0593 0.392313
71 1410.19 1 -0.000991 0.784626
72 1410.17 1 -0.00589 0.72629
73 1410.1 1 0.284 0.242097
74 1409.99 0.302 0.115 0.282002
75 1409.32 1 -0.217 0.282002
76 1408.37 1 -0.239 0.165981
77 1411.21 1 4.82 0.157083
78 1408.98 1 2.24 0.314167
79 1407.45 1 -0.289 1.25667
80 1405.84 1 -0.546 0.473266
81 1403.18 1 -0.908 0.252482
82 1400.81 1 -0.823 0.174967
83 1398.15 1 -0.966 0.156714
84 1391.07 0.603 -5.28 0.138489
85 1387.48 0.0822 -20.3 0.138489
86 1387.29 0.00236 -39.7 0.138489
87 1384.33 0.614 -1.59 0.138489
88 1384.07 0.0733 -1.73 0.138489
89 1381.6 1 -0.93 0.138489
90 1378.51 0.777 -1.64 0.11018
91 1366.79 1 -5.67 0.11018
92 1319.31 0.26 -88.5 0.0367267
93 1270.98 0.0921 -252 0.0367267
94 986.109 1 -17.9 0.0367267
95 1017.39 1 44.5 0.0122422
96 1004.99 1 29.5 0.0244845
97 988.903 1 6.89 0.0979379
98 984.088 1 -0.18 0.783503
99 983.945 1 0.129 0.261168
100 983.712 1 -0.0552 0.267958
101 983.612 1 -0.0313 0.197881
102 983.556 1 -0.0198 0.167482
103 983.518 1 -0.0134 0.14727
104 983.501 1 0.01 0.126166
105 983.577 1 0.161 0.126268
106 983.492 1 0.00812 0.252536
107 983.474 1 -0.00435 0.255686
108 983.462 1 -0.00391 0.164917
109 983.457 1 0.00496 0.12251
110 983.506 1 0.0982 0.123493
111 983.455 1 0.00622 0.246985
112 983.446 1 -0.00186 0.291759
113 983.441 1 -0.00181 0.168847
114 983.437 1 0.00108 0.0951876
115 983.495 1 0.11 0.0951558
116 983.441 1 0.0111 0.190312
117 983.435 1 -0.000595 0.761246
118 983.433 1 -0.000593 0.329638
119 983.431 1 -0.000989 0.182624
120 983.426 1 -0.00201 0.0608747
121 983.439 1 0.0314 0.0369134
122 983.427 1 0.005 0.0738268
123 983.426 1 -0.000266 0.295307
124 983.425 1 -0.000408 0.221281
125 983.423 1 -0.000934 0.0737604
126 983.43 1 0.0175 0.0392779
127 983.423 1 0.0034 0.0785558
128 983.422 1 -0.000163 0.314223
129 983.422 1 -0.000244 0.261025
130 983.42 1 -0.000644 0.0870082
131 983.419 1 0.00202 0.0290027
132 984.891 1 2.7 0.0300086
133 983.794 1 0.692 0.0600173
134 983.423 1 0.0105 0.240069
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 107261
1 107258 1.51e-05 -1.04e+05 0.530986
2 107253 2.33e-05 -1.04e+05 0.530986
3 107240 6.27e-05 -1.04e+05 0.530986
4 106482 0.00366 -1.03e+05 0.530986
5 93982.6 0.0678 -8.46e+04 0.530986
6 93670.9 0.0017 -9.23e+04 0.530986
7 92202.1 0.00802 -9.29e+04 0.530986
8 90694.8 0.00819 -9.56e+04 0.530986
9 82410 0.0439 -1.02e+05 0.530986
10 79844.3 0.0152 -9.05e+04 0.530986
11 73431.5 0.0345 -1.13e+05 0.530986
12 49667.3 0.105 -1.87e+05 0.530986
13 47323.3 0.0229 -5.57e+04 0.530986
14 31857.9 0.108 -1.23e+05 0.530986
15 17200.4 0.174 -6.06e+04 0.530986
16 11400.6 0.156 -2.27e+04 0.530986
17 11093.3 0.0164 -9.51e+03 0.530986
18 6533.47 0.536 1.14e+05 0.530986
19 5197.56 0.238 -2.86e+03 0.530986
20 4250.09 0.165 -3.72e+03 0.530986
21 4054.73 0.655 2.77e+03 0.530986
22 3967.67 0.0705 -601 0.530986
23 3594.36 1 -20.6 0.530986
24 3524.95 1 19.1 0.176995
25 3442.68 1 2.14 0.177994
26 3412.13 1 23.7 0.171126
27 3641.48 1 1.05e+03 0.201821
28 3503.84 1 535 0.403642
29 3363.8 1 120 1.61457
30 3320.83 1 -2.77 1.6146
31 3317.97 1 -0.521 1.05069
32 3316.85 1 -0.241 0.863055
33 3316.28 1 -0.232 0.663335
34 3139.36 0.572 -145 0.469614
35 10864.3 0.254 5.11e+06 0.469614
36 7969.37 0.313 1.38e+06 0.939229
37 412636 0.907 2.73e+07 3.75692
38 2848.83 1 -186 30.0553
39 16443.3 1 2.26e+05 10.0184
40 28548.7 0.814 3.28e+04 20.0369
41 4262.73 1 3.65e+03 80.1475
42 2778.17 1 -28.3 641.18
43 2614.78 0.828 -96 213.727
44 2339.78 0.979 -141 213.727
45 2005.76 1 -149 213.727
46 1642.48 1 -95.7 71.2423
47 1546.81 1 41.9 23.7474
48 1506.57 1 -1.24 18.048
49 1504.67 0.585 -1.39 6.01599
50 1503.76 1 -0.326 6.01599
51 1497.21 1 -1.53 2.00533
52 1496.79 0.0655 -3.06 1.56964
53 1493.96 1 -0.436 1.56964
54 1493.93 0.0103 -1.82 1.4401
55 1493.9 0.00634 -1.82 1.4401
56 1491.22 1 -1.04 1.4401
57 1486.52 1 -2.06 0.875753
58 1474.15 0.72 -5.92 0.361587
59 1467.6 1 3.71 0.361587
60 1466.76 0.0392 -9.7 0.362031
61 1464.49 1 2.37 0.362031
62 1465.74 1 7.46 0.382585
63 1463.84 1 3.7 0.765169
64 1462.59 1 1.46 0.970246
65 1461.84 1 0.609 1.06775
66 1461.84 3.46e-05 -0.459 1.06722
67 1461.49 1 0.0794 1.06722
68 1461.31 1 -0.0249 1.06411
69 1461.15 1 -0.0482 0.704805
70 1461.02 1 -0.048 0.542212
71 1460.9 1 -0.0407 0.352688
72 1460.84 0.571 -0.0454 0.300386
73 1460.82 0.173 -0.0439 0.300386
74 1460.75 1 -0.0275 0.300386
75 5345.83 0.482 7.66e+05 0.187329
76 1419.03 0.721 -7.72 0.374659
77 1424.63 1 39.3 0.374659
78 1412.24 1 8.09 0.749318
79 1406.21 0.954 -0.826 0.749375
80 1405.88 1 -0.0732 0.749375
81 1405.41 1 -0.23 0.249792
82 1403.06 0.559 -2.1 0.0832639
83 1403.45 1 4.58 0.0832639
84 1402.76 1 -0.0604 0.166528
85 3461.98 0.773 1.48e+05 0.0963285
86 1402.73 1 2.64 0.192657
87 1416.71 1 61.7 0.322193
88 1401.48 1 -0.0198 0.644387
89 1402.54 1 5.55 0.460866
90 1400.66 1 -0.182 0.921732
91 1401.17 1 2.78 0.485133
92 1400.16 1 -0.127 0.970266
93 1428.87 1 66.9 0.759625
94 1402.97 1 7.33 1.51925
95 1399.49 1 -0.139 6.077
96 1400.36 1 2.43 2.04758
97 1399.23 1 0.0874 4.09516
98 1398.74 1 -0.161 4.08258
99 1398.31 1 -0.0117 1.36086
100 1397.91 1 -0.117 1.02272
101 1397.66 1 -0.0709 0.629387
102 1397.49 1 -0.0588 0.564504
103 1397.37 1 -0.0428 0.457902
104 1397.29 1 -0.0332 0.366788
105 1397.22 1 -0.0266 0.28901
106 1397.16 1 -0.0215 0.226341
107 1397.12 1 -0.0174 0.177571
108 1397.08 1 -0.0139 0.139895
109 1397.06 1 -0.0111 0.11072
110 1397.03 1 -0.00879 0.0879191
111 1397.02 1 -0.00697 0.0699148
112 1397 1 -0.00553 0.0555861
113 1396.99 1 -0.00429 0.0441144
114 1396.99 1 0.00258 0.0346036
115 1396.99 0.165 0.019 0.0346047
116 1396.99 0.201 0.00902 0.0692094
117 1396.99 0.341 -0.000448 0.276838
118 1396.98 1 -0.000458 0.276838
119 1396.98 1 -0.000409 0.181861
120 1396.98 1 -6.35e-05 0.08535
121 1396.99 1 0.0197 0.0829354
122 1396.98 1 0.00276 0.165871
123 1396.98 1 -0.000127 0.663483
124 1396.98 1 -0.000123 0.502746
125 1396.98 1 -0.000338 0.167582
126 1396.98 0.418 -0.000931 0.0558606
127 1396.98 1 -0.000791 0.0558606
128 1396.97 1 0.000547 0.0186202
129 1398.17 1 2.64 0.0185694
130 1397.35 1 0.8 0.0371388
131 1396.98 1 0.0209 0.148555
132 1396.97 1 -0.000173 1.18844
133 1396.97 1 -1.65e-05 0.402797
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Warning: LSQLIN did not converge. Infeasible network contraints.
> In mylsqlin
In multistart
In multistart
In estimate
In inca_script (line 160)
Warning: Network is ill-conditioned.
Directional
Iteration Residual Step-size derivative Lambda
0 1e+22
Maximum lambda value exceeded.
Directional
Iteration Residual Step-size derivative Lambda
0 490438
1 490428 1.06e-05 -4.82e+05 1.18689
2 490234 0.000201 -4.82e+05 1.18689
3 490087 0.000153 -4.82e+05 1.18689
4 447171 0.0408 -5.69e+05 1.18689
5 325877 0.105 -6.76e+05 1.18689
6 297536 0.0384 -4.26e+05 1.18689
7 294912 0.00446 -2.98e+05 1.18689
8 276731 0.0298 -3.25e+05 1.18689
9 276585 0.000272 -2.69e+05 1.18689
10 202744 0.102 -4.85e+05 1.18689
11 176501 0.0563 -2.8e+05 1.18689
12 128542 0.0979 -3.77e+05 1.18689
13 116476 0.0452 -1.45e+05 1.18689
14 52754 0.193 -2.67e+05 1.18689
15 5977.71 0.433 1.3e+05 1.18689
16 2984.77 0.47 1.58e+04 1.18689
17 2289.16 0.693 3.54e+03 1.18689
18 2084.1 0.522 2.23e+03 1.18689
19 2051.37 0.0944 -168 1.18689
20 1944.98 1 -0.944 1.18689
21 1980.2 0.78 990 0.456903
22 1813.2 0.648 616 0.913806
23 1647.69 1 6.6 0.913806
24 1627.69 1 53.4 0.537373
25 1488.94 1 -15.5 0.620354
26 1465.13 0.594 -9.33 0.43749
27 1454.95 1 -1.2 0.43749
28 1451.01 0.0789 -21.5 0.14583
29 1442.7 0.436 -0.703 0.14583
30 1427.22 0.804 130 0.14583
31 1417.8 1 2.07 0.14583
32 1416.67 1 0.526 0.101025
33 1416.48 1 0.161 0.0990643
34 1405.67 0.611 -4.45 0.0990637
35 1403.13 1 -0.194 0.0990637
36 1402.69 0.438 -0.345 0.0330212
37 1402.47 1 -0.0161 0.0330212
38 1401.39 1 -0.231 0.011259
39 1400.29 0.153 -21.5 0.0104686
40 1399.86 1 0.0345 0.0104686
41 1399.81 1 0.0181 0.00780222
42 1389.46 0.505 0.835 0.00779549
43 1385.14 1 -0.336 0.00779549
44 1384.45 1 0.188 0.00620533
45 1384.53 0.941 0.501 0.00599565
46 1384.53 0.97 0.479 0.0119913
47 1384.75 0.368 3.45 0.0479652
48 1384.27 1 0.441 0.383722
49 1384.07 1 0.262 0.466115
50 1383.59 0.246 -0.621 0.470974
51 1383.58 0.00471 -0.549 0.470974
52 1383.57 0.0264 -0.241 0.470974
53 1383.32 1 -0.0402 0.470974
54 1383.19 1 -0.0367 0.156991
55 1383.11 1 -0.0241 0.106863
56 1383.05 1 -0.0186 0.100781
57 1383.01 1 -0.0127 0.0949774
58 1382.99 1 -0.00879 0.086408
59 1382.97 1 -0.00659 0.0752113
60 1382.96 1 -0.00553 0.0621686
61 1382.94 1 -0.00542 0.0479844
62 1382.93 1 -0.00687 0.0327856
63 1382.92 1 0.0319 0.0157168
64 1382.9 1 -0.00159 0.0157273
65 1784.33 0.388 2.14e+04 0.0125432
66 1782.88 0.54 1.49e+04 0.0250864
67 1381.09 1 7.07 0.100345
68 1380.75 1 3.78 0.100951
69 1377.9 1 -0.331 0.151734
70 1377.79 1 -0.0156 0.0505781
71 1377.76 1 -0.01 0.0168594
72 1666.92 0.236 9.76e+04 0.00561979
73 1673.09 0.47 4.5e+04 0.0112396
74 1376.6 1 -0.284 0.0449583
75 1616.31 0.751 1.69e+04 0.0176134
76 1377.43 1 3.35 0.0352267
77 1376.46 1 0.506 0.140907
78 1376.14 1 -0.0282 0.141772
79 1373.98 0.0475 -23.2 0.0472575
80 1373.48 1 0.597 0.0472575
81 1379.26 1 33.3 0.046698
82 1373.11 1 0.00114 0.0933959
83 1626.55 0.866 2.85e+03 0.0499475
84 1375.13 1 6.22 0.099895
85 1372.93 1 -0.0582 0.39958
86 1372.91 0.0373 -0.224 0.133193
87 1374.9 1 6.13 0.133193
88 1372.75 1 0.132 0.266387
89 1372.8 1 0.981 0.261803
90 1372.36 1 -0.126 0.523607
91 1387.7 1 48.2 0.174536
92 1372.42 1 0.724 0.349071
93 1372.22 1 -0.0544 1.39628
94 1372.13 1 0.21 0.465428
95 1372 1 0.165 0.470385
96 1371.94 1 0.265 0.472425
97 1371.71 1 -0.00787 0.59622
98 1371.71 1 0.142 0.514924
99 1371.54 1 -0.0366 0.954817
100 1371.58 0.717 0.349 0.318272
101 1371.48 1 0.0115 0.636545
102 1371.44 0.216 -0.0925 0.617225
103 1371.43 1 0.0287 0.617225
104 1371.4 1 -0.00487 0.799275
105 1371.41 1 0.0318 0.549774
106 1371.39 1 -0.0024 1.09955
107 1371.39 1 0.012 0.661652
108 1371.39 1 -0.00146 1.3233
109 1371.38 1 0.00423 0.775549
110 1371.38 1 -0.000923 0.838099
111 1371.37 1 0.00105 0.733167
112 1371.37 1 -0.000185 0.732361
113 1371.37 1 7.88e-05 0.69687
114 1371.36 1 -0.000141 0.678156
115 1371.36 1 -8.37e-05 0.647259
116 1371.36 1 -0.00014 0.621331
117 1371.35 1 -0.000122 0.591843
118 1371.35 1 -0.000136 0.564516
119 1371.35 1 -0.000127 0.536752
120 1371.35 1 -0.000128 0.510436
121 1371.35 1 -0.000123 0.484756
122 1371.34 1 -0.00012 0.4603
123 1371.34 1 -0.000115 0.436792
124 1371.34 1 -0.000112 0.414387
125 1371.34 1 -0.000108 0.392971
126 1371.34 1 -0.000105 0.372558
127 1371.34 1 -0.000102 0.353081
128 1371.33 1 -9.98e-05 0.334516
129 1371.33 1 -9.74e-05 0.316811
130 1371.33 1 -9.52e-05 0.299931
131 1371.33 1 -9.33e-05 0.283835
132 1371.33 1 -9.16e-05 0.268486
133 1371.33 1 -9.01e-05 0.253848
134 1371.33 1 -8.88e-05 0.23989
135 1371.32 1 -8.76e-05 0.226579
136 1371.32 1 -8.98e-05 0.213887
137 1371.32 1 -9.15e-05 0.201561
138 1371.32 1 -9.37e-05 0.18967
139 1371.32 1 -9.4e-05 0.178204
140 1371.32 1 -9.45e-05 0.167297
141 1371.32 0.976 -0.000124 0.156925
142 1371.32 1 -0.000224 0.156925
143 1371.32 1 -0.000591 0.0523082
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 170405
1 170400 1.6e-05 -1.67e+05 0.987759
2 170367 9.94e-05 -1.67e+05 0.987759
3 170360 2.08e-05 -1.67e+05 0.987759
4 169969 0.00117 -1.66e+05 0.987759
5 160208 0.0301 -1.58e+05 0.987759
6 136925 0.0791 -1.38e+05 0.987759
7 128921 0.0307 -1.27e+05 0.987759
8 97264.7 0.157 -6.4e+04 0.987759
9 77005.2 0.121 -7.25e+04 0.987759
10 63258.6 0.0946 -7.06e+04 0.987759
11 42785.4 0.115 -1.33e+05 0.987759
12 22780.6 0.15 -1.17e+05 0.987759
13 19410 0.0732 -2.55e+04 0.987759
14 8786.14 0.199 -4.46e+04 0.987759
15 1859.59 0.444 5.59e+03 0.987759
16 2007.47 0.496 3.54e+04 0.987759
17 2197.17 0.565 2.71e+04 1.97552
18 1859.57 2.02e-05 -454 7.90207
19 2307.3 0.88 1.14e+04 7.90207
20 1749.13 1 836 15.8041
21 1427.88 1 59.4 18.175
22 1400.43 1 0.447 6.05832
23 1384.24 1 0.83 2.01944
24 1379.99 0.423 -4.11 1.08061
25 1378.74 0.25 -2.3 1.08061
26 1376.6 1 -0.432 1.08061
27 1376.15 1 -0.0165 0.489416
28 1376.03 1 -0.0356 0.44625
29 1375.96 0.826 -0.0342 0.14875
30 1375.95 1 -0.00233 0.14875
31 1375.94 1 -0.00108 0.0780165
32 1375.94 0.826 -0.00301 0.0723396
33 1375.93 1 -0.00314 0.0723396
34 1375.91 1 -0.00298 0.0307787
35 1375.87 1 -0.0351 0.0241936
36 1377.69 0.344 68.1 0.00806452
37 1377.63 0.683 34.2 0.016129
38 1375.82 0.842 -0.0327 0.0645162
39 1375.71 1 -0.0727 0.0645162
40 1376.61 0.37 16 0.0215054
41 1376.62 0.729 8.34 0.0430108
42 1375.61 1 -0.0574 0.172043
43 1376.18 0.717 4.77 0.0573477
44 1375.45 1 0.153 0.114695
45 1375.44 0.417 0.764 0.0893086
46 1375.65 0.177 3.04 0.0893086
47 1375.76 0.345 2.44 0.178617
48 1375.6 1 1.02 0.714469
49 1374.93 1 -0.0652 5.71575
50 1374.86 1 0.045 1.90525
51 1374.72 1 -0.00663 1.90463
52 1374.64 0.841 0.123 1.76247
53 1374.61 1 0.184 1.76247
54 1374.41 1 -0.035 2.48176
55 1374.43 1 0.104 1.39074
56 1374.37 1 -0.0107 2.78148
57 1374.34 1 0.00251 1.94824
58 1374.31 1 -0.00865 1.92266
59 1374.29 1 -0.00131 1.43894
60 1374.26 1 -0.00844 1.37362
61 1374.23 1 -0.00149 0.990428
62 1374.21 1 -0.00843 0.943436
63 1374.19 1 -0.00147 0.653759
64 1374.16 1 -0.00938 0.623779
65 1374.13 1 -0.00371 0.399595
66 1374.09 1 -0.0135 0.373291
67 1374.05 1 -0.0113 0.228837
68 1374.01 1 -0.0166 0.199247
69 1373.97 1 -0.0156 0.142018
70 1378.21 1 10.6 0.11781
71 1374.54 1 2.19 0.235619
72 1373.58 1 0.105 0.942476
73 1373.3 1 -0.0766 0.826209
74 1373.17 1 0.00846 0.407894
75 1373.02 1 -0.0028 0.393622
76 1372.83 1 0.0275 0.298356
77 1372.66 1 0.323 0.277563
78 1372.06 1 -0.146 0.282484
79 1373.93 1 4.37 0.161554
80 1371.87 1 0.0539 0.323108
81 1371.76 0.619 -0.033 0.315446
82 1371.63 1 0.0435 0.315446
83 1371.61 0.0371 -0.263 0.314323
84 1371.59 1 0.106 0.314323
85 1371.48 1 -0.0199 0.442721
86 1371.74 1 0.549 0.199784
87 1371.47 1 0.0138 0.399568
88 1371.45 1 -0.00054 0.413348
89 1371.44 1 0.00196 0.391294
90 1371.42 1 -0.00033 0.388734
91 1371.41 1 -0.000163 0.372822
92 1371.41 1 -0.000549 0.359987
93 1371.4 1 -0.000541 0.342154
94 1371.39 1 -0.000595 0.324625
95 1371.39 1 -0.00058 0.306188
96 1371.38 1 -0.000563 0.288206
97 1371.37 1 -0.00054 0.270788
98 1371.37 1 -0.00051 0.254098
99 1371.36 1 -0.000485 0.238332
100 1371.36 1 -0.000456 0.22338
101 1371.36 1 -0.000432 0.20934
102 1371.35 1 -0.000406 0.196086
103 1371.35 1 -0.000385 0.183641
104 1371.35 1 -0.000363 0.17191
105 1371.34 1 -0.000352 0.160882
106 1371.34 1 -0.000339 0.150331
107 1371.34 1 -0.000331 0.140336
108 1371.33 1 -0.000331 0.130812
109 1371.33 0.512 -0.00129 0.121614
110 1371.33 1 -0.000866 0.121614
111 1371.33 1 -0.0019 0.0405379
112 1371.32 1 -0.00199 0.025368
113 1371.32 1 -0.00171 0.0183326
114 1371.31 1 -0.00125 0.0140859
115 1371.31 1 -0.000458 0.0115667
116 1371.31 1 0.00162 0.0112094
117 1371.31 0.64 0.00273 0.0143877
118 1371.31 1 0.0038 0.0143877
119 1371.31 1 0.00322 0.0287755
120 1371.31 1 0.00113 0.115102
121 1371.31 1 0.000509 0.140191
122 1371.31 1 0.000167 0.149334
123 1371.31 1 3.59e-05 0.151747
124 1371.31 1 -1.04e-05 0.151747
125 1371.31 1 -2.72e-05 0.145768
126 1371.31 1 -4.5e-05 0.103731
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 249944
1 249807 0.000279 -2.46e+05 2.30868
2 249706 0.000206 -2.46e+05 2.30868
3 249669 7.56e-05 -2.46e+05 2.30868
4 249636 6.73e-05 -2.46e+05 2.30868
5 249504 0.000269 -2.45e+05 2.30868
6 249464 8.07e-05 -2.45e+05 2.30868
7 249406 0.000118 -2.45e+05 2.30868
8 247244 0.00443 -2.43e+05 2.30868
9 222434 0.0535 -2.23e+05 2.30868
10 222357 0.000175 -2.19e+05 2.30868
11 217049 0.0123 -2.13e+05 2.30868
12 185353 0.0771 -2.04e+05 2.30868
13 169667 0.0404 -2.11e+05 2.30868
14 143519 0.0649 -2.59e+05 2.30868
15 138237 0.0181 -1.53e+05 2.30868
16 134443 0.0138 -1.41e+05 2.30868
17 107688 0.0873 -1.78e+05 2.30868
18 36287.2 0.244 -1.88e+05 2.30868
19 4203.52 0.427 7.51e+04 2.30868
20 3982.81 0.0539 -1.39e+03 2.30868
21 2007.69 0.547 330 2.30868
22 9307.34 1 3.81e+04 2.30868
23 2816.17 1 3.69e+03 4.61737
24 1533.67 1 -25.1 18.4695
25 1464.48 1 -10.2 6.70071
26 1435.14 1 -6.08 3.57431
27 1433.21 0.0491 -19.6 1.19144
28 1426.5 1 0.994 1.19144
29 1423.61 1 -0.594 0.989345
30 1422.91 0.642 -0.423 0.329782
31 1422.72 0.386 -0.225 0.329782
32 1422.65 0.215 -0.139 0.329782
33 1422.51 1 -0.05 0.329782
34 1431.78 1 18.9 0.16312
35 1421.88 1 2.62 0.326239
36 1417.54 1 -0.868 0.462318
37 1413.8 0.261 16.5 0.154106
38 3230.97 0.332 9.89e+04 0.154106
39 3160.35 0.451 6.79e+04 0.308212
40 1545.28 1 1.05e+03 1.23285
41 1394.9 1 -4.27 9.86278
42 1383.73 1 -3.97 3.28759
43 1378.79 0.859 -2.15 1.09586
44 1378.33 1 0.00904 1.09586
45 1377.71 1 -0.19 0.945395
46 1377.69 0.013 -0.771 0.623102
47 1378.2 1 1.37 0.623102
48 1377.52 1 -0.0344 1.2462
49 1377.45 1 0.0528 1.02758
50 1377.33 1 -0.00599 1.02861
51 1377.25 1 0.00476 0.972609
52 1377.18 1 -0.00489 0.956364
53 1377.13 1 -0.00188 0.904969
54 1377.12 0.0633 -0.0424 0.871327
55 1377.08 1 -0.00318 0.871327
56 1377.04 1 -0.00332 0.828915
57 1377.01 1 -0.00253 0.782492
58 1376.98 1 -0.00254 0.741633
59 1376.95 1 -0.00216 0.69914
60 1376.93 1 -0.00208 0.659965
61 1376.91 1 -0.00184 0.620967
62 1376.89 1 -0.00173 0.584534
63 1376.88 1 -0.00156 0.549258
64 1376.86 1 -0.00145 0.516193
65 1376.85 1 -0.00132 0.484673
66 1376.84 0.504 -0.00573 0.4551
67 1376.83 1 -0.00353 0.4551
68 1376.81 1 -0.00746 0.1517
69 1376.79 1 -0.00837 0.0803572
70 1376.78 1 -0.0078 0.0490126
71 1376.76 1 -0.0076 0.0294648
72 1376.74 1 -0.00887 0.0168656
73 1376.68 1 -0.0649 0.0069214
74 1376.49 0.162 -2.27 0.00230713
75 1376.47 1 0.00502 0.00230713
76 1376.48 1 0.0269 0.00227307
77 1376.48 1 0.0271 0.00454613
78 1376.48 1 0.0232 0.0181845
79 1376.47 1 0.00504 0.145476
80 1376.35 1 -0.0542 0.151993
81 1376.07 1 -0.0771 0.0506645
82 1375.99 1 0.00494 0.0262753
83 1375.99 1 0.0114 0.0137598
84 1375.99 1 0.00942 0.0275195
85 1375.98 1 0.00354 0.110078
86 1375.98 1 0.00236 0.111629
87 1375.98 1 0.00113 0.139237
88 1375.98 1 0.000429 0.154495
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 738472
1 738453 1.31e-05 -7.27e+05 16.8538
2 53566 0.558 -3.36e+05 16.8538
3 49745.9 0.0387 -4.79e+04 16.8538
4 47733.9 0.0217 -4.56e+04 16.8538
5 23854.8 0.327 -3.07e+04 16.8538
6 11860.9 0.377 -1.13e+04 16.8538
7 8019.74 0.233 -6.66e+03 16.8538
8 2108.92 0.986 -942 16.8538
9 1467.32 1 -101 16.8538
10 1413.55 1 -10.9 5.61792
11 1400.2 1 -0.418 1.87264
12 1378.93 0.291 -40.1 1.74996
13 1374.01 0.337 -6.28 1.74996
14 1373.52 0.0396 -6.03 1.74996
15 1370.6 0.265 -5.08 1.74996
16 1361.55 1 -3.86 1.74996
17 1351.44 0.253 -18.4 0.58332
18 1293.34 1 -27.5 0.58332
19 1290.49 0.00705 -202 0.19444
20 1182.5 0.298 -161 0.19444
21 991.163 0.908 -31.4 0.19444
22 986.186 1 2.89 0.19444
23 985.693 0.0636 -3.79 0.193603
24 981.903 1 0.0998 0.193603
25 980.776 0.708 2.13 0.147509
26 977.497 1 -0.395 0.147509
27 976.381 1 -0.22 0.131138
28 981.266 1 11.2 0.0831886
29 976.293 1 0.264 0.166377
30 976.156 1 0.0548 0.178332
31 976.153 1 0.14 0.178232
32 976.025 1 -0.0198 0.333803
33 1047.6 1 128 0.122206
34 982.346 1 14.5 0.244412
35 974.661 1 -0.0118 0.977648
36 974.992 1 0.959 0.325883
37 974.494 1 -0.00273 0.651766
38 974.35 1 -0.042 0.646543
39 974.268 1 -0.0291 0.401226
40 974.214 1 -0.0202 0.353743
41 974.176 1 -0.0151 0.288221
42 974.146 1 -0.0118 0.231727
43 974.122 1 -0.00951 0.182826
44 974.106 1 -0.0069 0.142826
45 974.093 1 -0.00555 0.0968717
46 974.081 1 -0.00542 0.0572344
47 974.071 1 -0.00187 0.0344582
48 974.178 0.453 0.426 0.032003
49 974.136 0.721 0.165 0.0640061
50 974.069 1 0.00144 0.256024
51 974.067 1 -0.000535 0.264867
52 974.064 1 -0.00124 0.0882889
53 974.069 1 0.0177 0.0355185
54 974.062 1 0.000833 0.0710369
55 974.103 0.862 0.0882 0.0710534
56 974.066 1 0.0105 0.142107
57 974.061 1 -0.000388 0.568427
58 974.06 1 -0.000263 0.388925
59 974.059 1 -0.000471 0.195708
60 974.056 1 -0.00129 0.0652361
61 974.053 1 0.00182 0.0217454
62 1008.76 1 98 0.0217459
63 976.347 1 5.3 0.0434917
64 974.059 1 0.0177 0.173967
65 974.05 1 -0.000385 1.39173
66 974.049 1 -0.000167 0.463911
67 974.049 1 -0.00016 0.441121
68 974.048 1 -0.000321 0.179621
69 974.046 1 -0.000881 0.0598736
70 974.049 0.734 0.0146 0.0199579
71 974.047 1 0.00416 0.0399157
72 974.046 1 -0.000229 0.159663
73 974.045 1 -0.000217 0.127691
74 974.044 1 0.000303 0.11502
75 974.045 1 0.00341 0.115989
76 974.044 1 6.69e-05 0.231977
77 974.043 1 -0.000171 0.231975
78 974.042 0.907 -0.000256 0.168658
79 974.042 1 -0.000161 0.168658
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 95111.2
1 95070.1 0.000228 -9.01e+04 0.69049
2 95063.6 3.61e-05 -9e+04 0.69049
3 95053.9 5.37e-05 -9e+04 0.69049
4 95024 0.000166 -9e+04 0.69049
5 95000.4 0.000131 -9e+04 0.69049
6 94962.9 0.000208 -9e+04 0.69049
7 94932.8 0.000167 -9e+04 0.69049
8 94797.7 0.00075 -9.02e+04 0.69049
9 94744.3 0.000297 -8.99e+04 0.69049
10 84549.2 0.0514 -1.08e+05 0.69049
11 83411.4 0.00692 -8.46e+04 0.69049
12 75204 0.0433 -1.12e+05 0.69049
13 64661.9 0.0607 -1.03e+05 0.69049
14 63881.1 0.00643 -6.15e+04 0.69049
15 52939.9 0.0807 -7.5e+04 0.69049
16 49600.8 0.128 2.22e+05 0.69049
17 33322.1 0.14 -7.76e+04 0.69049
18 10358.2 0.227 -2.33e+04 0.69049
19 7092.62 0.209 -8.34e+03 0.69049
20 3286.48 0.572 1.97e+03 0.69049
21 3109.68 0.181 -455 0.69049
22 8055.08 1 3.49e+04 0.69049
23 5537.64 1 1.49e+04 1.38098
24 3512.18 1 2.8e+03 5.52392
25 2874.22 1 221 44.1913
26 2749.15 1 -15 38.7313
27 2724.14 1 -6.28 12.9104
28 2715.88 0.563 -5.76 7.50858
29 2708.19 1 -2.9 7.50858
30 2694.52 1 -6.8 3.54439
31 2545.95 1 -75.2 1.18146
32 2516.59 0.286 -33.1 0.393821
33 2488.12 0.954 -2.57 0.393821
34 2484.9 1 6.64 0.393821
35 2484.9 2.07e-05 -4.64 0.39765
36 2483.29 1 1.68 0.39765
37 2483.17 1 3.47 0.434749
38 2481.89 1 0.849 0.777559
39 2481.58 1 0.315 0.82274
40 2462.7 0.932 41.8 0.836924
41 2433.09 1 -4.1 0.836924
42 2430.64 1 -0.11 0.293967
43 2430.43 1 -0.00912 0.097989
44 2430.32 1 0.0701 0.0956652
45 2430.17 0.574 -0.0187 0.0962111
46 2430.13 1 0.0104 0.0962111
47 2430.1 1 0.0321 0.0962098
48 2430.09 1 0.0631 0.101541
49 2430.06 0.894 0.0672 0.136677
50 2430.05 1 0.0723 0.136677
51 2430.04 1 0.0694 0.203776
52 2430.02 1 0.0623 0.270779
53 2430 1 0.0372 0.341314
54 2429.98 1 0.0198 0.372875
55 2429.97 1 0.00814 0.382435
56 2429.95 1 0.000755 0.382862
57 2429.94 1 -0.00234 0.378102
58 2429.92 1 -0.00655 0.329737
59 2429.93 1 0.114 0.163564
60 2429.9 1 -0.00555 0.327128
61 2429.95 1 0.213 0.175081
62 2429.87 1 -0.00848 0.350162
63 2430.44 1 1.57 0.148148
64 2429.85 1 0.0277 0.296296
65 2429.85 1 0.119 0.296496
66 2429.74 1 -0.0225 0.565964
67 2429.84 1 0.368 0.372058
68 2429.68 1 -0.0144 0.744115
69 2429.7 1 0.159 0.485751
70 2429.63 1 -0.0161 0.971502
71 2429.74 1 0.353 0.447392
72 2429.59 1 -0.00798 0.894784
73 2429.55 1 0.0369 0.691049
74 2429.49 1 0.0295 0.692339
75 2429.43 1 0.0262 0.692315
76 2429.35 1 0.0216 0.692132
77 2429.29 1 0.0333 0.691654
78 2429.22 1 0.0126 0.691892
79 2429.16 1 -0.00199 0.689952
80 2429.11 1 -0.00545 0.667419
81 2429.07 1 -0.00599 0.62635
82 2429.04 1 -0.00582 0.573544
83 2429.01 1 -0.00538 0.513434
84 2428.99 1 -0.00495 0.451504
85 2428.97 1 -0.00454 0.39074
86 2428.96 1 -0.00422 0.333801
87 2428.94 1 -0.00395 0.281516
88 2428.93 1 -0.00377 0.234606
89 2428.92 1 -0.00366 0.192888
90 2428.91 1 -0.00364 0.156377
91 2428.89 1 -0.0037 0.124649
92 2428.88 1 -0.00386 0.0975746
93 2428.87 1 -0.00413 0.0747264
94 2428.87 0.265 -0.00725 0.0559457
95 2428.85 1 -0.00441 0.0559457
96 2428.84 1 -0.00481 0.0377112
97 2428.83 1 -0.00583 0.0276961
98 2428.81 1 -0.00651 0.0183602
99 2428.79 1 -0.00773 0.0126799
100 2428.77 1 -0.00284 0.00787313
101 2428.88 1 0.482 0.00654452
102 2428.75 1 -0.00349 0.013089
103 2429.29 1 2.13 0.00719916
104 2428.74 1 0.0258 0.0143983
105 2428.78 1 0.164 0.0150775
106 2428.72 1 -0.00263 0.0301551
107 2428.71 1 0.0187 0.0217654
108 2428.7 1 0.00648 0.0223746
109 2428.68 1 0.00224 0.0223173
110 2428.68 1 0.0113 0.0192178
111 2428.68 1 0.00941 0.0384355
112 2428.68 1 0.0059 0.153742
113 2428.68 1 3.37e-05 1.22994
114 2428.45 1 -0.0462 1.21466
115 2428.31 1 -0.0554 0.924674
116 2428.15 1 0.21 0.308225
117 2428.97 1 3 0.304291
118 2427.7 1 -0.123 0.608583
119 2427.42 1 0.716 0.374267
120 2425.73 1 -0.558 0.398683
121 2425.34 0.0983 -1.88 0.274392
122 2422.5 0.857 -1.32 0.274392
123 2422.38 1 0.0346 0.274392
124 2422.23 1 -0.00888 0.273983
125 2422.1 1 0.000811 0.111987
126 2421.97 1 -0.014 0.111986
127 2421.87 1 0.356 0.0373288
128 4250.6 0.514 1.75e+05 0.0413383
129 2721.23 1 6.55e+03 0.0826766
130 2421.41 1 -0.0737 0.330706
131 2574.24 1 1.53e+03 0.110235
132 2421.45 1 0.96 0.220471
133 2421.29 1 -0.053 0.881884
134 2421.16 1 0.399 0.293961
135 2425.92 1 15.9 0.295818
136 2420.68 1 -0.0152 0.591636
137 2420.74 1 1.14 0.492017
138 2420.26 1 -0.133 0.984034
139 2420.37 1 1.07 0.465538
140 2419.96 1 -0.0912 0.931077
141 2419.62 1 -0.0622 0.681645
142 2419.2 1 -0.154 0.628467
143 2418.68 1 -0.217 0.438324
144 2417.81 1 -0.391 0.28239
145 2415.62 1 -1.03 0.144868
146 2413.14 0.201 -6.11 0.0611246
147 2407.78 0.209 -12.8 0.0611246
148 2335.32 1 -34.7 0.0611246
149 2023.69 1 -21.7 0.0203749
150 2742.38 0.426 7.4e+03 0.00679162
151 2741.84 0.822 3.74e+03 0.0135832
152 2023.59 1 4.12 0.0543329
153 2018.94 1 -0.331 0.105523
154 2018.69 1 -0.0398 0.0351744
155 2018.57 1 -0.0392 0.03431
156 2018.47 1 -0.0429 0.0242328
157 2018.36 0.314 -0.178 0.0138232
158 2017.43 1 -0.38 0.0138232
159 2016.68 1 1.19 0.00482337
160 2016.16 1 0.571 0.00482638
161 2015.85 0.66 0.266 0.00482864
162 2015.83 1 0.121 0.00482864
163 2015.32 1 -0.165 0.00709009
164 2165.34 0.779 766 0.00236336
165 2164.81 0.877 679 0.00472673
166 2020.34 1 33.2 0.0189069
167 2013.88 1 -0.705 0.151255
168 2109.25 0.649 613 0.0504184
169 2096.9 0.882 415 0.100837
170 2004 1 -6.46 0.403347
171 1957.7 0.21 -131 0.134449
172 1944.79 0.141 -44.5 0.134449
173 1852.61 1 -67.6 0.134449
174 1774.81 0.724 2.85e+03 0.0448164
175 1693.59 0.126 -173 0.0448164
176 1311.45 1 33.8 0.0448164
177 1288.06 1 1.05 0.0149388
178 1281.46 1 -0.497 0.0147152
179 1278.58 1 -0.54 0.0147146
180 1276.32 1 -0.45 0.0147147
181 1276.06 1 -0.0564 0.0090331
182 1267.42 1 -1.34 0.00301103
183 12410.1 0.267 8.06e+07 0.00100368
184 12436.8 0.492 4.39e+07 0.00200736
185 1266.48 1 -0.798 0.00802942
186 12452.9 0.0388 2.31e+08 0.00267647
187 12453 0.0824 1.09e+08 0.00535295
188 12453.7 0.326 2.75e+07 0.0214118
189 1265.76 1 -0.59 0.171294
190 12396.4 0.192 2.82e+07 0.0570981
191 12395 0.38 1.43e+07 0.114196
192 1262.27 1 -4.94 0.456785
193 12143.7 0.128 1.4e+07 0.152262
194 12133.8 0.243 7.37e+06 0.304523
195 12074.6 0.933 1.91e+06 1.21809
196 1261.36 1 -0.482 9.74475
197 1256.23 1 -4.55 3.24825
198 11573.9 0.424 1.9e+06 1.08275
199 11544.4 0.818 9.81e+05 2.1655
200 1251.22 1 -3.51 8.662
201 11115.1 0.792 6.81e+05 2.88733
202 1230.02 1 -15.9 5.77466
203 8692.38 0.344 4.41e+05 1.92489
204 8528.89 0.562 2.64e+05 3.84978
205 1198.11 1 -15.4 15.3991
206 5267.55 0.704 6.02e+04 5.13303
207 1873.45 1 4.54e+03 10.2661
208 1174.86 1 -11 41.0643
209 1181.48 1 148 13.6881
210 1152.33 1 -8.7 27.3762
211 1143.04 1 33.1 9.1254
212 1128.48 1 -0.0447 9.16747
213 1127.21 1 0.352 3.05582
214 1126.93 1 0.192 2.91765
215 1126.84 1 0.0865 2.91702
216 1126.81 1 0.0346 2.92455
217 1126.78 0.475 -0.0216 2.92853
218 1126.76 1 -0.00325 2.92853
219 1126.76 1 -0.000181 0.976175
220 1126.76 0.502 -0.000334 0.396191
221 1126.76 1 -0.000141 0.396191
222 1126.76 1 -0.000232 0.132064
223 1126.76 1 -0.000614 0.0440212
224 1126.75 1 -0.00152 0.0146737
225 1126.75 1 -0.00282 0.00521036
226 1126.74 1 -0.00278 0.00313982
227 1126.74 0.297 -0.00372 0.00174535
228 1126.73 1 -0.00323 0.00174535
229 1126.7 1 -0.0219 0.000581784
230 5686.81 0.103 1.02e+09 0.000193928
231 5686.81 0.207 5.09e+08 0.000387856
232 5686.8 0.819 1.29e+08 0.00155143
233 1126.7 1 -0.00443 0.0124114
234 1126.54 1 -0.339 0.00413713
235 5686.57 0.0271 7.72e+08 0.00137904
236 5686.57 0.0536 3.91e+08 0.00275809
237 5686.58 0.212 9.88e+07 0.0110324
238 1126.36 0.786 -0.214 0.0882588
239 5686.48 0.909 1.23e+07 0.0882588
240 1125.88 1 -0.529 0.176518
241 5685.85 0.274 1.83e+07 0.0588392
242 5685.96 0.546 9.18e+06 0.117678
243 1125.14 1 -0.685 0.470714
244 5685.16 0.394 6.82e+06 0.156905
245 5685.45 0.784 3.42e+06 0.313809
246 1124.36 1 -0.567 1.25524
247 5684.92 0.708 2.55e+06 0.418412
248 1118.68 1 -9.25 0.836825
249 5677.01 0.165 3.12e+06 0.278942
250 5676.84 0.302 1.69e+06 0.557883
251 1088.18 1 26.8 2.23153
252 5597.39 0.415 1.19e+05 0.743844
253 5589.89 0.484 1e+05 1.48769
254 1698.45 0.682 9.25e+04 5.95075
255 1043.49 1 -15 47.606
256 1357.13 0.419 7.55e+04 15.8687
257 1358.42 0.613 5.26e+04 31.7373
258 1028.67 1 -7.99 126.949
259 1352.29 0.237 6.14e+04 42.3165
260 1349.62 0.316 4.57e+04 84.6329
261 1347.83 0.782 1.85e+04 338.532
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 59393.4
1 34696.7 0.178 -7.83e+04 0.223123
2 27869.2 0.0907 -4.06e+04 0.223123
3 20474.2 0.139 -2.56e+04 0.223123
4 6480.92 0.484 -9.39e+03 0.223123
5 6453.77 0.00264 -5.11e+03 0.223123
6 5099.59 0.172 -3.02e+03 0.223123
7 4279.05 0.142 -2.22e+03 0.223123
8 2544.17 0.973 -275 0.223123
9 2469.3 0.0322 -1.03e+03 0.223123
10 2226.77 0.155 -501 0.223123
11 2164.02 0.031 -910 0.223123
12 2134.6 0.0142 -985 0.223123
13 2098.68 0.0179 -947 0.223123
14 1512.64 1 -84.1 0.223123
15 1403.51 0.105 -497 0.223032
16 1008.73 1 -48.3 0.223032
17 997.437 0.328 -14.1 0.0743441
18 986.339 1 -1.44 0.0743441
19 1492.21 0.715 2.25e+03 0.0247814
20 1123.79 1 367 0.0495627
21 985.678 1 0.341 0.198251
22 985.336 1 -0.00339 0.168783
23 1001.34 1 30.3 0.13986
24 986.521 1 6.95 0.279721
25 982.862 1 0.081 1.11888
26 982.348 1 -0.113 0.802502
27 982.092 1 -0.0805 0.787403
28 981.961 1 -0.0471 0.667329
29 981.876 1 -0.0319 0.572277
30 981.816 1 -0.0234 0.471746
31 981.77 1 -0.0181 0.381226
32 981.734 1 -0.0143 0.303912
33 981.71 0.806 -0.0126 0.240296
34 981.689 1 -0.00871 0.240296
35 981.672 1 -0.00703 0.170376
36 981.658 1 -0.00609 0.110119
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 137002
1 136407 0.0022 -1.37e+05 1.38282
2 135795 0.00227 -1.37e+05 1.38282
3 135207 0.00219 -1.36e+05 1.38282
4 133788 0.00521 -1.4e+05 1.38282
5 132404 0.00514 -1.39e+05 1.38282
6 132190 0.000825 -1.3e+05 1.38282
7 129507 0.00984 -1.44e+05 1.38282
8 96888.7 0.0868 -2.49e+05 1.38282
9 83004.5 0.0612 -1.33e+05 1.38282
10 42595.9 0.169 -1.56e+05 1.38282
11 30564.6 0.149 -4.49e+04 1.38282
12 28911.7 0.0288 -2.89e+04 1.38282
13 27453.6 0.027 -2.72e+04 1.38282
14 25707.8 0.0337 -2.63e+04 1.38282
15 15357.4 0.175 -4.17e+04 1.38282
16 13692.2 0.0566 -1.56e+04 1.38282
17 4785.2 0.279 -1.9e+04 1.38282
18 1615.89 0.522 417 1.38282
19 1472.58 0.448 -116 1.38282
20 1467.13 0.99 5.51e+03 1.38282
21 1455.66 0.242 -21.2 1.38282
22 1441.25 1 4.06 1.38282
23 1432.61 0.679 -4.01 0.623676
24 1431.14 1 -0.143 0.623676
25 1430.31 1 -0.26 0.207892
26 1430.03 1 0.0505 0.0692974
27 1429.94 1 0.25 0.0544503
28 1429.7 1 0.0222 0.0759914
29 1429.54 1 -0.173 0.0420058
30 1429.46 0.00232 -17 0.0140019
31 1425.38 0.148 -11.1 0.0140019
32 1423.1 0.093 -11.5 0.0140019
33 1417.99 0.149 -55.5 0.0140019
34 1412.7 1 -0.402 0.0140019
35 1411.19 1 -1.7 0.00989606
36 1862.94 0.0763 3.32e+05 0.00329869
37 1862.91 0.0891 2.82e+05 0.00659738
38 1862.85 0.166 1.46e+05 0.0263895
39 1862.62 0.879 2.56e+04 0.211116
40 1410.01 1 -0.544 1.68893
41 1404.23 1 -3.04 0.562976
42 1405.4 0.404 159 0.187659
43 1395.69 0.508 6.55 0.375317
44 1391.73 0.877 -0.359 0.375317
45 1390.98 1 -0.0525 0.375317
46 1390.96 1 0.00127 0.125106
47 1390.96 1 -3.58e-05 0.112346
48 1390.83 1 0.00469 0.0974249
49 1390.83 1 0.00135 0.032475
50 1390.82 1 0.00109 0.032318
51 1391.35 0.36 2.79 0.032279
52 1391.38 0.506 2.06 0.064558
53 1388.19 0.109 -10.9 0.258232
54 1385.87 0.122 -8.58 0.258232
55 1378.97 1 -0.0455 0.258232
56 1377.48 1 -0.00268 0.212276
57 1376.65 0.274 -1.42 0.157655
58 1376.41 1 0.0143 0.157655
59 1373.73 1 -0.776 0.157655
60 1372.55 1 -0.138 0.0881438
61 1372.54 0.0348 -0.125 0.0293813
62 1372.42 1 -0.0139 0.0293813
63 1372.37 1 -0.0182 0.0189314
64 2432.15 0.416 4.59e+05 0.00946911
65 2430.52 0.812 2.31e+05 0.0189382
66 1372.34 1 -0.0129 0.0757529
67 2417.44 0.744 1.78e+05 0.025251
68 1372.33 1 0.353 0.0505019
69 2352.88 0.898 4.37e+04 0.0745799
70 1372.41 1 1.04 0.14916
71 1372.16 1 -0.0311 0.596639
72 1372.18 1 0.488 0.19888
73 1372.08 1 -0.0361 0.397759
74 1401.15 1 211 0.132586
75 1372.08 1 0.421 0.265173
76 1371.76 1 -0.0517 0.490084
77 1372.53 1 2.69 0.25495
78 1371.6 1 0.00918 0.5099
79 1371.47 1 -0.000291 0.432754
80 1371.37 1 -0.0218 0.375181
81 1371.33 1 -0.00654 0.220441
82 1371.32 1 -0.00405 0.165512
83 1371.31 1 -0.00117 0.0583712
84 1371.31 1 -0.000949 0.0311846
85 1371.31 1 -0.000892 0.0198987
86 1371.3 1 -0.000688 0.0160643
87 1371.3 1 -0.000488 0.0131275
88 1371.3 1 -0.000105 0.0112083
89 1371.3 1 0.000579 0.0109281
90 1371.3 1 0.00237 0.0153642
91 1371.3 1 0.00197 0.0307284
92 1371.3 1 0.000688 0.122914
93 1371.3 1 0.000293 0.153019
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 52731.8
1 52727.8 3.95e-05 -5.05e+04 0.223656
2 52721.7 6.09e-05 -5.05e+04 0.223656
3 52715 6.62e-05 -5.05e+04 0.223656
4 52713.3 1.7e-05 -5.05e+04 0.223656
5 52692.5 0.000206 -5.04e+04 0.223656
6 52646.8 0.000453 -5.04e+04 0.223656
7 48972 0.0388 -4.53e+04 0.223656
8 48829.3 0.00153 -4.64e+04 0.223656
9 41289.6 0.0928 -3.86e+04 0.223656
10 41212.4 0.000977 -3.94e+04 0.223656
11 41207.7 6.08e-05 -3.94e+04 0.223656
12 41194.5 0.000166 -3.94e+04 0.223656
13 40343.1 0.0105 -4.18e+04 0.223656
14 26920.1 0.116 -8.51e+04 0.223656
15 19669.3 0.0987 -5.69e+04 0.223656
16 9466.47 0.216 -3.48e+04 0.223656
17 6229.57 0.195 -9.17e+03 0.223656
18 3242.89 0.261 -6.46e+03 0.223656
19 2426.27 0.558 6.27e+03 0.223656
20 2910.42 0.497 5.73e+03 0.223656
21 2748.81 0.514 4.34e+03 0.447312
22 1851.88 0.755 2.8e+03 1.78925
23 3657.13 1 8.11e+03 1.78925
24 1690.05 0.629 115 3.5785
25 1586.22 1 756 3.5785
26 1447.54 1 -22.1 3.57739
27 1417.64 1 3.1 1.31873
28 1414.39 1 -0.465 0.768544
29 1413.11 1 -0.297 0.748403
30 1412.71 1 -0.115 0.660376
31 1412.43 1 -0.0906 0.578162
32 1423.81 1 21.4 0.397263
33 1412.38 1 1.03 0.794526
34 1411.21 1 -0.0234 1.43821
35 1411.14 1 0.508 0.744465
36 1410.38 1 -0.0967 1.08423
37 1409.19 1 -0.391 0.361408
38 1403.91 1 -2.09 0.221611
39 1403.22 0.0107 -32.3 0.0738702
40 1403.18 0.00561 -3.11 0.0738702
41 1401.85 0.296 -1.54 0.0738702
42 1398.28 1 -1.31 0.0738702
43 1397.81 0.186 0.428 0.0479165
44 1397.53 0.221 -0.574 0.0479165
45 1397.11 1 -0.0314 0.0479165
46 1397.04 1 0.00538 0.0368331
47 1401.9 1 11.5 0.0365446
48 1397.82 1 1.72 0.0730891
49 1397.03 1 0.00765 0.292357
50 1397.02 1 -0.00177 0.292821
51 1397.01 1 -0.00351 0.097607
52 1397 1 -0.00401 0.0553201
53 1396.99 1 -0.00338 0.0390204
54 1397 1 0.0309 0.030005
55 1396.99 1 0.00811 0.0600101
56 1396.99 1 -0.000115 0.24004
57 1396.99 1 -0.000248 0.228693
58 1396.99 1 -0.000143 0.205746
59 1396.99 1 0.000197 0.196495
60 1396.99 1 0.000784 0.196494
61 1396.99 1 0.00171 0.209647
62 1396.98 1 0.000446 0.35888
63 1396.98 1 -5.21e-06 0.35888
64 1396.98 1 -6.55e-05 0.346487
65 1396.98 1 -0.000118 0.329754
66 1396.98 1 -0.00016 0.280441
67 1396.98 1 -0.000214 0.200309
68 1396.98 1 -0.000192 0.137968
69 1396.98 1 0.000765 0.119216
70 1396.98 1 0.00662 0.142522
71 1396.98 1 0.000851 0.285045
72 1396.98 1 6.79e-05 0.341963
73 1396.98 1 9.78e-06 0.336993
74 1396.98 1 -3.99e-05 0.333901
75 1396.98 1 -7.39e-05 0.320562
76 1396.98 1 -0.000101 0.276026
77 1396.98 1 -0.000133 0.20596
78 1396.98 1 -0.000128 0.145707
79 1396.98 1 0.000248 0.125656
80 1396.98 1 0.00362 0.126773
81 1396.98 1 0.000593 0.253546
82 1396.98 1 8.06e-05 0.368251
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 173523
1 173505 5.51e-05 -1.65e+05 0.859206
2 173184 0.00097 -1.65e+05 0.859206
3 172636 0.00166 -1.65e+05 0.859206
4 172591 0.000136 -1.64e+05 0.859206
5 165640 0.021 -1.66e+05 0.859206
6 152955 0.0389 -1.7e+05 0.859206
7 147226 0.0178 -1.8e+05 0.859206
8 130127 0.0566 -1.63e+05 0.859206
9 51191.3 0.127 -7.56e+05 0.859206
10 33754.8 0.14 -7.9e+04 0.859206
11 32683.1 0.0166 -3.32e+04 0.859206
12 30023.1 0.0409 -3.49e+04 0.859206
13 12105.4 0.216 -5.93e+04 0.859206
14 2327.16 0.369 -3.86e+03 0.859206
15 2102.87 0.158 -723 0.859206
16 2102.74 0.000145 -465 0.859206
17 1753.3 0.601 1.11e+03 0.859206
18 1628.49 0.698 183 0.859206
19 1670.93 1 318 0.859206
20 1577.46 0.817 123 1.71841
21 1552.36 0.286 -36.3 1.71841
22 1523.43 1 3.27 1.71841
23 1520.55 1 0.618 1.71841
24 1519.95 1 0.128 1.24859
25 1503.91 1 -0.935 0.90548
26 1503.9 0.00136 -2.24 0.780766
27 1502.73 0.317 -1.49 0.780766
28 1501.68 1 -0.0667 0.780766
29 1501.62 1 0.00172 0.260255
30 1501.39 1 -0.0239 0.25572
31 1501.35 1 -0.00477 0.08524
32 1705.84 1 3.15e+03 0.0284133
33 1501.53 1 0.763 0.0568266
34 1501.32 1 -0.0109 0.227307
35 1501.4 1 0.376 0.0757689
36 1501.29 1 -0.00806 0.151538
37 1508.65 1 31.7 0.0505126
38 1501.34 1 0.303 0.101025
39 1501.26 1 -0.0115 0.404101
40 1501.26 1 0.123 0.1347
41 1501.17 1 0.0373 0.20609
42 1501.19 1 0.249 0.202585
43 1501.07 1 -0.029 0.405169
44 1501.83 1 2.07 0.135056
45 1501.06 1 0.101 0.270113
46 1500.96 1 -0.0137 0.372922
47 1500.93 1 0.0359 0.26839
48 1500.88 1 -0.00765 0.269467
49 1500.86 1 -0.00164 0.169133
50 1500.86 1 -0.000932 0.103501
51 1500.86 1 -0.000279 0.0345002
52 1500.86 1 -0.000898 0.0115001
53 1500.85 1 -0.00583 0.00383336
54 1501.08 0.239 5.14 0.00127779
55 1501.11 0.477 2.97 0.00255557
56 1500.83 1 0.00477 0.0102223
57 1501.47 0.289 7.28 0.00361851
58 1501.64 0.576 4.73 0.00723702
59 1500.82 1 0.0377 0.0289481
60 1504.73 0.796 12.3 0.0290898
61 1501.56 1 1.74 0.0581797
62 1500.76 1 0.00453 0.232719
63 1501.12 1 0.916 0.208976
64 1500.69 1 0.0316 0.417951
65 1500.86 1 0.612 0.416358
66 1500.52 1 -0.0459 0.832717
67 1500.41 1 0.123 0.564317
68 1500.07 1 -0.0735 0.568642
69 1499.92 0.241 -0.245 0.423393
70 1499.93 1 0.783 0.423393
71 1499.58 1 -0.0897 0.846787
72 1499.3 0.515 -0.141 0.497112
73 1498.84 1 -0.085 0.497112
74 1498.48 1 -0.0332 0.355139
75 1494.65 0.59 -1.88 0.34838
76 1493.14 1 -0.235 0.34838
77 1486.44 1 -2.54 0.269564
78 1476.79 0.476 -2.32 0.182404
79 1469.13 1 0.384 0.182404
80 1465.64 1 3.35 0.177884
81 1463.56 1 0.911 0.178003
82 1460.19 1 -0.193 0.185217
83 1459.73 1 0.19 0.15268
84 1459.33 1 0.349 0.154391
85 1459.32 1 0.278 0.154173
86 1459.26 1 0.251 0.283377
87 1459.26 5.06e-05 -0.182 0.369597
88 1459.18 1 0.0866 0.369597
89 1459.16 1 0.0398 0.390304
90 1459.14 1 0.00966 0.414929
91 1443.49 0.766 55.5 0.414931
92 1410.21 0.877 -10.2 0.414931
93 1402.98 1 -1.12 0.414931
94 1400.44 1 -0.699 0.408317
95 1409.54 0.519 45.5 0.141878
96 1463.63 1 150 0.283756
97 1405 1 13.3 1.13502
98 1399.07 1 -0.275 9.0802
99 1398.52 1 0.0458 3.02673
100 1398.09 1 -0.129 2.68399
101 1397.79 0.874 -0.149 0.894664
102 1397.6 1 -0.0842 0.894664
103 1397.3 1 -0.145 0.298221
104 1397.14 0.496 -0.153 0.0994071
105 1397.13 0.00162 -0.0599 0.0994071
106 1397.08 1 -0.018 0.0994071
107 1397.05 1 -0.00932 0.0882703
108 1397.05 0.439 0.0122 0.0796001
109 1397.04 1 0.028 0.0796001
110 1397.34 1 0.521 0.147146
111 1397.06 1 0.0536 0.294293
112 1397.02 1 -0.0027 1.17717
113 1397.02 1 6.84e-05 0.39239
114 1397.02 1 -0.00121 0.384837
115 1397.01 1 -0.0029 0.128279
116 1397 1 -0.00346 0.0644106
117 1397 0.289 -0.000845 0.0504278
118 1396.99 1 -0.00201 0.0504278
119 1397.14 1 0.285 0.0436665
120 1397.02 1 0.066 0.087333
121 1396.99 1 0.000349 0.349332
122 1396.99 1 -0.000369 0.349334
123 1396.99 1 -0.000848 0.116445
124 1396.98 1 0.00109 0.0587378
125 1396.99 0.432 0.0255 0.0587398
126 1396.99 0.506 0.00829 0.11748
127 1396.98 0.884 8.59e-05 0.469918
128 1396.98 1 -0.000148 0.469918
129 1396.98 1 -0.000394 0.156639
130 1396.98 1 -0.000569 0.0583624
131 1396.98 0.398 0.00319 0.0454057
132 1397 1 0.036 0.0454057
133 1396.98 1 0.00628 0.0908113
134 1396.98 1 -0.000209 0.363245
135 1396.98 1 -0.000175 0.231119
136 1396.98 1 -0.00034 0.0971539
137 1396.98 0.513 -0.000228 0.0553684
138 1396.98 1 0.00437 0.0553684
139 1396.98 1 0.000663 0.110737
140 1396.98 1 0.00586 0.143221
141 1396.98 1 0.000544 0.286442
142 1396.98 1 -4.68e-05 0.318583
143 1396.97 1 -3.8e-05 0.280705
144 1396.97 1 -4.76e-05 0.267407
145 1396.97 0.981 -5.4e-05 0.248999
146 1396.97 1 -5.61e-05 0.248999
147 1396.97 1 -5.88e-05 0.225388
148 1396.97 1 -4.18e-05 0.204594
149 1396.97 0.829 -3.49e-05 0.195197
150 1396.97 1 -3.83e-05 0.195197
151 1396.97 1 3.5e-05 0.187728
152 1396.97 1 0.000171 0.187701
153 1396.97 0.788 0.000203 0.1934
154 1396.97 1 9.46e-05 0.1934
155 1396.97 1 0.000327 0.19346
156 1396.97 1 0.000329 0.244638
157 1396.97 1 0.000189 0.274397
158 1396.97 1 0.000109 0.278371
159 1396.97 1 6.67e-05 0.278952
160 1396.97 1 3.85e-05 0.279092
161 1396.97 1 2.23e-05 0.279092
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 531790
1 531261 0.000509 -5.19e+05 77.4308
2 531177 8.18e-05 -5.18e+05 77.4308
3 530807 0.000357 -5.18e+05 77.4308
4 530678 0.000124 -5.18e+05 77.4308
5 530480 0.000191 -5.18e+05 77.4308
6 530109 0.000358 -5.17e+05 77.4308
7 529985 0.00012 -5.17e+05 77.4308
8 529361 0.000603 -5.17e+05 77.4308
9 525867 0.00339 -5.16e+05 77.4308
10 497541 0.0278 -5.06e+05 77.4308
11 322826 0.192 -4.19e+05 77.4308
12 188316 0.239 -2.47e+05 77.4308
13 16701.3 0.899 -2.77e+04 77.4308
14 6970.47 0.534 -6e+03 77.4308
15 2221.13 0.979 204 77.4308
16 1681.35 1 -59.4 77.4308
17 1525.72 1 -7.63 25.8103
18 1506.45 0.533 -14.3 8.66653
19 1488.95 1 -5.99 8.66653
20 1430.85 0.618 -27.5 2.88884
21 1420.31 0.429 -9.6 2.88884
22 1411.57 1 1.88 2.88884
23 1408.75 0.222 -5.56 2.04549
24 1405.69 1 0.296 2.04549
25 1404.75 1 -0.293 1.49971
26 1404.06 1 -0.283 0.946049
27 1403.31 1 -0.335 0.703805
28 1401.99 1 -0.619 0.404015
29 1397.63 1 -2.12 0.17724
30 1355.68 1 -20.4 0.05908
31 1348.8 0.0115 -296 0.0196933
32 1348.64 0.000267 -301 0.0196933
33 1306.13 0.0732 -281 0.0196933
34 1297.8 0.0146 -284 0.0196933
35 1006.54 1 -10.5 0.0196933
36 1013.7 1 7.63 0.00656445
37 1007.75 1 1.78 0.0131289
38 1005.97 1 0.0317 0.0525156
39 1005.97 9.06e-05 -0.0956 0.0524983
40 1005.87 1 -0.00983 0.0524983
41 1005.85 1 -0.00653 0.0174994
42 1005.84 1 -0.00278 0.0151293
43 1005.84 0.439 -0.00289 0.00919133
44 1005.83 1 -0.00192 0.00919133
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 782740
1 780584 0.00141 -7.63e+05 114.85
2 770768 0.00647 -7.53e+05 114.85
3 736357 0.0234 -7.19e+05 114.85
4 731221 0.00358 -7.14e+05 114.85
5 708130 0.0164 -6.9e+05 114.85
6 705914 0.00161 -6.89e+05 114.85
7 699922 0.00437 -6.83e+05 114.85
8 616474 0.0657 -5.88e+05 114.85
9 483934 0.13 -4.3e+05 114.85
10 482847 0.00116 -4.7e+05 114.85
11 470635 0.0132 -4.54e+05 114.85
12 460205 0.0116 -4.44e+05 114.85
13 429862 0.0355 -4.07e+05 114.85
14 275083 0.251 -2.25e+05 114.85
15 176266 0.243 -1.55e+05 114.85
16 81101.1 0.402 -8.14e+04 114.85
17 27567.3 0.488 -3.65e+04 114.85
18 14219.1 0.328 -1.65e+04 114.85
19 2731.1 0.934 -378 114.85
20 1849.5 1 -82.8 114.85
21 1763.96 0.294 -124 38.2832
22 1633.13 1 -23.7 38.2832
23 1572.47 1 -10.6 14.5521
24 1551.93 1 -5.72 11.5942
25 1544.97 1 -2.57 7.51877
26 1539.17 1 -2.55 3.44441
27 1521.96 0.381 -1.53 1.14814
28 1551.99 1 165 1.14814
29 1511.54 1 25.6 2.29627
30 1465.2 0.805 -19.7 2.46977
31 1461.57 0.125 -14 2.46977
32 1455.34 1 -1.79 2.46977
33 1453.31 0.593 -0.949 0.823255
34 1450.67 1 -0.882 0.823255
35 1447.66 1 -1.26 0.661595
36 1441.21 1 -3.05 0.373391
37 1438.83 0.0532 -22.3 0.131073
38 1417.62 0.38 -27.5 0.131073
39 1394.08 0.112 -103 0.131073
40 1129.89 1 -84 0.131073
41 1065.11 1 9.26 0.0436911
42 1057.62 1 -1.68 0.0315879
43 1052.46 1 -1.02 0.0314073
44 1019.15 1 -6.7 0.0104691
45 1002.14 1 14.2 0.0034897
46 995.88 1 -0.0991 0.00116323
47 995.619 1 0.0177 0.000434185
48 992.257 0.328 -4.16 0.000144728
49 991.362 1 2.77 0.000144728
50 990.626 1 -0.079 0.000144641
51 990.607 1 -0.000453 4.82137e-05
52 990.605 1 -0.000389 1.60712e-05
53 990.605 1 -0.000221 1.41376e-05
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 848381
1 848170 0.000126 -8.41e+05 4.91891
2 848022 8.77e-05 -8.41e+05 4.91891
3 848001 1.26e-05 -8.41e+05 4.91891
4 847737 0.000157 -8.41e+05 4.91891
5 836575 0.00669 -8.26e+05 4.91891
6 821053 0.00946 -8.1e+05 4.91891
7 819405 0.00101 -8.13e+05 4.91891
8 651302 0.112 -6.87e+05 4.91891
9 574001 0.0626 -5.94e+05 4.91891
10 490551 0.0755 -5.38e+05 4.91891
11 168968 0.349 -3.75e+05 4.91891
12 98162.4 0.189 -2.1e+05 4.91891
13 98109.2 0.000278 -9.57e+04 4.91891
14 27344.4 0.421 -6.64e+04 4.91891
15 3743.91 1 -3.44e+03 4.91891
16 3617.61 0.0333 -1.85e+03 1.65944
17 2306.78 0.501 -844 1.65944
18 2291.11 0.0129 -604 1.65944
19 1938.79 0.591 -146 1.65944
20 1860.99 0.278 -85 1.65944
21 1830.65 0.113 -109 1.65944
22 1755.5 0.516 -34.6 1.65944
23 1620.86 1 -90.5 1.65944
24 1853.96 0.794 1.65e+03 0.553147
25 1899.38 0.771 1.97e+03 1.10629
26 2046.72 0.87 2.3e+03 4.42518
27 1563.47 1 42.7 35.4014
28 1513.23 1 -10.2 11.8005
29 1488.27 0.641 166 3.93349
30 1408.79 1 3.96 3.93349
31 1406.18 0.559 -1.57 1.31116
32 1404.56 1 -0.555 1.31116
33 1401.59 1 -1.39 0.437055
34 1386.17 1 -7.57 0.145685
35 1364.39 0.0932 -115 0.0485616
36 1061.88 1 -83.4 0.0485616
37 1011.47 1 1.78 0.0161872
38 1007.82 1 -0.954 0.00829738
39 993.439 0.254 -25.4 0.00401279
40 993.059 0.0324 -5.83 0.00401279
41 991.534 1 -0.223 0.00401279
42 991.327 1 -0.0497 0.0013376
43 992.753 1 3.23 0.000445866
44 992.754 1 3.23 0.000891731
45 992.716 1 3.17 0.00356693
46 992.349 1 2.68 0.0285354
47 991.071 1 0.798 0.228283
48 990.121 1 -0.144 0.298016
49 989.459 1 0.311 0.0993385
50 985.026 1 1.28 0.0992292
51 1042.12 0.246 1.82e+03 0.0330764
52 1043.7 0.497 947 0.0661528
53 984.208 1 0.0733 0.264611
54 986.032 1 6.05 0.241649
55 983.897 1 0.00563 0.483297
56 983.909 1 0.343 0.427917
57 983.743 1 -0.0394 0.855834
58 983.834 1 0.368 0.429966
59 983.683 1 -0.013 0.859932
60 983.64 1 0.00424 0.708032
61 983.595 1 -0.00983 0.697451
62 983.561 1 -0.0111 0.581867
63 983.532 1 -0.0115 0.414845
64 983.504 1 -0.0112 0.273732
65 983.48 1 -0.00942 0.207699
66 983.461 1 -0.00752 0.164849
67 983.446 1 -0.00596 0.131658
68 983.434 1 -0.0047 0.105269
69 983.424 1 -0.0037 0.0841838
70 983.417 1 -0.0026 0.0674284
71 983.427 1 0.0255 0.0573837
72 983.417 1 0.00328 0.114767
73 983.426 1 0.0225 0.160113
74 983.414 1 0.000561 0.320226
75 983.412 1 -0.000503 0.319987
76 983.41 1 -0.00098 0.106662
77 983.408 1 -0.000348 0.0548128
78 983.501 1 0.191 0.0526116
79 983.421 1 0.0268 0.105223
80 983.407 1 -6.02e-05 0.420893
81 983.407 1 -0.000115 0.410155
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 660599
1 660554 3.45e-05 -6.53e+05 0.572924
2 660265 0.000221 -6.53e+05 0.572924
3 660034 0.000178 -6.53e+05 0.572924
4 659733 0.000231 -6.52e+05 0.572924
5 657172 0.00197 -6.49e+05 0.572924
6 603542 0.0401 -7.64e+05 0.572924
7 603230 0.000261 -5.97e+05 0.572924
8 588877 0.012 -6.02e+05 0.572924
9 556607 0.0283 -5.59e+05 0.572924
10 524058 0.0295 -5.54e+05 0.572924
11 484381 0.0381 -5.25e+05 0.572924
12 302293 0.189 -5e+05 0.572924
13 242722 0.108 -2.56e+05 0.572924
14 160758 0.187 -2.01e+05 0.572924
15 70494.3 0.256 -1.84e+05 0.572924
16 37276.1 0.226 -7.72e+04 0.572924
17 12550.9 0.345 -3.23e+04 0.572924
18 10020.6 0.115 -1.11e+04 0.572924
19 2215.6 0.686 1.26e+03 0.572924
20 1932.52 0.279 -434 0.572924
21 1580.04 0.823 -71.9 0.572924
22 1551.63 1 16.4 0.572924
23 1521.53 1 -2.62 0.571985
24 1517.62 1 -3.65 0.190662
25 1515.75 0.13 -13.1 0.0635539
26 1797.83 0.969 3.75e+04 0.0635539
27 1466.04 1 -19.1 0.127108
28 1451.08 1 19 0.0423693
29 1440.09 0.058 -81 0.0604087
30 1439.68 0.215 91.1 0.0604087
31 4615 0.3 3.84e+05 0.0604087
32 1775.33 0.55 590 0.120817
33 1539.53 0.663 161 0.48327
34 1413.7 0.678 -0.116 3.86616
35 1396.54 1 -0.939 3.86616
36 1391.76 1 0.837 1.28872
37 1387.45 1 -0.956 1.28955
38 1385.48 1 -0.578 1.03302
39 1384.11 1 -0.471 1.00229
40 1382.73 0.923 -0.428 0.939835
41 1382.22 1 -0.2 0.939835
42 2090.67 0.356 8.37e+04 0.729658
43 2091.54 0.448 6.76e+04 1.45932
44 1977.18 1 2.39e+04 5.83727
45 1381.4 1 -0.448 46.6981
46 1381.16 0.0811 -1.48 15.566
47 1375.4 1 -3.33 15.566
48 1374.25 1 1.12 5.18868
49 1373.74 1 -0.0783 4.14915
50 1373.5 1 -0.108 1.38305
51 1373.16 0.522 -0.281 0.461017
52 1372.7 1 0.0433 0.461017
53 1372.1 1 -0.0351 0.449598
54 1371.1 1 -0.37 0.437326
55 1369.64 0.76 -0.895 0.285983
56 1366.58 1 -1.5 0.285983
57 1345.81 1 -10.3 0.0953278
58 1274.58 0.199 -170 0.0317759
59 1227.83 0.0877 -255 0.0317759
60 975.085 1 -8.86 0.0317759
61 990.126 1 37.6 0.010592
62 975.617 1 1.49 0.021184
63 974.426 1 0.127 0.0847358
64 977.444 1 7.41 0.0848219
65 974.339 1 0.219 0.169644
66 974.426 1 0.307 0.18028
67 974.182 1 -0.0245 0.360559
68 974.134 1 -0.0106 0.24431
69 974.099 1 -0.0129 0.0814367
70 974.084 1 -0.00603 0.070089
71 974.098 1 0.0407 0.0485467
72 974.081 1 0.00222 0.0970933
73 974.125 1 0.0956 0.0972668
74 974.079 1 0.00398 0.194534
75 974.074 1 -0.00085 0.222124
76 974.071 1 -0.00084 0.187298
77 974.069 1 -0.0009 0.133206
78 974.067 1 0.0011 0.104546
79 974.079 1 0.0247 0.105041
80 974.066 1 0.00111 0.210082
81 974.063 1 -0.000464 0.214769
82 974.062 1 -0.000508 0.174581
83 974.06 1 -0.000496 0.131235
84 974.059 1 0.000512 0.11005
85 974.063 1 0.0102 0.110371
86 974.058 1 0.000264 0.220743
87 974.057 1 -0.000307 0.220745
88 974.056 1 -0.000385 0.173364
89 974.054 1 -0.000497 0.105726
90 974.054 1 0.00246 0.0788752
91 974.054 1 -6.28e-05 0.15775
92 974.053 1 -1.88e-05 0.156408
93 974.052 1 9.03e-05 0.156093
94 974.051 1 0.000214 0.156092
95 974.051 1 0.000364 0.156384
96 974.05 1 0.000503 0.158296
97 974.049 1 0.000507 0.165254
98 974.049 1 0.000381 0.170213
99 974.048 1 0.000241 0.172758
100 974.048 1 0.000135 0.173089
101 974.047 1 6.8e-05 0.173137
102 974.046 1 9.93e-06 0.173136
103 974.046 1 -2.66e-05 0.173036
104 974.045 1 -5.9e-05 0.172309
105 974.045 1 -7.55e-05 0.170339
106 974.044 1 -8.59e-05 0.166465
107 974.044 1 -7.88e-05 0.161542
108 974.044 1 -5.93e-05 0.157205
109 974.043 1 -1.72e-05 0.155145
110 974.043 1 3.47e-05 0.154758
111 974.042 1 0.000105 0.154758
112 974.042 1 0.000185 0.155016
113 974.042 1 0.000266 0.15774
114 974.041 1 0.000282 0.164111
115 974.041 1 0.000211 0.172065
116 974.041 1 0.000124 0.174548
117 974.04 1 6.46e-05 0.175125
118 974.04 1 1.86e-05 0.175141
119 974.04 1 -1.16e-05 0.175131
120 974.039 1 -3.71e-05 0.174704
121 974.039 1 -5.24e-05 0.172818
122 974.039 1 -6.29e-05 0.168084
123 974.039 1 -6.23e-05 0.160901
124 974.038 1 -4.99e-05 0.15396
125 974.038 1 -1.59e-05 0.150615
126 974.038 1 3.46e-05 0.150191
127 974.038 1 0.00011 0.150202
128 974.037 1 0.000202 0.152006
129 974.037 1 0.000242 0.16291
130 974.037 1 0.000167 0.175555
131 974.037 1 8.05e-05 0.180057
132 974.036 1 2.53e-05 0.180359
133 974.036 1 -8.36e-06 0.180359
134 974.036 1 -3.32e-05 0.179935
135 974.036 1 -4.83e-05 0.176759
136 974.035 1 -5.81e-05 0.167417
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 355716
1 355708 1.07e-05 -3.49e+05 3.19802
2 355684 3.42e-05 -3.49e+05 3.19802
3 355657 3.83e-05 -3.49e+05 3.19802
4 355440 0.000311 -3.5e+05 3.19802
5 235834 0.115 -7.56e+05 3.19802
6 144494 0.129 -5.26e+05 3.19802
7 99063.9 0.127 -2.24e+05 3.19802
8 89292.1 0.05 -9.96e+04 3.19802
9 68327.9 0.118 -8.81e+04 3.19802
10 57351.1 0.0757 -8.15e+04 3.19802
11 52139.9 0.0481 -5.46e+04 3.19802
12 6020.79 0.461 -3.84e+04 3.19802
13 3405.63 0.701 7.06e+03 3.19802
14 5275.92 1 1.29e+04 3.19802
15 2302.19 0.723 199 6.39604
16 2469.62 1 882 6.39604
17 2116.58 1 760 12.7921
18 1821.73 1 128 13.0322
19 1757.19 0.795 21.4 10.5646
20 1736.6 1 3.52 10.5646
21 1731.17 1 2.02 9.1745
22 1726.75 1 -0.18 8.72493
23 1722.68 1 -1.17 7.39141
24 1713.21 1 -3.36 2.4638
25 1671.53 1 -11.7 0.821268
26 1594.23 0.0958 7.9e+03 0.273756
27 1548.74 0.138 -158 0.273756
28 1492.32 0.351 -26.3 0.273756
29 3720.47 0.807 1.46e+05 0.273756
30 1433.54 0.952 -3.65 0.547512
31 1417.77 1 -2.51 0.547512
32 1415.8 1 1.31 0.182504
33 1414.63 1 0.0633 0.167254
34 1414.56 1 0.0762 0.0557513
35 1480.75 1 104 0.0587698
36 1453.89 1 63.5 0.11754
37 1418.21 1 7.53 0.470158
38 1414.25 1 -0.136 3.76127
39 1413.6 1 -0.182 1.25376
40 1413.23 1 0.466 0.417919
41 1412.49 1 -0.206 0.420064
42 1412.5 1 0.655 0.213398
43 1412.14 1 -0.0946 0.426795
44 1411.6 1 -0.203 0.372206
45 1409.97 1 -0.705 0.260854
46 1405.68 0.345 -5.46 0.119349
47 1405.17 0.351 -0.472 0.119349
48 1405.12 0.0587 -0.43 0.119349
49 1404.68 1 -0.0747 0.119349
50 1404.55 0.798 -0.0349 0.0948392
51 1404.49 0.993 -0.00914 0.0948392
52 1404.46 1 0.00899 0.0948392
53 1404.45 1 0.0234 0.0949715
54 1404.45 1 0.0431 0.117099
55 1404.44 0.998 0.0347 0.218537
56 1404.42 0.404 -0.0104 0.218537
57 1404.42 1 0.00027 0.218537
58 1404.42 1 -0.000194 0.21788
59 1404.41 1 -0.00042 0.21396
60 2040.42 0.8 2.71e+04 0.203034
61 1403.82 0.266 -1.41 0.406068
62 1482.58 1 946 0.406068
63 1403.52 1 9.29 0.812135
64 1401.88 1 -0.104 0.916866
65 1401.83 1 -0.0133 0.305622
66 1401.72 1 -0.0555 0.101874
67 1421.12 1 1.02e+03 0.033958
68 1401.31 1 -0.229 0.067916
69 1399.45 0.258 -3.19 0.0226387
70 1397.49 0.0505 -18.7 0.0226387
71 1432.15 0.395 621 0.0226387
72 1433.22 0.586 425 0.0452774
73 1397.79 1 1.73 0.181109
74 1397.22 1 -0.0474 1.44888
75 1397.16 1 -0.0147 0.482958
76 1399.23 1 7.14 0.160986
77 1397.15 1 0.121 0.321972
78 1397.08 1 0.0212 0.480816
79 1397.06 1 0.0407 0.474011
80 1397.03 1 0.0196 0.487507
81 1397.01 1 -0.00158 0.487526
82 1397 1 -0.0014 0.402632
83 1397 1 -0.000988 0.203177
84 1396.99 1 -0.00265 0.0677256
85 1396.99 0.254 -0.00759 0.0225752
86 1396.98 1 -0.00274 0.0225752
87 1397 1 0.0598 0.00752507
88 1396.99 1 0.0219 0.0150501
89 1396.98 1 9.83e-05 0.0602006
90 1396.99 1 0.0285 0.0578535
91 1396.98 1 0.00564 0.115707
92 1396.98 1 -0.000129 0.462828
93 1396.98 1 -0.000103 0.371944
94 1396.98 1 -0.000239 0.123981
95 1396.98 1 -0.000448 0.0413271
96 1396.98 1 0.00737 0.0164255
97 1396.98 1 0.00338 0.032851
98 1396.98 1 0.000182 0.131404
99 1396.98 1 0.00128 0.138786
100 1396.98 1 0.000117 0.277573
101 1396.98 1 3.66e-06 0.279474
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 124058
1 123618 0.00183 -1.21e+05 23.0426
2 123489 0.00054 -1.2e+05 23.0426
3 122465 0.00427 -1.2e+05 23.0426
4 121893 0.0024 -1.19e+05 23.0426
5 118212 0.0154 -1.21e+05 23.0426
6 108824 0.04 -1.2e+05 23.0426
7 105761 0.0144 -1.07e+05 23.0426
8 105397 0.00177 -1.03e+05 23.0426
9 79150.1 0.12 -1.12e+05 23.0426
10 9021.87 0.449 -5.81e+04 23.0426
11 5934.14 0.209 -7.01e+03 23.0426
12 5926.33 0.000886 -4.4e+03 23.0426
13 1798.47 0.984 1.2e+03 23.0426
14 1517.81 1 348 23.0426
15 1417.4 1 -5.03 21.0962
16 1409.84 1 -1.05 7.03205
17 1407.74 0.379 -2.25 5.58593
18 1404.91 1 -0.918 5.58593
19 1403.06 1 -0.58 1.9067
20 1401.11 1 -0.873 1.0411
21 1399.11 0.205 -4.57 0.347033
22 1393.63 0.511 -4.38 0.347033
23 1387.37 0.349 -7.97 0.347033
24 1376.59 0.368 -13.3 0.347033
25 1330.3 1 -18.7 0.347033
26 1277.96 0.202 -117 0.29775
27 1142.41 0.418 -132 0.29775
28 1125.64 0.0641 -126 0.29775
29 1000.23 1 -8.6 0.29775
30 999.037 1 6.35 0.09925
31 997.405 1 1.05 0.115565
32 998.4 1 2.94 0.118729
33 995.693 1 0.301 0.237459
34 994.536 1 0.0795 0.237468
35 993.603 1 -0.158 0.23746
36 993.218 1 -0.0889 0.220372
37 993.059 1 -0.0462 0.193021
38 992.971 1 -0.0298 0.171587
39 992.914 1 -0.021 0.147534
40 992.873 1 -0.0158 0.123358
41 992.841 1 -0.0124 0.100356
42 992.816 1 -0.00992 0.0801372
43 992.796 1 -0.00802 0.0631383
44 992.78 1 -0.0064 0.0492197
45 992.768 1 -0.00513 0.037288
46 992.757 1 -0.00501 0.025251
47 992.747 0.713 -0.00696 0.0134207
48 992.743 1 -0.00157 0.0134207
49 994.037 1 2.69 0.00853806
50 992.876 1 0.27 0.0170761
51 992.743 1 0.00133 0.0683045
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Warning: LSQLIN did not converge. Infeasible network contraints.
> In mylsqlin
In multistart
In multistart
In estimate
In inca_script (line 160)
Directional
Iteration Residual Step-size derivative Lambda
0 1e+22
1 1.77778e+16 1 -5e+15 717.897
2 1.7662e+16 0.0343 -1.69e+15 239.299
3 1.76188e+16 0.0129 -1.68e+15 239.299
4 1.45034e+16 0.968 -1.53e+15 239.299
5 1.20777e+16 0.735 -1.57e+15 239.299
6 9.99999e+15 0.679 -1.46e+15 239.299
7 9.99999e+15 0.315 -3.8e+06 239.299
8 9.99999e+15 0.76 -2.96e+05 239.299
9 9.99999e+15 1 -25.4 239.299
10 9.99999e+15 1 -1.41 79.7664
11 9.99999e+15 1 -0.639 159.533
12 9.99999e+15 1 -0.159 638.131
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 43350.7
1 43348.3 6.9e-05 -1.76e+04 1.21773e+06
2 41317 0.0589 -1.68e+04 1.21773e+06
3 41274.9 0.00128 -1.64e+04 1.21773e+06
4 40614.6 0.0203 -1.61e+04 1.21773e+06
5 40467 0.00462 -1.6e+04 1.21773e+06
6 36920.9 0.117 -1.45e+04 1.21773e+06
7 34908.4 0.0748 -1.31e+04 1.21773e+06
8 34866.5 0.00166 -1.26e+04 1.21773e+06
9 28208.7 0.294 -1.01e+04 1.21773e+06
10 15709.9 1 -4.02e+03 1.21773e+06
11 11075.3 1 -1.11e+03 405908
12 10866.6 0.181 -533 135303
13 10258.2 1 -149 135303
14 9754.71 1 -231 45100.9
15 9619.58 0.126 -529 15033.6
16 9605.58 0.0144 -485 15033.6
17 8777.02 1 -364 15033.6
18 8500.76 0.224 -592 5011.22
19 7605.65 1 -356 5011.22
20 6781.13 1 -323 1670.41
21 6016.65 0.951 -362 556.802
22 5862.82 0.478 -158 556.802
23 5606.79 1 -126 556.802
24 5118.83 1 -254 185.601
25 4292.81 1 -453 61.8669
26 3498.22 0.568 440 20.6223
27 3388.92 0.0395 -1.38e+03 20.6223
28 2790.42 0.234 -1.22e+03 20.6223
29 1922.07 0.766 278 20.6223
30 1751.13 1 304 20.6223
31 1665.09 1 5.86 19.7662
32 1644.82 1 -9.49 6.84343
33 1565.17 0.662 1.2e+03 2.28114
34 1485.68 0.483 -59 2.28114
35 1459.01 0.565 -16.2 2.28114
36 1449.14 0.822 -3.77 2.28114
37 1448.57 0.242 -1.12 2.28114
38 1447.04 1 -0.599 2.28114
39 1445.74 1 -0.432 0.760382
40 1445.3 1 -0.135 0.38741
41 1443.26 0.212 -1.71 0.27576
42 1443.05 1 2.05 0.27576
43 1440.14 1 -0.464 0.488902
44 1434.66 1 8.21 0.356855
45 1426.38 1 -2.41 0.332526
46 1423.39 0.594 13.6 0.110842
47 1419.72 1 3.37 0.110842
48 1418.96 1 0.0414 0.0874805
49 1418.91 1 0.00531 0.0647637
50 1418.89 1 -0.0119 0.0551171
51 2216.82 0.688 1.2e+05 0.0183724
52 1419.12 1 1.71 0.0367447
53 1418.87 1 -0.00938 0.146979
54 1418.37 0.0779 -2.86 0.048993
55 1416.29 1 -0.21 0.048993
56 1415.57 1 -0.175 0.0471972
57 1415.25 1 -0.114 0.0408362
58 1413.6 0.129 -2.54 0.0299379
59 1693.06 0.906 1.69e+04 0.0299379
60 1413.09 1 -0.032 0.0598758
61 1692.6 0.501 1.24e+04 0.0351549
62 1692.77 0.967 6.42e+03 0.0703097
63 1412.88 1 -0.0685 0.281239
64 1399.78 0.13 -63.2 0.0937463
65 1399.78 5.2e-05 -2.22 0.0937463
66 1685.66 0.835 4.18e+03 0.0937463
67 1400.53 1 9.24 0.187493
68 1389.52 1 2.28 0.74997
69 1386.06 1 0.189 0.686602
70 1385.58 1 0.0639 0.346748
71 1385.27 1 -0.018 0.314221
72 1385.47 1 1.66 0.250277
73 1385.01 1 -0.0976 0.500554
74 1412.17 1 143 0.166851
75 1384.77 1 0.244 0.333703
76 1384.68 1 2.22 0.304842
77 1383.39 1 0.873 0.443577
78 1394.92 0.972 44 0.354131
79 1382.06 1 -0.394 0.708261
80 1383.55 0.524 10.3 0.236087
81 1382.36 1 2.86 0.472174
82 1381.66 1 -0.132 1.8887
83 1381.29 1 0.437 0.629565
84 1380.93 0.212 -0.815 0.625101
85 1380.49 1 -0.079 0.625101
86 1380.28 1 0.0126 0.208367
87 1379.67 1 -0.267 0.180455
88 1379.56 0.03 -1.86 0.0601515
89 1379.78 1 0.618 0.0601515
90 1379.41 1 0.00825 0.120303
91 1379.66 1 0.52 0.106909
92 1379.4 1 0.0312 0.213818
93 1379.37 1 -0.00401 0.24918
94 1379.48 1 0.222 0.08306
95 1376.69 0.141 -9.21 0.16612
96 1374.66 1 -0.332 0.16612
97 1374.47 1 0.199 0.0553733
98 1374.51 1 0.273 0.0551437
99 1374.31 1 -0.0156 0.110287
100 1374.3 1 0.0159 0.0559191
101 1374.29 0.473 0.0197 0.0614313
102 1374.27 1 -0.00223 0.0614313
103 1374.26 1 -0.00812 0.0204771
104 1374.22 0.407 -0.0718 0.0068257
105 1373.82 0.44 11.7 0.0068257
106 1373.29 1 17.6 0.0068257
107 2375.08 0.195 1.64e+05 0.00697274
108 2370.87 0.252 1.27e+05 0.0139455
109 2344.97 0.604 5.34e+04 0.0557819
110 1372.1 1 -0.0279 0.446255
111 1382.13 1 55.1 0.148752
112 1372.02 1 0.245 0.297503
113 1372.24 1 1.36 0.297541
114 1371.77 1 -0.0776 0.595082
115 1376.22 1 16 0.198361
116 1371.76 1 0.39 0.396721
117 1371.46 1 -0.0554 0.719875
118 1371.46 1 0.205 0.239958
119 1371.39 1 -0.0115 0.479916
120 1371.34 1 -0.0115 0.33952
121 1371.31 1 -0.00622 0.230126
122 1371.3 1 -0.00203 0.131934
123 1371.3 1 -0.00039 0.0658207
124 1371.3 1 -0.000108 0.0219402
125 1371.3 1 -0.000232 0.00731341
126 1371.3 1 -0.000517 0.0024378
127 1371.3 1 -0.000582 0.00124993
128 1371.3 1 -0.00029 0.000878162
129 1371.3 1 0.00056 0.00079413
130 1371.3 1 0.00337 0.000875727
131 1371.3 1 0.00344 0.00175145
132 1371.3 1 0.00329 0.00700582
133 1371.3 1 0.00176 0.0560466
134 1371.3 1 -6.35e-05 0.448372
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 839574
1 839540 2.08e-05 -8.24e+05 0.744129
2 839459 4.91e-05 -8.25e+05 0.744129
3 758966 0.0463 -8.84e+05 0.744129
4 744576 0.00937 -7.9e+05 0.744129
5 713318 0.0198 -8.51e+05 0.744129
6 707399 0.00413 -7.3e+05 0.744129
7 704758 0.00188 -7.08e+05 0.744129
8 512646 0.133 -7.92e+05 0.744129
9 452049 0.0642 -4.41e+05 0.744129
10 396690 0.0716 -3.36e+05 0.744129
11 355168 0.0608 -3.03e+05 0.744129
12 350957 0.00616 -3.39e+05 0.744129
13 220497 0.187 -4.1e+05 0.744129
14 184362 0.0739 -2.83e+05 0.744129
15 157408 0.0586 -2.98e+05 0.744129
16 51189.1 0.136 -7.58e+05 0.744129
17 27587.1 0.211 -6.91e+04 0.744129
18 5647.31 0.482 -5.1e+03 0.744129
19 6353.42 0.252 5.08e+04 0.744129
20 6117.87 0.353 3.61e+04 1.48826
21 4412.2 1 324 5.95303
22 4289 1 157 1.98434
23 4228.23 1 12.1 1.97042
24 4099.39 1 -39.1 1.96987
25 3657.85 0.101 -3.98e+03 0.656622
26 3429.48 0.304 -231 0.656622
27 3022.3 1 82.7 0.656622
28 3170.44 0.185 5.06e+05 0.678222
29 3556.39 0.357 4.78e+05 1.35644
30 2652.16 0.393 -242 5.42578
31 4133.51 0.585 3.53e+05 5.42578
32 2134.68 1 -739 10.8516
33 4555.68 0.46 8.28e+04 3.61718
34 4594.35 0.541 6.89e+04 7.23437
35 4761.66 0.903 4.46e+04 28.9375
36 1915.23 1 -77 231.5
37 1742.53 1 -18.4 77.1666
38 1721.65 1 -1.58 25.7222
39 1708.81 1 -6.29 8.57407
40 1724.63 0.789 188 2.85802
41 1720.17 1 115 5.71604
42 1678.43 1 -9.33 22.8642
43 1660.56 1 -7.2 13.3179
44 1632.91 1 -9.43 4.43931
45 1590.97 0.401 -21.2 1.47977
46 1584.45 0.185 -15 1.47977
47 1577.11 0.293 -10.2 1.47977
48 1563.79 1 -4.27 1.47977
49 1531.43 0.643 -11.5 0.493257
50 1467.6 1 -11.2 0.493257
51 1433.38 1 -6.02 0.376587
52 1420.91 1 -1.25 0.239651
53 1415.92 1 -1.19 0.177332
54 1413.97 0.589 -1.07 0.108529
55 3857.74 0.747 2.44e+05 0.108529
56 1413.07 1 4.66 0.217058
57 1739.1 1 2.23e+03 0.217128
58 1425.7 1 42.7 0.434255
59 1410.27 1 -0.0169 1.73702
60 1408.04 1 -0.413 1.50205
61 1407.55 0.331 -0.616 1.00614
62 1406.91 1 -0.206 1.00614
63 1406.04 1 -0.349 0.352931
64 1437.36 1 138 0.261128
65 1438.22 1 171 0.522256
66 1404.49 1 4.41 2.08903
67 1403.17 1 -0.124 2.07144
68 1402.81 1 -0.163 0.690479
69 1402.18 1 0.3 0.23016
70 1402.19 1 1.45 0.228551
71 1401.52 1 -0.187 0.457101
72 1401.01 1 -0.0361 0.337744
73 1400.16 1 -0.327 0.328436
74 1399.02 0.784 -0.659 0.204455
75 1396.85 1 -1.04 0.204455
76 1383.73 1 -6.45 0.0681518
77 1374.03 0.0364 -132 0.0227173
78 1079.06 1 -91.9 0.0227173
79 1098.9 0.165 574 0.00757242
80 1078.34 0.361 215 0.0151448
81 1057.9 0.134 -78.1 0.0151448
82 1025.61 0.389 -30.8 0.0151448
83 1002.92 1 -1.78 0.0151448
84 1000.86 1 -0.345 0.00504828
85 993.898 0.18 -16 0.00387275
86 993.292 0.434 -0.529 0.00387275
87 992.935 1 -0.0419 0.00387275
88 992.917 1 -0.00405 0.00129092
89 992.912 1 -0.00119 0.000430306
90 992.911 1 -0.000462 0.000402246
91 992.91 0.397 -0.00044 0.000224207
92 992.91 1 -0.000283 0.000224207
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 272351
1 271966 0.000723 -2.66e+05 0.894028
2 271712 0.000476 -2.66e+05 0.894028
3 270032 0.00318 -2.63e+05 0.894028
4 269335 0.00132 -2.63e+05 0.894028
5 244033 0.053 -2.15e+05 0.894028
6 212765 0.0893 -8.64e+04 0.894028
7 186879 0.067 -1.8e+05 0.894028
8 185024 0.00512 -1.8e+05 0.894028
9 170512 0.0385 -1.97e+05 0.894028
10 137192 0.0888 -2.11e+05 0.894028
11 125579 0.0406 -1.54e+05 0.894028
12 97615.7 0.101 -1.56e+05 0.894028
13 76165.9 0.0987 -1.25e+05 0.894028
14 12217.5 0.246 -2.57e+05 0.894028
15 12143.4 0.00344 -1.08e+04 0.894028
16 6849.57 0.224 -1.27e+04 0.894028
17 2125.06 0.534 9.65e+03 0.894028
18 4248.26 0.959 2.11e+04 0.894028
19 7512.78 1 3.61e+04 1.78806
20 2235.58 1 2.97e+03 7.15222
21 2125.04 1.62e-05 -622 57.2178
22 1520.07 1 134 57.2178
23 1476.09 1 6.4 20.9849
24 1459.77 1 -2.47 6.99496
25 1448.35 0.626 -8.3 3.35157
26 1448.33 0.0041 -2.97 3.35157
27 1443.44 1 -1.2 3.35157
28 1420.08 0.414 -249 1.11719
29 1490.72 0.755 548 1.11719
30 1428.3 0.894 92.7 2.23438
31 1416.98 1 25.5 8.93752
32 1407.36 1 -2.09 9.39936
33 1402.5 1 -1.91 3.13312
34 1398.51 0.265 -7.5 1.04437
35 1396.55 1 0.237 1.04437
36 1396.15 1 -0.0427 0.596759
37 1396.1 1 -0.00765 0.405997
38 1396.08 1 -0.0081 0.305563
39 1396.04 1 -0.0144 0.112846
40 1395.86 1 -0.139 0.0603226
41 1443.3 0.266 4.77e+03 0.0201075
42 1442.93 0.52 2.42e+03 0.0402151
43 1395.52 1 -0.255 0.16086
44 1439.24 0.378 1.7e+03 0.0536201
45 1438.91 0.732 871 0.10724
46 1395.2 1 -0.217 0.428961
47 1434.9 0.692 594 0.142987
48 1395.16 1 4.06 0.285974
49 1394.45 1 4.04 0.495607
50 1392.03 1 0.139 0.541562
51 1391.8 0.871 0.497 0.180521
52 1391.54 1 0.0121 0.180521
53 1391.5 1 -0.00472 0.0800144
54 1391.46 1 -0.00918 0.0691668
55 1391.44 0.56 -0.0192 0.0457729
56 1391.39 1 -0.034 0.0457729
57 1390.44 0.592 -5.89 0.0152576
58 1390.15 1 0.0439 0.0152576
59 1390.11 1 0.0123 0.0100755
60 1390.11 1 0.0363 0.0100579
61 1390.11 1 0.0342 0.0201158
62 1390.11 1 0.0274 0.080463
63 1390.1 1 0.0107 0.643704
64 1390.1 1 0.0062 0.651734
65 1390 0.19 -0.244 0.770069
66 1389.72 1 -0.0895 0.770069
67 1389.61 1 -0.0433 0.717521
68 1388.89 0.223 -1.48 0.442958
69 1387.89 0.945 -0.346 0.442958
70 1387.73 1 -0.0306 0.442958
71 1384.6 1 0.0773 0.147653
72 1383.58 1 0.168 0.147607
73 1383.54 1 0.203 0.0821109
74 1383.52 1 0.229 0.124372
75 1383.44 1 0.0855 0.191291
76 1383.42 1 0.0317 0.206121
77 1383.41 1 0.00882 0.214603
78 1383.4 1 0.00202 0.217194
79 1383.4 1 -0.000286 0.217194
80 1383.4 1 -0.00117 0.206421
81 1383.39 1 -0.00233 0.134292
82 1383.36 0.896 -0.0169 0.044764
83 1383.31 1 -0.0275 0.044764
84 1384.22 1 5.32 0.0149213
85 1383.15 1 -0.0372 0.0298427
86 2070.71 0.591 2.89e+04 0.00994755
87 2071.12 0.99 1.74e+04 0.0198951
88 1382.85 1 -0.101 0.0795804
89 1565.66 1 1.95e+03 0.0369013
90 1382.54 1 1.16 0.0738026
91 1391.8 0.942 20.5 0.0831567
92 1383.3 1 5.12 0.166313
93 1380.52 1 -0.606 0.665254
94 1379.07 1 3.24 0.399092
95 1373.63 1 -0.888 0.436464
96 1372.41 1 -0.234 0.362699
97 1372.38 0.0576 -0.219 0.1209
98 1372.16 1 0.0596 0.1209
99 1561.42 0.946 2.42e+03 0.084017
100 1372.33 1 1 0.168034
101 1372.03 1 -0.0255 0.672136
102 1372.1 1 0.443 0.224045
103 1371.98 1 -0.0178 0.448091
104 1379.11 1 28 0.149364
105 1372 1 0.235 0.298727
106 1371.95 1 -0.0131 1.19491
107 1371.92 1 0.066 0.398303
108 1371.92 1 0.199 0.398862
109 1371.84 1 -0.0255 0.797724
110 1373.31 1 4.14 0.265908
111 1371.82 1 0.082 0.531816
112 1371.75 1 0.00182 0.692872
113 1371.73 1 0.0673 0.642142
114 1371.67 1 0.0129 0.749484
115 1371.64 0.907 0.0201 0.738003
116 1371.61 1 0.0321 0.738003
117 1371.58 1 0.0169 0.751378
118 1371.55 1 0.0127 0.751359
119 1371.53 1 0.00776 0.75132
120 1371.51 1 0.00444 0.750268
121 1371.49 1 0.00232 0.74636
122 1371.48 1 0.00105 0.73766
123 1371.47 1 0.000307 0.722994
124 1371.46 1 -0.000115 0.702184
125 1371.45 1 -0.00035 0.676029
126 1371.44 1 -0.000479 0.645946
127 1371.43 1 -0.000546 0.613482
128 1371.42 1 -0.000577 0.580019
129 1371.42 1 -0.000586 0.546603
130 1371.41 1 -0.000583 0.513962
131 1371.4 1 -0.000571 0.482549
132 1371.4 1 -0.000556 0.452623
133 1371.39 1 -0.000537 0.424304
134 1371.39 1 -0.000517 0.397627
135 1371.38 1 -0.000496 0.372568
136 1371.38 1 -0.000474 0.34907
137 1371.37 1 -0.000453 0.32706
138 1371.37 1 -0.000433 0.306451
139 1371.36 1 -0.000413 0.287157
140 1371.36 1 -0.000394 0.269091
141 1371.36 1 -0.000375 0.252167
142 1371.35 1 -0.000358 0.236305
143 1371.35 1 -0.000341 0.22143
144 1371.35 1 -0.000325 0.207473
145 1371.34 1 -0.000311 0.194367
146 1371.34 1 -0.000297 0.182053
147 1371.34 1 -0.000283 0.170476
148 1371.33 1 -0.000271 0.159587
149 1371.33 1 -0.000259 0.149337
150 1371.33 1 -0.000249 0.139687
151 1371.33 0.953 -0.000347 0.130597
152 1371.33 1 -0.000635 0.130597
153 1371.32 1 -0.00144 0.0435322
154 1371.32 1 -0.00163 0.0260011
155 1371.31 1 -0.00147 0.0186226
156 1371.31 1 -0.00114 0.0142126
157 1371.31 1 -0.000547 0.0114869
158 1371.31 1 0.00106 0.0108843
159 1371.31 1 0.00523 0.0119625
160 1371.31 1 0.00461 0.0239251
161 1371.31 1 0.002 0.0957003
162 1371.31 1 0.000975 0.15023
163 1371.31 1 0.000329 0.163121
164 1371.31 1 8.46e-05 0.168021
165 1371.31 1 4.83e-06 0.168455
166 1371.31 1 -2.05e-05 0.167414
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 29671.8
1 29671.3 1.02e-05 -2.84e+04 0.21602
2 24660.4 0.082 -2.91e+04 0.21602
3 23043.5 0.0335 -2.5e+04 0.21602
4 22602.7 0.0101 -2.22e+04 0.21602
5 19788.1 0.0613 -2.48e+04 0.21602
6 17902.2 0.049 -2.02e+04 0.21602
7 13006.2 0.139 -1.87e+04 0.21602
8 12028.9 0.0431 -1.12e+04 0.21602
9 10064.4 0.0955 -1.01e+04 0.21602
10 6986.14 0.183 -8.27e+03 0.21602
11 2066.14 0.379 871 0.21602
12 1931.17 0.145 -454 0.21602
13 1801.48 0.307 523 0.21602
14 1704.38 0.232 -252 0.21602
15 1638.38 0.47 29.5 0.21602
16 1930.82 0.308 4.12e+04 0.21602
17 1686.68 0.435 2.48e+04 0.432039
18 1609.65 1 1.56 1.72816
19 1611.85 0.286 1.89e+03 1.43035
20 1614.89 0.297 1.84e+03 2.8607
21 1619.11 0.344 1.62e+03 11.4428
22 1621.25 0.574 981 91.5424
23 1586.3 1 -9.55 732.339
24 1613.55 0.808 334 244.113
25 1615.09 0.893 302 488.226
26 1576.87 1 8.89 1952.9
27 1572.41 1 -1.38 650.968
28 1527.63 1 -15 216.989
29 1482.39 0.333 -57 153.502
30 1433.43 1 -8.26 153.502
31 1419.67 1 -4.34 51.1674
32 1418.33 0.138 -4.71 17.0558
33 1411.3 1 -2.29 17.0558
34 1407.49 1 0.326 5.68527
35 1407.23 1 3.42 2.62893
36 1403.95 1 -0.526 4.09627
37 1403.83 0.102 -0.575 1.36542
38 1404.27 1 2.19 1.36542
39 1403.31 1 -0.115 2.73085
40 1402.76 1 -0.18 2.16249
41 1402.22 1 -0.139 1.37538
42 1401.43 1 -0.333 1.05953
43 1399.08 1 -0.113 0.353178
44 1397.15 0.136 -6.64 0.307961
45 1395.96 1 -0.165 0.307961
46 1396.03 1 0.226 0.114323
47 1395.87 1 -0.0182 0.228647
48 1395.79 1 -0.0278 0.213576
49 1395.68 1 -0.0482 0.148162
50 1394.45 1 -0.0213 0.0767584
51 1395.4 1 5.63 0.0665843
52 1393.09 1 0.834 0.133169
53 1395.79 0.429 20.3 0.133156
54 1394.63 0.647 12 0.266312
55 1389.52 1 -0.902 1.06525
56 1385.19 0.858 -1.12 0.914618
57 1384.11 0.218 -2.1 0.914618
58 1382.04 1 -0.426 0.914618
59 1381.65 0.466 -0.322 0.350967
60 1381.26 1 -0.115 0.350967
61 1378.3 1 -1.01 0.291044
62 1376.25 1 -0.00194 0.148254
63 1779.29 0.792 7.86e+03 0.0644745
64 1388.41 1 64.9 0.128949
65 1375.63 1 -0.16 0.515796
66 1377.63 1 7.87 0.171932
67 1375.38 1 0.138 0.343864
68 1375.16 1 0.111 0.332762
69 1374.9 1 -0.0192 0.332654
70 1374.74 1 -0.0255 0.307521
71 1374.64 1 -0.0223 0.273379
72 1374.56 1 -0.018 0.234236
73 1374.51 1 -0.0152 0.198082
74 1374.46 1 -0.0128 0.165309
75 1374.43 1 -0.011 0.137132
76 1374.4 1 -0.0094 0.113005
77 1374.37 1 -0.00805 0.092545
78 1374.35 1 -0.00687 0.0752427
79 1374.34 1 -0.00585 0.0606975
80 1374.32 1 -0.00497 0.0485592
81 1374.31 1 -0.00422 0.0385131
82 1374.3 1 -0.0033 0.0302692
83 1374.3 0.325 -0.00381 0.0222847
84 1374.29 1 -0.00253 0.0222847
85 1374.29 1 -0.00241 0.015186
86 1374.28 1 -0.00233 0.0107557
87 1374.28 1 -0.00261 0.00719968
88 1374.27 1 -0.00593 0.00401083
89 1374.26 0.112 -0.0274 0.00133694
90 1373.91 0.344 63.8 0.00133694
91 2470.26 0.811 1.14e+06 0.00133694
92 1372.45 1 -0.022 0.00267388
93 2453.82 0.0812 4.33e+06 0.000943415
94 2452.73 0.15 2.37e+06 0.00188683
95 2445.83 0.562 6.63e+05 0.00754732
96 1372.39 1 0.0765 0.0603785
97 1372.38 1 0.0657 0.060735
98 1372.36 1 0.0658 0.0927699
99 1372.33 1 0.0341 0.11512
100 1372.32 0.126 -0.0423 0.120234
101 1372.27 1 -0.0106 0.120234
102 1372.26 1 0.297 0.097788
103 1380.55 1 50.5 0.134227
104 1372.02 1 -0.0207 0.268454
105 2237.75 0.931 1.8e+04 0.109704
106 1373.82 1 7.08 0.219409
107 1371.87 1 -0.0531 0.877635
108 1372.34 1 1.98 0.292545
109 1371.76 1 -0.0143 0.58509
110 1376.6 1 17.5 0.19503
111 1371.76 1 0.417 0.39006
112 1371.45 1 -0.052 0.776478
113 1371.44 1 0.167 0.258826
114 1371.32 1 -0.014 0.38969
115 1371.31 1 7.06e-05 0.129897
116 1371.3 1 -0.00101 0.112779
117 1371.3 1 3.17e-05 0.0375929
118 1371.3 1 0.000152 0.0293863
119 1371.3 1 0.00031 0.0372851
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 54172.9
1 54142.2 0.000303 -5.06e+04 0.549376
2 54113.5 0.000284 -5.06e+04 0.549376
3 54076 0.000371 -5.06e+04 0.549376
4 53768.4 0.003 -5.21e+04 0.549376
5 53331.7 0.00425 -5.26e+04 0.549376
6 53314.1 0.000177 -4.97e+04 0.549376
7 53293 0.000212 -4.96e+04 0.549376
8 36097.2 0.147 -6.74e+04 0.549376
9 35488 0.00875 -3.57e+04 0.549376
10 28787.9 0.0801 -5.09e+04 0.549376
11 16187.1 0.169 -4.65e+04 0.549376
12 10950.5 0.168 -1.57e+04 0.549376
13 3657.35 0.603 -1.73e+03 0.549376
14 3561.3 0.023 -2.05e+03 0.549376
15 2671.32 0.209 -3.2e+03 0.549376
16 1974.15 0.737 622 0.549376
17 1769.26 0.253 -297 0.549376
18 1509.57 0.962 -42 0.549376
19 1487.01 0.172 -50.2 0.549376
20 1407.33 1 -28.6 0.549376
21 1295.64 0.437 -112 0.509468
22 1106.57 0.842 -55.4 0.509468
23 1074.45 1 -3.15 0.509468
24 1069.36 1 -1.33 0.46231
25 1051.59 1 -2.84 0.438627
26 1040.09 1 -3.54 0.146209
27 1031.93 1 -2.28 0.0487364
28 1025.14 1 -2.24 0.0162455
29 1022.24 0.69 -1.53 0.00541515
30 1020.6 1 -0.445 0.00541515
31 1020.49 0.26 -0.187 0.00180505
32 1020.28 1 -0.0559 0.00180505
33 1020.25 1 -0.00887 0.000601683
34 1028.71 1 135 0.000200561
35 1020.3 1 0.225 0.000401122
36 1020.24 1 -0.00283 0.00160449
37 1548.11 0.673 1.15e+04 0.00053483
38 1550.01 0.678 1.15e+04 0.00106966
39 1546.82 0.675 1.14e+04 0.00427864
40 1546.81 0.683 1.13e+04 0.0342291
41 1550.78 0.736 1.04e+04 0.273833
42 1019.71 0.0178 -15 2.19066
43 1021.6 0.929 111 2.19066
44 1013.89 0.266 -10.2 4.38133
45 1003.2 1 2.25 4.38133
46 1002.6 0.0942 -3.05 1.70032
47 999.819 1 -0.341 1.70032
48 999.669 0.48 -0.12 0.566775
49 999.573 1 -0.0203 0.566775
50 999.552 1 -0.00783 0.188925
51 999.527 1 -0.0103 0.062975
52 999.508 1 -0.00821 0.038229
53 999.493 1 -0.00651 0.0247699
54 999.48 1 -0.00547 0.015646
55 999.469 1 -0.00456 0.0098717
56 999.459 1 -0.00418 0.00616329
57 999.451 1 -0.00351 0.00387159
58 999.444 1 -0.00326 0.00238752
59 999.432 1 -0.00462 0.00137579
60 999.428 1 -0.0016 0.00105482
61 999.42 1 -0.00329 0.00080262
62 999.418 1 -0.000832 0.000643279
63 999.417 1 -0.000254 0.000214426
64 999.417 1 0.000135 0.000174724
65 999.417 1 -0.000231 0.000349449
66 999.416 0.105 -0.00173 0.000281733
67 999.413 1 -0.00143 0.000281733
68 999.413 0.563 -0.000317 0.00014053
69 999.413 1 3.42e-05 0.00014053
70 999.411 1 -0.000642 0.000149637
71 999.411 0.444 -0.000583 6.00911e-05
72 999.41 1 -0.000476 6.00911e-05
73 999.41 0.29 -1.6e-05 2.43266e-05
74 999.409 1 -0.000377 2.43266e-05
75 999.409 0.0349 -0.000579 8.10887e-06
76 999.409 0.0367 -0.000401 8.10887e-06
77 999.409 1 -0.00023 8.10887e-06
78 999.408 1 -0.000129 2.70296e-06
79 999.408 0.00116 -0.00152 9.00985e-07
80 999.408 0.156 -1.5e-06 9.00985e-07
81 999.408 1 -0.000252 9.00985e-07
82 999.408 0.255 -0.000269 3.00328e-07
83 999.407 1 -0.000309 3.00328e-07
84 999.407 1 -5.49e-05 1.00109e-07
85 999.406 1 -0.000354 5.5464e-08
86 999.406 1 -0.000135 2.13311e-08
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 19965
1 19963.2 4.92e-05 -1.83e+04 0.226461
2 19962.8 1.21e-05 -1.83e+04 0.226461
3 16398.1 0.0824 -2.54e+04 0.226461
4 15636.6 0.0246 -1.62e+04 0.226461
5 13857.6 0.0592 -1.6e+04 0.226461
6 10733.1 0.115 -1.47e+04 0.226461
7 8460.08 0.13 6.59e+06 0.226461
8 7248.1 0.0701 -1.1e+04 0.226461
9 2797.8 0.21 -1.51e+04 0.226461
10 2039.4 0.283 -434 0.226461
11 7199.63 0.556 3.59e+05 0.226461
12 6089.97 0.668 1.52e+05 0.452922
13 4731.34 0.825 3.04e+04 1.81169
14 1889.58 1 791 14.4935
15 1705.94 1 581 15.0644
16 1557.94 1 38.4 15.0625
17 1527 1 1.6 12.5834
18 1519.17 1 6.91 4.19447
19 1510.99 1 -1.4 4.10187
20 1509.13 1 4.89 1.36729
21 1505.44 1 -0.125 1.38077
22 1504.84 1 0.461 0.460257
23 1504.47 1 -0.00994 0.458137
24 1504.39 1 0.0192 0.152712
25 1504.3 1 -0.0261 0.144417
26 1504.37 1 0.315 0.0481389
27 1503.83 0.127 14.6 0.0962778
28 1501.82 1 0.515 0.0962778
29 1500.55 1 0.29 0.0967858
30 1501.25 1 5.64 0.0968045
31 1499.76 1 -0.128 0.193609
32 5764 0.719 2.5e+05 0.0645363
33 1543.61 1 297 0.129073
34 1499.51 1 -0.0625 0.516291
35 1534.72 1 195 0.172097
36 1499.86 1 1.66 0.344194
37 1499.39 1 -0.0517 1.37677
38 1499.53 1 0.94 0.458925
39 1499.26 1 -0.0349 0.91785
40 1505.19 1 21.3 0.30595
41 1499.29 1 0.588 0.6119
42 1499.16 1 -0.0419 2.4476
43 1499.1 1 0.272 0.815867
44 1498.94 1 0.295 0.846678
45 1498.68 1 0.243 0.847353
46 1498.32 1 0.01 0.846163
47 1498.11 1 0.0171 0.636427
48 1497.93 1 -0.0345 0.494307
49 1497.89 0.19 -0.084 0.164769
50 1497.82 1 -0.00117 0.164769
51 1496.26 0.147 -4.67 0.105595
52 1493.45 0.558 -1.43 0.105595
53 1492.57 1 -0.0862 0.105595
54 1482.19 1 3.12 0.0460247
55 1477.33 0.149 -13.6 0.0460287
56 1466.28 1 -0.854 0.0460287
57 1467.29 1 4.62 0.0299208
58 1466.92 1 4.29 0.0598417
59 1465.25 1 2.7 0.239367
60 1461 1 -0.558 0.302435
61 1459.3 1 -0.142 0.266888
62 1459.21 1 0.0418 0.098106
63 1459.14 1 0.0572 0.0980948
64 1430.03 0.535 38.6 0.101915
65 1419.87 0.0676 -66.3 0.101915
66 1409.67 1 4.72 0.101915
67 1428.65 0.443 108 0.105643
68 1427.08 0.475 94.3 0.211286
69 1419.51 0.742 45.4 0.845145
70 1399.61 1 -0.866 6.76116
71 1401.75 1 7.46 2.25372
72 1398.73 1 0.159 4.50744
73 1398.01 1 -0.203 4.03435
74 1397.74 0.41 -0.304 1.34478
75 1397.39 1 -0.123 1.34478
76 1397.24 1 -0.0514 0.720906
77 1397.18 1 -0.0184 0.388102
78 1397.13 1 -0.0181 0.250426
79 1397.09 1 -0.0144 0.151213
80 1397.06 1 -0.0104 0.122032
81 1397.04 1 -0.00682 0.0992773
82 1397.04 0.201 -0.00735 0.0843434
83 1397.02 1 -0.00557 0.0843434
84 1397.02 1 0.0108 0.0641658
85 1397.03 0.335 0.0749 0.0721527
86 1397.02 0.412 0.0239 0.144305
87 1397.01 0.817 -0.00122 0.577222
88 1397.01 1 -0.000622 0.577222
89 1397.01 1 -0.00131 0.192407
90 1397 1 -0.00236 0.0768336
91 1397 0.0886 -0.00345 0.0502303
92 1397 1 0.000862 0.0502303
93 1397.23 1 0.493 0.0501733
94 1397.04 1 0.0824 0.100347
95 1396.99 1 0.000131 0.401387
96 1396.99 1 -0.000227 0.394531
97 1396.99 1 -0.000616 0.13151
98 1396.99 0.518 -0.00159 0.0438368
99 1396.99 1 0.000326 0.0438368
100 1397.14 1 0.282 0.0435066
101 1397.02 1 0.0688 0.0870133
102 1396.99 1 0.000819 0.348053
103 1396.99 1 -0.000137 0.387806
104 1396.99 1 -0.000178 0.199019
105 1396.98 1 -0.000155 0.138872
106 1396.98 0.641 1.58e-06 0.121505
107 1396.98 1 0.000135 0.121505
108 1396.99 1 0.00423 0.121504
109 1396.98 1 0.000536 0.243008
110 1396.98 1 3.39e-05 0.304581
111 1396.98 1 -2.67e-05 0.300738
112 1396.98 1 -5e-05 0.291672
113 1396.98 1 -6.64e-05 0.272791
114 1396.98 1 -7.85e-05 0.242962
115 1396.98 0.991 -7.87e-05 0.208458
116 1396.98 1 -4.89e-05 0.208458
117 1396.98 1 -2.1e-06 0.198663
118 1396.98 1 8.9e-05 0.197326
119 1396.98 0.819 0.000115 0.197375
120 1396.98 1 5.57e-05 0.197375
121 1396.98 1 0.000225 0.197364
122 1396.98 1 0.000367 0.20755
123 1396.98 1 0.000392 0.240097
124 1396.98 1 0.00022 0.274147
125 1396.98 1 0.000122 0.276667
126 1396.98 1 7.65e-05 0.277083
127 1396.98 1 5.09e-05 0.277137
128 1396.98 1 2.6e-05 0.277138
129 1396.98 1 8.86e-06 0.277034
130 1396.98 1 -6.72e-06 0.276285
131 1396.98 1 -1.77e-05 0.273282
132 1396.98 1 -2.66e-05 0.26688
133 1396.98 1 -3.17e-05 0.255616
134 1396.98 1 -3.31e-05 0.241604
135 1396.98 1 -2.73e-05 0.227757
136 1396.98 1 -1.28e-05 0.21901
137 1396.98 1 1.52e-05 0.215658
138 1396.98 1 5.1e-05 0.215442
139 1396.98 0.99 0.000102 0.215467
140 1396.98 1 0.000145 0.215467
141 1396.98 1 0.000204 0.222501
142 1396.98 1 0.000196 0.243819
143 1396.98 1 0.000156 0.257514
144 1396.98 1 0.000119 0.265145
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 61359.5
1 59166.2 0.0184 -6.06e+04 0.22592
2 47291.6 0.0853 -8.84e+04 0.22592
3 43393.7 0.0352 -6.81e+04 0.22592
4 40705.5 0.0284 -5.43e+04 0.22592
5 27112.7 0.106 -1.12e+05 0.22592
6 17161.5 0.166 4.18e+06 0.22592
7 11934.6 0.159 -1.81e+04 0.22592
8 3579.91 0.38 -6.23e+03 0.22592
9 2952.31 0.172 -17.3 0.22592
10 2220.32 0.264 -1.33e+03 0.22592
11 5069.13 0.669 3.4e+04 0.22592
12 2733.05 0.65 1.36e+04 0.45184
13 4853.41 0.911 2.34e+04 1.80736
14 1675.13 1 561 14.4589
15 1638.57 0.0716 -247 12.9614
16 1416.3 1 30 12.9614
17 1401.42 1 4.18 4.32048
18 1395.47 1 -1.15 2.46035
19 1393.09 1 -0.632 0.820118
20 1392.92 0.141 -0.59 0.292208
21 1391.99 1 -0.346 0.292208
22 1389.4 0.666 -1.82 0.0974027
23 1389.13 1 -0.00448 0.0974027
24 1389.02 1 -0.044 0.0866764
25 1411.35 0.969 850 0.0288921
26 1383.45 1 -0.147 0.0577843
27 1407.34 0.462 885 0.0326434
28 1406.21 0.904 463 0.0652868
29 1382.6 1 -0.0765 0.261147
30 1404.85 0.827 261 0.0870491
31 1382.66 1 2.59 0.174098
32 1380.11 1 -0.742 0.696392
33 1378.32 0.609 -1.02 0.442447
34 1376.91 1 -0.381 0.442447
35 1379.81 0.609 34.6 0.147482
36 1376.39 1 2.96 0.294965
37 1375.55 0.278 0.952 0.294968
38 1373.58 0.628 -0.884 0.294968
39 1373.2 1 -0.0372 0.294968
40 1373.12 1 0.0832 0.0983225
41 1372.9 1 0.116 0.09178
42 1372.48 1 -0.072 0.0846336
43 1372.22 1 -0.0596 0.0471755
44 1372.21 0.0289 -0.186 0.0157252
45 1666.18 0.804 4.32e+04 0.0157252
46 1372.15 1 -0.0276 0.0314503
47 1668.04 0.238 5.66e+04 0.0104834
48 1668.05 0.463 2.9e+04 0.0209669
49 1372.09 1 0.0686 0.0838676
50 1670.99 0.77 8.26e+03 0.0626464
51 1372.77 1 3.12 0.125293
52 1372 1 -0.0232 0.501171
53 1372.26 1 1.18 0.167057
54 1371.95 1 -0.0144 0.334114
55 1529.38 1 1.66e+03 0.111371
56 1372.18 1 0.929 0.222743
57 1371.91 1 -0.0163 0.890971
58 1371.95 1 0.302 0.29699
59 1371.86 1 -0.0157 0.593981
60 1374.98 1 10.8 0.197994
61 1371.85 1 0.121 0.395987
62 1371.77 1 0.0314 0.540973
63 1371.76 1 0.159 0.533932
64 1371.62 1 -0.0285 0.997701
65 1372.43 1 1.94 0.394956
66 1371.62 1 0.0491 0.789911
67 1371.56 1 -0.00848 1.05893
68 1371.56 1 0.0502 0.809376
69 1371.54 1 -0.00766 1.61875
70 1371.59 1 0.151 0.679476
71 1371.53 1 -0.00124 1.35895
72 1371.51 1 0.000459 1.22656
73 1371.5 1 0.000277 1.18334
74 1371.48 1 0.000729 1.14047
75 1371.47 1 0.000519 1.11072
76 1371.46 1 0.000432 1.07945
77 1371.45 1 0.000228 1.04915
78 1371.44 1 8.52e-05 1.01645
79 1371.43 0.7 -0.00279 0.982133
80 1371.43 1 0.000314 0.982133
81 1371.42 1 -0.000661 0.959169
82 1371.42 1 -9.8e-05 0.891511
83 1371.41 1 -0.000449 0.857636
84 1371.4 1 -0.000247 0.806675
85 1371.4 1 -0.000375 0.768911
86 1371.39 1 -0.000297 0.725188
87 1371.39 1 -0.000341 0.68749
88 1371.38 1 -0.000307 0.64843
89 1371.38 1 -0.000319 0.612744
90 1371.38 1 -0.000301 0.577565
91 1371.37 1 -0.0003 0.544734
92 1371.37 1 -0.000288 0.51312
93 1371.37 1 -0.000283 0.483404
94 1371.36 1 -0.000273 0.455118
95 1371.36 1 -0.000265 0.428477
96 1371.36 1 -0.000257 0.403265
97 1371.35 1 -0.000249 0.379515
98 1371.35 1 -0.000241 0.357103
99 1371.35 1 -0.000233 0.335997
100 1371.34 1 -0.000225 0.316106
101 1371.34 1 -0.000218 0.297376
102 1371.34 1 -0.000211 0.279734
103 1371.34 1 -0.000204 0.26312
104 1371.34 1 -0.000197 0.247469
105 1371.33 1 -0.000191 0.232725
106 1371.33 1 -0.000184 0.218831
107 1371.33 1 -0.000178 0.205734
108 1371.33 1 -0.000172 0.193387
109 1371.33 1 -0.000167 0.18174
110 1371.32 1 -0.000161 0.170753
111 1371.32 1 -0.000156 0.160383
112 1371.32 1 -0.000151 0.150593
113 1371.32 0.904 -0.000296 0.141348
114 1371.32 1 -0.000383 0.141348
115 1371.32 1 -0.000892 0.047116
116 1371.31 1 -0.00108 0.0267722
117 1371.31 1 -0.000989 0.019223
118 1371.31 1 -0.000778 0.0148591
119 1371.31 1 -0.000369 0.0121864
120 1371.31 1 0.000765 0.0115835
121 1371.31 0.598 0.00112 0.0128801
122 1371.31 1 0.00141 0.0128801
123 1371.31 1 0.00127 0.0257602
124 1371.31 1 0.000503 0.103041
125 1371.31 1 0.000265 0.129793
126 1371.31 1 0.0001 0.139546
127 1371.3 1 2.54e-05 0.141964
128 1371.3 1 -5.2e-06 0.141965
129 1371.3 1 -1.79e-05 0.13832
130 1371.3 1 -2.81e-05 0.109181
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 22860.5
1 22858.7 4.28e-05 -2.13e+04 0.682784
2 22856.2 5.75e-05 -2.13e+04 0.682784
3 22851.1 0.00012 -2.14e+04 0.682784
4 22847.3 8.87e-05 -2.13e+04 0.682784
5 22827.4 0.000466 -2.14e+04 0.682784
6 22800.8 0.000623 -2.14e+04 0.682784
7 22752.9 0.00112 -2.15e+04 0.682784
8 22676.5 0.00179 -2.15e+04 0.682784
9 22375.6 0.00694 -2.22e+04 0.682784
10 21462.2 0.0205 -2.37e+04 0.682784
11 11057.6 0.181 -3.27e+04 0.682784
12 10236.2 0.0481 3.07e+06 0.682784
13 9751.04 0.0278 -9.12e+03 0.682784
14 9304.45 0.0273 -8.51e+03 0.682784
15 7801.99 0.0862 -1.01e+04 0.682784
16 5238.76 0.115 -1.95e+04 0.682784
17 4225.21 0.103 -6.82e+03 0.682784
18 3282.85 0.154 -3.01e+03 0.682784
19 6472.11 0.462 1.42e+05 0.682784
20 5994.67 0.487 1.22e+05 1.36557
21 5722.52 0.565 1.06e+05 5.46227
22 1963.94 0.792 1.35e+03 43.6981
23 1723.1 1 -29.7 43.6981
24 1685.57 1 -7.69 14.566
25 1672.45 0.722 -5.43 4.85535
26 1668.13 1 -1.05 4.85535
27 1662.66 1 -2.77 1.61845
28 1501.15 1 34.9 0.539483
29 1478.52 1 -2.67 0.206145
30 1473.21 1 -1.21 0.171493
31 1471.63 0.591 -1.02 0.122091
32 1470.21 0.554 -1.12 0.122091
33 1466.87 1 -1.56 0.122091
34 1454.1 0.597 -10.1 0.0563392
35 1450.64 0.0208 -82.6 0.0563392
36 1442.17 0.0424 -98.4 0.0563392
37 1440.73 0.00491 -147 0.0563392
38 1199.86 1 -89 0.0563392
39 1093.06 1 11.5 0.0187797
40 1097.46 1 59.7 0.01636
41 1073.59 1 0.576 0.0327199
42 1155.98 0.729 234 0.0136887
43 1092.25 1 36.5 0.0273774
44 1072.34 1 -0.107 0.10951
45 1074.79 1 4.49 0.0652735
46 1072.3 1 0.214 0.130547
47 1072.25 1 0.182 0.172938
48 1072.15 1 0.096 0.220211
49 1072.11 1 0.123 0.223677
50 1071.95 1 -0.0178 0.284956
51 1071.91 1 0.0246 0.249469
52 1071.83 1 -0.0129 0.249939
53 1071.77 1 -0.0125 0.229248
54 1071.72 1 -0.0143 0.207749
55 1071.68 1 -0.0127 0.175146
56 1071.65 1 -0.0113 0.147781
57 1071.62 1 -0.00935 0.121657
58 1071.6 1 -0.00759 0.0998348
59 1071.58 1 -0.00613 0.0810611
60 1071.57 1 -0.00503 0.0649728
61 1071.56 1 -0.00425 0.0511143
62 1071.55 1 -0.00374 0.039257
63 1071.55 0.051 -0.00492 0.0292811
64 1071.54 1 -0.00338 0.0292811
65 1071.53 1 -0.00328 0.0208775
66 1071.53 1 -0.00329 0.0144661
67 1071.52 1 -0.00337 0.00969652
68 1071.51 1 -0.00346 0.00632688
69 1071.5 1 -0.00336 0.00404103
70 1071.47 0.000805 -21.4 0.00208584
71 1059.44 0.413 -9.19 0.00208584
72 1053.68 1 -0.787 0.00208584
73 1052.8 1 -0.12 0.00117961
74 1052.75 1 -0.00765 0.000393202
75 1052.74 1 -0.00424 0.000131067
76 1052.74 5.05e-05 -11.5 0.00011699
77 1052.73 1 -0.0017 0.00011699
78 1052.73 1 -0.00151 6.87633e-05
79 1052.73 1 -0.00123 4.47709e-05
80 1052.73 1 -0.00104 2.8399e-05
81 1052.72 1 -0.000894 1.79685e-05
82 1052.72 1 -0.000767 1.13603e-05
83 1054.52 0.636 14.1 7.18137e-06
84 1052.72 6.89e-05 -0.707 1.43627e-05
85 1054.51 0.634 14.1 1.43627e-05
86 1054.51 0.634 14.2 2.87255e-05
87 996.773 1 -4.4 0.000114902
88 989.125 0.467 -3.78 3.92362e-05
89 984.641 1 -0.96 3.92362e-05
90 984.195 1 -0.115 1.30787e-05
91 1050.05 0.226 1.05e+06 4.35958e-06
92 1050.17 0.452 5.25e+05 8.71915e-06
93 984.132 1 -0.0177 3.48766e-05
94 1050.49 0.0535 1.99e+06 1.16255e-05
95 1050.53 0.106 1e+06 2.32511e-05
96 1050.74 0.422 2.53e+05 9.30043e-05
97 984.122 1 -0.00318 0.000744034
98 1051.16 0.391 1.93e+05 0.000248011
99 1051.2 0.782 9.67e+04 0.000496023
100 984.119 1 -0.00177 0.00198409
101 1051.24 0.329 1.56e+05 0.000661364
102 1051.27 0.656 7.84e+04 0.00132273
103 984.115 1 -0.00305 0.00529091
104 1051.28 0.363 8.79e+04 0.00176364
105 1051.28 0.723 4.41e+04 0.00352727
106 984.11 1 -0.00393 0.0141091
107 1051.24 0.636 3.28e+04 0.00470303
108 984.062 1 -0.0927 0.00940607
109 1050.98 0.116 3.83e+04 0.00313536
110 1050.96 0.212 2.09e+04 0.00627071
111 1050.83 0.789 5.63e+03 0.0250828
112 984.045 1 -0.00726 0.200663
113 983.968 1 -0.0615 0.0668876
114 1050.31 0.342 4.88e+03 0.0222959
115 1050.25 0.638 2.62e+03 0.0445917
116 983.879 1 -0.0547 0.178367
117 1050.01 0.616 1.66e+03 0.0594556
118 987.696 1 25.8 0.118911
119 983.821 1 -0.0311 0.475645
120 984.999 1 5.97 0.158548
121 983.734 1 -0.0174 0.317097
122 1050.46 0.78 700 0.105699
123 985.196 1 5.71 0.211398
124 983.663 1 -0.0291 0.845591
125 984.09 1 1.6 0.281864
126 983.602 1 -0.00248 0.563727
127 983.927 1 1.06 0.351079
128 983.54 1 -0.00626 0.702157
129 983.546 1 0.139 0.558299
130 983.49 1 -0.0167 1.1166
131 983.739 1 0.695 0.432471
132 983.464 1 0.00905 0.864943
133 983.438 1 0.0115 0.855225
134 983.416 1 0.00693 0.85462
135 983.398 1 0.000257 0.852058
136 983.39 1 -0.00109 0.810501
137 983.387 1 -0.000431 0.686157
138 983.387 1 -8.87e-05 0.556927
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.02217e+06
1 1.02214e+06 1.28e-05 -1e+06 16.6881
2 1.02211e+06 1.48e-05 -1e+06 16.6881
3 1.02208e+06 1.51e-05 -1e+06 16.6881
4 1.02173e+06 0.000176 -1.01e+06 16.6881
5 861885 0.0718 -1.18e+06 16.6881
6 759575 0.0556 -9.9e+05 16.6881
7 616148 0.0861 -9.21e+05 16.6881
8 615488 0.000552 -5.98e+05 16.6881
9 551220 0.0543 -5.85e+05 16.6881
10 550994 0.000211 -5.34e+05 16.6881
11 431587 0.112 -5.33e+05 16.6881
12 119610 0.389 -3.37e+05 16.6881
13 5965.61 0.635 2.25e+03 16.6881
14 3532.61 0.601 8.92e+03 16.6881
15 2099.67 0.622 -568 16.6881
16 2025.57 0.226 -147 16.6881
17 1877.29 1 -31.3 16.6881
18 1815.34 0.624 14 5.5627
19 1777.49 1 11.4 5.5627
20 1772 1 -0.946 2.52861
21 1770.5 1 -0.612 1.93256
22 1769.21 1 -0.622 1.34676
23 1765.8 1 -2.33 0.497389
24 1764.13 0.128 -7.78 0.165796
25 1759.36 0.226 -15.4 0.165796
26 1733.23 0.455 63 0.165796
27 1731.65 0.0779 -9.74 0.165796
28 1724.12 1 1.24 0.165796
29 1723.08 1 -0.143 0.0712941
30 1722.99 1 -0.0215 0.0237647
31 1722.97 1 -0.00428 0.00792157
32 1701.01 1 0.257 0.00264052
33 1700.46 1 -0.00757 0.000880175
34 1700.43 0.69 -0.0112 0.000293392
35 1700.42 1 -0.00233 0.000293392
36 1692.35 1 5.96 9.77972e-05
37 1688.52 1 -0.323 3.25991e-05
38 1688.4 1 -0.0239 1.08664e-05
39 1688.39 1 -0.00317 3.62212e-06
40 1688.38 1 -0.00062 1.20737e-06
41 1677.52 0.775 12.2 4.02458e-07
42 1676.33 1 10.8 4.02458e-07
43 1670.07 1 -0.0155 5.6005e-07
44 1669.83 0.261 177 2.23395e-07
45 1670.09 1 0.642 2.23395e-07
46 1676.91 1 7.61 4.46791e-07
47 1670.09 1 0.642 1.78716e-06
48 1676.87 1 7.56 1.42973e-05
49 1670.07 1 0.63 0.000114378
50 1674.73 1 5.31 0.000915028
51 1670.35 1 0.873 0.00732022
52 1669.28 1 -0.0962 0.0585618
53 1669.14 1 -0.0274 0.0264278
54 1669.09 1 -0.0132 0.00880928
55 1669.08 1 -0.00562 0.00724609
56 1661.96 0.0384 -71.6 0.00241536
57 1667.17 1 28.7 0.00241536
58 1664.87 1 26 0.00483073
59 1655.76 1 15.5 0.0193229
60 1635.84 1 -0.581 0.0331499
61 1631.01 0.861 -1.92 0.0314046
62 1612.77 1 -8.81 0.0314046
63 1283.25 1 -86.6 0.0107293
64 1250.16 1 12.2 0.00357643
65 1232.61 1 0.588 0.00355444
66 1232.24 1 -0.0631 0.00118481
67 1232.19 1 -0.0169 0.000394938
68 1232.18 0.463 -0.00855 0.000131646
69 1232.15 1 -0.00674 0.000131646
70 1232.15 1 -0.0012 0.000131
71 1231.53 0.00135 -229 4.36667e-05
72 1203.96 0.0627 -211 4.36667e-05
73 1138.86 0.183 -156 4.36667e-05
74 1071.5 0.397 -54.1 4.36667e-05
75 1058.2 0.173 -34.4 4.36667e-05
76 1040.01 1 19.8 4.36667e-05
77 1029.6 1 0.082 4.29255e-05
78 1029.19 1 -0.00258 1.91555e-05
79 1029.18 1 0.00354 6.38517e-06
80 1029.18 1 0.000743 2.12839e-06
81 1029.17 1 -0.00239 1.6724e-06
82 1029.16 1 -0.00136 1.64257e-06
83 1029.16 0.0104 -0.0042 5.47525e-07
84 1029.16 0.00251 -0.00407 5.47525e-07
85 1029.15 1 -0.0078 5.47525e-07
86 1029.12 1 -0.0126 1.82508e-07
87 1029.11 0.000801 -6.12 1.22563e-07
88 1029.11 0.0686 -0.0298 1.22563e-07
89 4321.25 0.571 2.2e+07 1.22563e-07
90 4321.58 0.432 2.91e+07 2.45126e-07
91 4321.04 0.665 1.89e+07 9.80506e-07
92 4321.75 0.355 3.53e+07 7.84405e-06
93 1028.87 1 -0.359 6.27524e-05
94 4316.82 0.043 9.58e+07 2.09175e-05
95 4316.78 0.0594 6.94e+07 4.18349e-05
96 4316.57 0.136 3.04e+07 0.00016734
97 4314.68 0.831 4.96e+06 0.00133872
98 1028.8 1 -0.0399 0.0107097
99 1027.61 1 -2.26 0.00356991
100 4295.28 0.0597 1.48e+07 0.00118997
101 4295.19 0.0663 1.33e+07 0.00237994
102 4294.56 0.11 8.03e+06 0.00951977
103 4288.79 0.512 1.72e+06 0.0761582
104 1027.03 1 -0.389 0.609265
105 4268.03 0.556 1.15e+06 0.203088
106 1030.3 1 608 0.406177
107 1026.32 1 -0.469 1.62471
108 4246.87 0.882 5.36e+05 0.541569
109 1022.56 1 -4.2 1.08314
110 4165.66 0.527 3.51e+05 0.361046
111 4155.26 0.776 2.37e+05 0.722092
112 1018.44 1 -3.13 2.88837
113 1013.09 0.716 9.17 0.962789
114 1011.01 1 -0.0164 0.962789
115 1010.94 1 0.000278 0.32093
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 111983
1 111073 0.00417 -1.09e+05 2.0224
2 111042 0.000143 -1.08e+05 2.0224
3 107633 0.0161 -1.04e+05 2.0224
4 107603 0.000142 -1.05e+05 2.0224
5 107588 7.18e-05 -1.05e+05 2.0224
6 99072.8 0.0455 -8.28e+04 2.0224
7 97577 0.00787 -9.37e+04 2.0224
8 80747.6 0.109 -5.91e+04 2.0224
9 75017 0.0327 -9.93e+04 2.0224
10 46869.6 0.117 -2.02e+05 2.0224
11 31594 0.123 -8.5e+04 2.0224
12 15244.9 0.239 -3.88e+04 2.0224
13 5666.93 0.416 8.18e+04 2.0224
14 2741.48 0.601 1.54e+04 2.0224
15 7850.49 1 3.26e+04 2.0224
16 2316.37 1 1.29e+03 4.0448
17 1897 0.309 -619 4.13514
18 1663 1 372 4.13514
19 1578.07 1 1.68 3.58779
20 1573.74 1 -1.08 1.19593
21 1558.05 1 -8.16 0.574542
22 1555.1 1 141 0.191514
23 1494.25 1 -7.43 0.328927
24 1490.36 1 -0.862 0.109642
25 1489.62 1 -0.112 0.0365474
26 1489.61 1 0.156 0.0121825
27 1489.81 1 0.683 0.020169
28 1489.73 1 0.532 0.0403379
29 1489.52 1 0.146 0.161352
30 1489.46 1 0.0422 0.16941
31 1489.45 1 0.0137 0.174187
32 1478.57 0.346 -14.1 0.178233
33 1433.37 1 -7.88 0.178233
34 1425.55 1 -2.22 0.0594109
35 1423.93 0.0646 -21.5 0.0198036
36 3462.15 0.225 5.65e+05 0.0198036
37 3471.34 0.228 5.54e+05 0.0396072
38 3478.28 0.433 2.91e+05 0.158429
39 1420.33 1 -2.33 1.26743
40 3543.94 0.86 7.68e+04 0.422477
41 1428.17 1 74.8 0.844954
42 1418.37 1 -1.1 3.37982
43 1416.8 1 5.39 1.12661
44 1423.89 1 21.7 1.07007
45 1414.46 1 2.3 2.14014
46 1414.03 0.714 2.85 1.8044
47 1413.42 1 -0.035 1.8044
48 1413.02 1 0.0476 0.601467
49 1412.71 1 -0.00879 0.404997
50 1412.47 1 -0.0228 0.380547
51 1412.27 1 -0.0485 0.349239
52 1412.13 1 -0.0439 0.330172
53 1412.03 1 -0.0322 0.293932
54 1411.96 1 -0.024 0.258783
55 1411.91 1 -0.0177 0.220165
56 1411.87 1 -0.0133 0.184606
57 1411.85 1 -0.0101 0.152166
58 1411.83 1 -0.00792 0.12392
59 1411.58 1 -0.0992 0.0994765
60 1411.47 0.0234 -2.24 0.0331588
61 1983.66 0.642 2.4e+04 0.0331588
62 2022.56 0.749 2.35e+04 0.0663176
63 1434.19 1 218 0.265271
64 1410.76 1 -0.379 2.12216
65 1409.59 1 0.27 0.707388
66 1408.64 1 1.33 0.235796
67 1411.27 1 8.19 0.235796
68 1406.95 1 0.907 0.471592
69 1408.06 1 5.48 0.473406
70 1404.4 1 -0.0377 0.946813
71 1402.91 1 0.00117 0.920591
72 1401.4 1 -0.468 0.905583
73 1399.79 1 -0.658 0.525454
74 1396.05 1 -1.54 0.309022
75 1391.87 0.334 -5.38 0.213963
76 1389.94 1 -0.472 0.213963
77 1389.81 0.0642 -0.972 0.207082
78 1388.71 0.752 -0.553 0.207082
79 1388.07 0.44 -0.651 0.207082
80 1386.74 1 -0.582 0.207082
81 1385.33 0.46 -1.45 0.117544
82 1384.05 0.262 -2.36 0.117544
83 1377.18 1 -3.33 0.117544
84 1375.96 0.0141 -43.4 0.0391813
85 1363.97 0.121 -49.2 0.0391813
86 1353.39 0.04 -131 0.0391813
87 1073.79 1 -90.7 0.0391813
88 1042.29 1 53.9 0.0130604
89 1042.99 0.0736 108 0.0135672
90 1045.91 0.142 141 0.0271345
91 1034.09 0.544 74.3 0.108538
92 1053.87 0.58 76.7 0.108538
93 1012.25 1 8.62 0.217076
94 999.489 1 15.1 0.217482
95 997.08 1 8.59 0.217621
96 986.618 1 -0.157 0.28901
97 983.922 1 -0.422 0.231392
98 984.127 1 0.827 0.103598
99 983.585 1 -0.0341 0.207197
100 983.668 1 0.221 0.133109
101 983.516 1 -0.00541 0.266218
102 983.485 1 -0.00729 0.227034
103 983.471 1 -0.00123 0.125996
104 983.504 1 0.0833 0.123468
105 983.464 1 0.00242 0.246936
106 983.455 1 -0.00276 0.246936
107 983.448 1 -0.00244 0.144457
108 983.446 1 0.00688 0.114287
109 983.468 1 0.05 0.158724
110 983.441 1 0.00111 0.317447
111 983.437 1 -0.000998 0.31662
112 983.432 1 -0.00197 0.10554
113 983.427 1 -0.00123 0.0495162
114 983.7 1 0.568 0.0449894
115 983.467 1 0.0827 0.0899789
116 983.426 1 0.00012 0.359916
117 983.425 1 -0.000268 0.359273
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 25351.8
1 25350.7 2.5e-05 -2.22e+04 0.831165
2 17639.2 0.15 -3.08e+04 0.831165
3 17585.1 0.00182 -1.49e+04 0.831165
4 17542.5 0.00144 -1.48e+04 0.831165
5 10369.6 0.192 -2.54e+04 0.831165
6 7371.68 0.147 -1.29e+04 0.831165
7 5740.34 0.131 -6.78e+03 0.831165
8 3945.45 0.331 2.28e+03 0.831165
9 4299.48 0.624 1.55e+04 0.831165
10 4715 0.65 2.12e+04 1.66233
11 13268.4 0.81 1.77e+05 6.64932
12 3336.28 1 624 53.1946
13 3108.93 1 863 43.5691
14 2576.46 1 -88.8 44.6787
15 2465.31 1 -12.9 14.8929
16 2438.7 1 -11.1 4.9643
17 2433.86 0.573 137 1.65477
18 2389.25 0.438 -44.6 1.65477
19 2370.46 1 2.29 1.65477
20 2367.8 1 -0.579 0.551589
21 2366.24 0.232 -3.02 0.371834
22 2362.69 1 -1.24 0.371834
23 2368.54 0.529 95.8 0.123945
24 2340.49 0.136 -97.6 0.24789
25 2309.59 0.169 -104 0.24789
26 2081.89 0.369 -2.16e+03 0.24789
27 1854.53 0.708 612 0.24789
28 1945.24 0.129 8.6e+03 0.24789
29 1939.93 0.159 6.81e+03 0.495779
30 1912.01 0.329 3.34e+03 1.98312
31 1655.26 1 -51.9 15.8649
32 1760.81 0.584 1.21e+03 5.28831
33 1774.01 0.937 835 10.5766
34 1611.79 1 -18.8 42.3065
35 1615.68 1 156 14.1022
36 1541.73 1 56.9 28.2043
37 1486.63 1 -5.5 27.0685
38 1475.86 1 -2.71 9.02283
39 1469.07 1 -1.73 3.00761
40 1439.7 0.386 -43.3 1.00254
41 1438.35 0.0104 -65.3 1.00254
42 1435.62 1 14 1.00254
43 1433.98 0.054 -15.2 0.998471
44 1426.4 1 -0.0494 0.998471
45 1425.68 1 -0.0753 0.332824
46 1946.22 0.322 2.34e+04 0.110941
47 1950.16 0.623 1.21e+04 0.221882
48 1424.69 1 -0.271 0.88753
49 1979.18 0.47 1.06e+04 0.295843
50 1990.1 0.903 5.59e+03 0.591687
51 1423.34 1 -0.584 2.36675
52 2024.57 0.809 5.03e+03 0.788915
53 1435.02 1 44.1 1.57783
54 1422.2 1 -0.551 6.31132
55 1432.28 1 38.3 2.10377
56 1420.46 1 -0.197 4.20755
57 2121.23 0.897 3.58e+03 1.40252
58 1439.15 1 58.4 2.80503
59 1418.22 1 -0.958 11.2201
60 1423.71 1 23.2 3.74004
61 1415.63 1 -0.533 7.48009
62 1419.57 1 18.8 3.76408
63 1412.09 1 -0.967 7.52815
64 1408.96 1 1.94 4.86563
65 1403.89 1 0.472 4.86562
66 1398.32 1 -0.86 4.85189
67 1393.19 0.911 -1.62 4.66155
68 1390.57 1 -0.648 4.66155
69 1389.09 1 -0.457 3.7935
70 1388.12 1 -0.315 2.90486
71 1387.41 1 -0.252 2.33136
72 1386.84 1 -0.211 1.79012
73 1386.34 1 -0.196 1.37201
74 1385.84 1 -0.205 1.01034
75 1385.7 0.191 -0.337 0.706188
76 1385.34 1 -0.128 0.706188
77 1385.11 1 -0.0835 0.507379
78 1384.96 1 -0.0547 0.418283
79 1384.85 1 -0.0392 0.349992
80 1384.78 1 -0.0296 0.289358
81 1384.72 1 -0.023 0.23534
82 1384.67 1 -0.0173 0.189066
83 1384.64 1 -0.0133 0.14453
84 1384.62 1 -0.0103 0.106388
85 1384.6 1 -0.0101 0.0657943
86 1384.57 1 -0.0136 0.0348202
87 1384.49 1 -0.0482 0.013293
88 1384.13 0.393 0.815 0.004431
89 1384.82 0.0819 122 0.004431
90 1384.85 0.155 66.7 0.008862
91 4156.01 0.577 3.09e+05 0.035448
92 1383.51 1 -0.208 0.283584
93 1392.62 1 52.3 0.094528
94 1383.38 1 0.991 0.189056
95 1382.73 1 -0.172 0.201868
96 1382.15 0.5 0.162 0.0672895
97 1381.42 1 -0.0123 0.0672895
98 1381.4 1 0.00652 0.0224298
99 1381.4 1 0.011 0.0220116
100 1381.4 1 0.0227 0.0294907
101 1381.4 1 0.0154 0.0589813
102 1377.88 1 -1.2 0.113949
103 1376.16 1 -0.247 0.037983
104 1376.05 1 0.0749 0.012661
105 1376.16 1 0.238 0.0124335
106 1376.13 1 0.199 0.024867
107 1376.04 1 0.0786 0.0994681
108 1376.02 1 0.0475 0.150227
109 1376 1 0.016 0.170548
110 1376 1 0.00517 0.181138
111 1376 1 0.00137 0.187912
112 1376 1 0.000296 0.191231
113 1376 1 3.68e-06 0.191419
114 1376 1 -7.45e-05 0.18918
115 1376 1 -0.000123 0.140997
116 1376 1 -0.000365 0.0482477
117 1375.99 1 -0.000972 0.0160826
118 1375.99 1 -0.00211 0.00536086
119 1375.98 1 -0.00189 0.00315094
120 1375.98 1 -0.000217 0.00238391
121 1375.98 1 0.00507 0.00236053
122 1375.98 1 0.00546 0.00472107
123 1375.98 1 0.00485 0.0188843
124 1375.98 1 0.00112 0.151074
125 1375.98 1 0.00043 0.165604
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Warning: LSQLIN did not converge. Infeasible network contraints.
> In mylsqlin
In multistart
In multistart
In estimate
In inca_script (line 160)
Directional
Iteration Residual Step-size derivative Lambda
0 594030
1 709625 0.00159 -6.15e+05 3.7486e+06
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 335014
1 332832 0.00333 -3.27e+05 16.0286
2 332759 0.000112 -3.27e+05 16.0286
3 332472 0.000439 -3.26e+05 16.0286
4 332240 0.000355 -3.26e+05 16.0286
5 331997 0.000373 -3.26e+05 16.0286
6 331274 0.00111 -3.25e+05 16.0286
7 331217 8.8e-05 -3.25e+05 16.0286
8 330564 0.001 -3.25e+05 16.0286
9 325150 0.00841 -3.19e+05 16.0286
10 204271 0.22 -2.47e+05 16.0286
11 169914 0.0937 -1.71e+05 16.0286
12 115101 0.183 -1.38e+05 16.0286
13 40310 0.302 -1.37e+05 16.0286
14 26894.6 0.171 -4.18e+04 16.0286
15 13539.5 0.255 -2.82e+04 16.0286
16 3138.58 0.674 1.49e+04 16.0286
17 2604.62 1 4.91e+03 16.0286
18 2450.96 1 3.61e+03 16.699
19 1480.04 1 -28.1 23.4731
20 1405.29 1 -13.4 10.2815
21 1393.21 0.371 -16.7 3.42718
22 2039.28 0.904 1.61e+04 3.42718
23 1387.33 1 45.4 6.85436
24 1381.26 0.492 -4.38 6.4865
25 1378.25 1 -0.52 6.4865
26 1377.5 1 -0.281 2.16217
27 1376.56 1 -0.401 0.720722
28 1375.78 1 -0.324 0.428194
29 1375.06 1 -0.296 0.323129
30 1374.28 1 -0.329 0.2422
31 1374.26 0.0165 -0.62 0.175934
32 1373.42 1 -0.363 0.175934
33 1372.89 0.357 -0.701 0.121539
34 1371.22 1 -0.778 0.121539
35 1363.86 1 -3.6 0.0585602
36 1302.8 0.414 -70.6 0.0195201
37 1267.14 0.0612 -283 0.0195201
38 975.059 1 -11.6 0.0195201
39 988.399 1 16.5 0.00650669
40 979.76 1 6.32 0.0130134
41 974.531 1 0.328 0.0520535
42 974.089 1 -0.034 0.0542122
43 974.052 1 -0.0126 0.0180707
44 974.04 1 -0.00489 0.0168048
45 974.03 1 -0.00437 0.0101944
46 974.021 1 -0.00369 0.0065016
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 358338
1 358236 0.000146 -3.51e+05 0.308288
2 357996 0.000342 -3.51e+05 0.308288
3 357969 3.77e-05 -3.51e+05 0.308288
4 357895 0.000106 -3.51e+05 0.308288
5 357816 0.000112 -3.51e+05 0.308288
6 357576 0.000342 -3.51e+05 0.308288
7 356995 0.000828 -3.51e+05 0.308288
8 155123 0.212 -6.3e+05 0.308288
9 138313 0.054 -1.54e+05 0.308288
10 135679 0.00896 -1.63e+05 0.308288
11 127368 0.0319 -1.29e+05 0.308288
12 119027 0.0368 -1.05e+05 0.308288
13 107196 0.0546 -1.04e+05 0.308288
14 102771 0.0382 1.67e+07 0.308288
15 94267.1 0.0371 -1.35e+05 0.308288
16 68128.8 0.0982 -1.7e+05 0.308288
17 61000.7 0.0506 -7.65e+04 0.308288
18 50573 0.0885 -6.19e+04 0.308288
19 18365.3 0.3 -5.79e+04 0.308288
20 5024.17 0.431 -6.02e+03 0.308288
21 4639.92 0.768 1.67e+03 0.308288
22 4629.27 0.017 -315 0.308288
23 4454.23 0.444 1.83e+03 0.308288
24 4357.06 1 -2.88 0.308288
25 4212.93 0.25 77.8 0.102763
26 3729.96 0.741 394 0.102763
27 2268.94 1 -127 0.102763
28 2010.93 0.676 4.51e+03 0.0718299
29 1902.21 1 26.9 0.0718299
30 1794.86 0.337 -128 0.0323541
31 1789.69 1 -0.3 0.0323541
32 1774.64 1 -2.42 0.0107847
33 1842.6 1 69.8 0.0035949
34 1762.73 0.141 -7.9 0.0071898
35 1773.29 1 11 0.0071898
36 1798.83 0.905 255 0.0143796
37 1796.18 0.881 267 0.0575184
38 1794.51 0.908 261 0.460147
39 1717.29 1 101 3.68118
40 1628.94 1 -12.9 4.19485
41 1616.13 0.521 -8.69 3.05733
42 1606.22 1 -2.87 3.05733
43 1601.78 1 -1.39 1.85667
44 1599.86 1 -0.623 1.52385
45 1599.09 1 -0.248 1.24398
46 1598.81 1 -0.0919 1.01128
47 1598.68 1 -0.0527 0.784252
48 1598.59 0.0293 -1.4 0.497249
49 1598.46 1 -0.0617 0.497249
50 1598.19 1 -0.166 0.226352
51 1597.77 0.00855 -24.6 0.0754508
52 1542.7 0.622 1.98e+03 0.0754508
53 1505.56 1 0.276 0.0754508
54 1498.09 1 -1.25 0.0494925
55 1484.89 0.172 -22.4 0.039131
56 1472.87 0.799 19.4 0.039131
57 2190 0.257 2.95e+04 0.039131
58 2183.49 0.27 3.2e+04 0.078262
59 2143.74 0.497 1.93e+04 0.313048
60 1443.31 1 -2.58 2.50438
61 2017.27 0.799 7.75e+03 0.834794
62 1448.05 1 37 1.66959
63 1441.38 1 -0.821 6.67835
64 1441.29 1 14.4 2.22612
65 1433.77 0.273 -12 4.18474
66 1425.61 1 1.21 4.18474
67 1424.85 1 -0.0481 1.89735
68 1421.12 0.315 -5.37 1.0891
69 1416.62 0.631 -3.47 1.0891
70 1410.83 0.868 -2.71 1.0891
71 1409.66 1 0.14 1.0891
72 1416.13 0.966 29.9 1.08331
73 1407.56 1 1.43 2.16662
74 1405.66 1 0.617 1.95143
75 1404.91 0.221 -1.4 1.88026
76 1402.95 1 -0.235 1.88026
77 1413.82 1 44 0.671101
78 1401.46 1 0.141 1.3422
79 1400.19 1 0.0706 1.24819
80 1395.67 0.765 0.101 1.15315
81 1394.19 1 0.999 1.15315
82 1393.34 1 0.557 1.15307
83 1392.58 1 0.166 1.15396
84 1391.98 1 -0.0521 1.15206
85 1391.54 1 -0.133 1.08059
86 1391.13 1 -0.159 0.660187
87 1390.53 1 -0.261 0.446373
88 1390.45 0.0131 -3.31 0.237363
89 1445.47 1 83.9 0.237363
90 1408.43 1 30.7 0.474726
91 1389.92 1 0.939 1.89891
92 1388.81 1 -0.107 1.93387
93 1387.83 1 -0.191 1.89891
94 1386.96 1 -0.231 1.79949
95 1386.17 1 -0.25 1.62228
96 1385.42 1 -0.264 1.389
97 1384.67 1 -0.281 1.13713
98 1383.9 1 -0.305 0.899945
99 1383.08 0.947 -0.361 0.689209
100 1382.25 1 -0.37 0.689209
101 1380.61 1 -0.756 0.358149
102 1375.65 1 -2.41 0.181085
103 1328.59 1 -22.8 0.0603615
104 1327.64 0.00161 -296 0.0201205
105 1273.15 0.0957 -272 0.0201205
106 1001.25 0.8 -64.1 0.0201205
107 985.946 1 0.659 0.0201205
108 1448.58 1 2.16e+03 0.0158486
109 1001.08 1 44.7 0.0316973
110 985.147 1 0.34 0.126789
111 989.467 0.951 7.55 0.0930196
112 985.487 1 0.68 0.186039
113 984.99 1 -0.0249 0.744157
114 984.983 1 0.0154 0.248052
115 984.963 1 -0.00357 0.270957
116 984.947 0.0324 -0.249 0.0903191
117 984.916 0.062 -0.248 0.0903191
118 984.431 1 -0.238 0.0903191
119 981.164 1 -1.47 0.0301064
120 976.887 0.393 -4.35 0.0100355
121 975.913 0.802 3.74 0.0100355
122 1422.44 0.558 1.37e+03 0.0100355
123 1422.83 0.836 916 0.0200709
124 993.232 1 28.4 0.0802836
125 974.099 1 -0.194 0.642269
126 974.078 1 0.0277 0.21409
127 974.044 1 -0.000474 0.216477
128 974.053 1 0.0194 0.157019
129 974.042 1 0.000682 0.314039
130 974.041 1 -0.000103 0.313644
131 974.04 1 -0.000227 0.104548
132 974.04 1 0.000316 0.0447272
133 974.17 1 0.236 0.0449649
134 974.053 1 0.024 0.0899299
135 974.039 1 -4.43e-05 0.359719
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 631560
1 631297 0.00021 -6.25e+05 8.88305
2 631271 2.04e-05 -6.25e+05 8.88305
3 631131 0.000113 -6.24e+05 8.88305
4 630844 0.000229 -6.24e+05 8.88305
5 367321 0.237 -4.87e+05 8.88305
6 363252 0.00564 -3.6e+05 8.88305
7 315166 0.0698 -3.3e+05 8.88305
8 315061 0.000168 -3.1e+05 8.88305
9 123246 0.404 -1.65e+05 8.88305
10 11439.9 0.708 -3.24e+04 8.88305
11 4111.95 0.86 5.24e+03 8.88305
12 2736.89 0.362 -1.44e+03 8.88305
13 2603.61 0.0716 -877 8.88305
14 2192.69 0.307 -511 8.88305
15 1796.87 0.851 -89 8.88305
16 1794.8 0.0274 -37.1 8.88305
17 1756.63 1 -6.99 8.88305
18 1750.15 0.823 -2.5 2.96102
19 1745.9 1 -1.69 2.96102
20 1691.62 0.987 28 0.987006
21 1664.73 0.342 -29.6 0.987006
22 1609.31 1 -21.6 0.987006
23 1574.74 0.151 -110 0.508591
24 1341.89 1 -72.8 0.508591
25 1294.66 0.482 -33.4 0.16953
26 1275.73 1 -0.383 0.16953
27 1275.22 1 -0.0913 0.0565101
28 1262.44 0.157 -19.8 0.0188367
29 1261.55 0.0711 -5.86 0.0188367
30 1261.4 0.0131 -5.64 0.0188367
31 1259.22 0.239 -3.6 0.0188367
32 1256.54 1 0.376 0.0188367
33 1255.57 1 -0.116 0.0153304
34 1255.52 1 -0.00954 0.00511015
35 9388.03 0.293 7.34e+05 0.00170338
36 9388.44 0.376 5.73e+05 0.00340677
37 9390.85 0.876 2.46e+05 0.0136271
38 1255.1 1 0.174 0.109016
39 1255.21 1 2.7 0.129437
40 1254.55 1 0.589 0.258874
41 1251.76 1 -1.14 0.258455
42 1249.03 0.178 0.315 0.0861517
43 1254.73 0.119 130 0.0861517
44 1255.17 0.226 79.4 0.172303
45 1277.4 1 112 0.689214
46 1245.31 1 -1.17 5.51371
47 1242.36 1 3.28 1.8379
48 1238.97 1 0.892 1.83613
49 1236.39 1 -0.384 1.83519
50 1235.04 1 -0.35 1.78565
51 1234.5 1 -0.172 1.49248
52 1234.18 1 -0.113 1.29493
53 1233.97 1 -0.0854 1.06847
54 1233.78 1 -0.0738 0.839867
55 1233.61 1 -0.0718 0.620449
56 1233.41 1 -0.0926 0.426334
57 1232.92 1 -0.229 0.243739
58 1229.39 1 -1.6 0.0829713
59 1220.73 1 0.983 0.0276571
60 1225.24 0.357 18.7 0.00921904
61 1225.74 0.417 17.6 0.0184381
62 1230.62 0.821 16.5 0.0737523
63 1028.74 1 -32.9 0.590018
64 1013.22 0.818 -4.31 0.196673
65 1012.94 0.0678 -2.01 0.196673
66 1010.75 1 -0.418 0.196673
67 1010.57 1 -0.0362 0.0655576
68 1006.79 0.0663 -40.8 0.0218525
69 1006.5 0.00727 -20.9 0.0218525
70 1012.4 0.454 266 0.0218525
71 1168.02 0.466 1.47e+03 0.0437051
72 1054.81 0.48 697 0.17482
73 1621.87 0.66 1.61e+04 1.39856
74 1456.72 1 6.19e+03 11.1885
75 999.909 1 7.62 89.508
76 997.574 1 -0.385 29.836
77 996.565 1 -0.394 9.94533
78 995.77 1 0.0562 3.31511
79 995.141 1 -0.189 2.28472
80 994.712 1 -0.149 0.761573
81 994.45 1 -0.108 0.610623
82 994.065 1 -0.135 0.368021
83 993.665 1 -0.127 0.329723
84 993.395 1 0.058 0.319089
85 993.441 1 0.537 0.318276
86 993.223 1 -0.0477 0.636552
87 993.197 1 0.162 0.432763
88 993.053 1 -0.00993 0.575782
89 993.01 1 0.0517 0.517933
90 992.944 1 0.0184 0.525169
91 992.893 1 0.00899 0.524049
92 992.852 1 0.00204 0.520191
93 992.82 1 -0.000583 0.50827
94 992.796 1 -0.00188 0.489513
95 992.775 1 -0.0023 0.463328
96 992.759 1 -0.00245 0.432267
97 992.744 1 -0.00242 0.39777
98 992.731 1 -0.00234 0.362342
99 992.719 1 -0.00223 0.327256
100 992.709 1 -0.00211 0.29379
101 992.699 1 -0.00199 0.262393
102 992.69 1 -0.00187 0.233435
103 992.682 1 -0.00176 0.206903
104 992.675 1 -0.00165 0.182767
105 992.668 1 -0.00155 0.160851
106 992.662 1 -0.00146 0.140995
107 992.657 1 -0.00138 0.122996
108 992.651 1 -0.00131 0.10668
109 992.647 1 -0.00121 0.0918453
110 992.643 1 -0.000954 0.0784566
111 992.64 1 -0.00087 0.0668221
112 992.637 1 -0.000808 0.0554361
113 992.634 1 -0.000808 0.0450854
114 992.631 1 -0.000819 0.0351474
115 992.629 1 -0.000883 0.0263472
116 992.626 1 -0.000896 0.0184234
117 992.623 1 -0.00103 0.0132437
118 992.621 0.705 -0.00135 0.00876164
119 992.619 1 -0.00109 0.00876164
120 992.611 1 -0.00371 0.00292055
121 992.543 1 -0.0335 0.000973515
122 983.222 1 -4.81 0.000324505
123 977.997 0.0181 -148 0.000108168
124 976.262 0.00602 -145 0.000108168
125 974.243 0.605 -1.26 0.000108168
126 973.985 1 -0.00716 0.000108168
127 973.977 1 1.18e-05 3.60561e-05
128 973.975 1 -0.000257 1.93588e-05
129 973.974 1 -0.000233 1.63796e-05
130 973.974 1 -0.000261 1.21246e-05
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 631840
1 631674 0.000134 -6.21e+05 6.18781
2 631656 1.39e-05 -6.21e+05 6.18781
3 631605 4.16e-05 -6.21e+05 6.18781
4 631420 0.000149 -6.21e+05 6.18781
5 631254 0.000134 -6.21e+05 6.18781
6 630537 0.000577 -6.22e+05 6.18781
7 630192 0.000279 -6.2e+05 6.18781
8 452791 0.109 -1.02e+06 6.18781
9 261805 0.145 -9.05e+05 6.18781
10 243938 0.0325 -2.98e+05 6.18781
11 220019 0.0451 -2.97e+05 6.18781
12 83196 0.248 -3.45e+05 6.18781
13 36317.2 0.272 -9.01e+04 6.18781
14 6182.48 0.498 -1.51e+04 6.18781
15 3408.2 0.751 2.63e+03 6.18781
16 2916.46 0.726 1.24e+03 6.18781
17 3019.48 1 2.47e+03 6.18781
18 2549.94 1 15.4 12.3756
19 2510.19 0.923 -10.4 4.12521
20 2501.21 1 -2.82 4.12521
21 2496.6 1 -1.72 3.60022
22 2493.26 1 -1.34 2.85961
23 2464.6 0.725 38.6 2.11932
24 2438.37 1 -4.28 2.11932
25 2433.91 1 -0.962 1.13977
26 2432.28 0.885 -0.569 0.44317
27 2431.57 1 -0.227 0.44317
28 2431.18 1 -0.0199 0.393579
29 2431.01 0.583 0.0528 0.374984
30 2430.69 1 -0.0762 0.374984
31 2430.22 1 0.611 0.164786
32 2429.75 1 0.33 0.167149
33 2429.83 1 0.935 0.167519
34 2429.65 1 0.575 0.335038
35 2429.46 1 0.3 0.463688
36 2429.32 1 0.148 0.530082
37 2429.23 1 0.0415 0.541254
38 2429.16 1 0.00305 0.542946
39 2429.1 1 -0.0156 0.536074
40 2429.03 1 -0.0274 0.46488
41 2428.88 1 -0.0661 0.212043
42 2428.46 1 -0.178 0.0851258
43 2590.52 0.416 5.87e+03 0.0306839
44 2592.68 0.819 2.97e+03 0.0613677
45 2428.05 1 -0.201 0.245471
46 2612.7 0.599 3.17e+03 0.0818236
47 2441.58 1 73.3 0.163647
48 2427.52 1 -0.285 0.654589
49 2482.03 1 274 0.218196
50 2426.56 1 0.782 0.436393
51 2462.3 1 64.5 0.392715
52 2430.4 1 8.68 0.78543
53 2425.42 1 -0.146 3.14172
54 2424.64 1 -0.217 2.1185
55 2423.86 1 -0.144 1.64616
56 2423.07 1 -0.192 1.46332
57 2422.34 0.914 -0.292 1.21893
58 2421.99 1 -0.129 1.21893
59 2421.92 0.169 -0.216 0.544637
60 2421.56 1 -0.149 0.544637
61 2421.03 1 -0.232 0.241101
62 2420.23 1 -0.339 0.12223
63 2420.01 0.126 -0.829 0.0717552
64 2418.44 1 -0.708 0.0717552
65 2410.67 1 -3.74 0.0269969
66 2407.77 0.0137 -106 0.0107462
67 2405.11 0.00897 -149 0.0107462
68 2403.82 0.00365 -176 0.0107462
69 2290.03 0.324 -161 0.0107462
70 2024.75 1 -4.27 0.0107462
71 2133.44 1 95.7 0.00358208
72 2031.88 1 7.78 0.00716415
73 2019.17 1 -0.921 0.0286566
74 2018.61 1 -0.0891 0.0250313
75 2018.46 1 -0.0245 0.0094412
76 2018.42 1 -0.0117 0.009555
77 2018.4 1 -0.00653 0.00532068
78 2018.4 1 -0.00353 0.00399891
79 2018.39 1 -0.00112 0.00175135
80 2018.37 1 -0.00276 0.00139893
81 2018.36 1 -0.00126 0.00140926
82 2018.36 0.503 -0.000593 0.000697344
83 2018.35 0.718 -0.00658 0.000697344
84 2018.35 1 -0.000765 0.000697344
85 2018.35 1 -0.0011 0.000485581
86 2018.34 1 -0.000814 0.000285172
87 2018.34 1 -0.00109 0.000190467
88 2018.34 1 0.0016 0.000172334
89 2018.34 0.398 -0.00227 0.000344669
90 2018.34 1 -0.000289 0.000344669
91 2018.33 0.0599 -0.0225 0.00011489
92 2018.33 1 -0.000202 0.00011489
93 2018.33 1 -0.000557 5.25915e-05
94 2018.33 1 -0.000503 2.40698e-05
95 2018.33 1 1.09e-05 8.02327e-06
96 2018.33 0.371 -0.000143 8.46151e-06
97 2018.33 1 -0.0005 8.46151e-06
98 2018.33 1 -0.000217 4.42065e-06
99 2018.33 1 -0.000819 4.20677e-06
100 2018.33 1 -0.000467 1.40226e-06
101 2100.09 0.634 8.32e+05 4.67419e-07
102 2018.33 0.0137 -0.0247 9.34838e-07
103 2018.33 1 -8.57e-05 9.34838e-07
104 2018.33 0.0735 -9.61e-05 9.2571e-07
105 2018.32 1 -0.000641 9.2571e-07
106 2018.32 1 4.34e-05 3.0857e-07
107 2018.32 1 -0.000115 3.10057e-07
108 2018.32 1 -4.59e-05 3.13309e-07
109 2018.32 1 -0.00014 1.04436e-07
110 2018.32 0.734 0.00011 3.48121e-08
111 2018.32 1 0.00023 3.48121e-08
112 2018.32 1 0.00015 6.96241e-08
113 2018.34 1 0.306 2.78496e-07
114 2018.32 1 -3.68e-05 2.22797e-06
115 2018.32 1 9.34e-05 8.65871e-07
116 2018.32 1 0.00113 8.81553e-07
117 2019.51 1 7.25 1.76311e-06
118 2018.79 1 5.59 7.05242e-06
119 2016.78 1 0.659 5.64194e-05
120 2015.9 1 0.109 5.612e-05
121 2015.9 0.00164 -1.67 2.33678e-05
122 2057.67 1 149 2.33678e-05
123 2050.48 1 123 4.67355e-05
124 2027.86 1 46.3 0.000186942
125 2014.22 1 -0.377 0.00149554
126 2091.71 0.431 692 0.000498512
127 2091.53 0.433 688 0.000997024
128 2090.45 0.446 663 0.0039881
129 2080.51 0.568 481 0.0319048
130 1995.29 1 -11 0.255238
131 1951.53 0.107 -283 0.0850794
132 1939.46 0.151 -39.5 0.0850794
133 1895.52 0.575 -43 0.0850794
134 1644.98 1 -272 0.0850794
135 1703.57 0.187 5.17e+03 0.0283598
136 1694.59 0.204 4.74e+03 0.0567196
137 1642.75 0.303 3.15e+03 0.226878
138 1304.85 1 44.5 0.226878
139 1276.67 1 -0.0221 0.0756262
140 1270.83 0.792 -1.23 0.0680887
141 1268.55 1 -0.376 0.0680887
142 1267.79 1 -0.159 0.062725
143 1267.59 1 -0.0467 0.0501443
144 1267.54 1 -0.0125 0.0353719
145 1267.53 1 -0.00464 0.0293259
146 1267.52 1 -0.0023 0.0249134
147 1267.52 1 -0.0015 0.0214674
148 1267.16 1 -0.335 0.0175925
149 1287.1 0.756 3.63e+03 0.00586416
150 1287.14 0.761 3.6e+03 0.0117283
151 1287.15 0.768 3.57e+03 0.0469132
152 1287.14 0.804 3.41e+03 0.375306
153 1247.46 1 -62.8 3.00245
154 1259.2 0.426 380 1.00082
155 1259.12 0.427 376 2.00163
156 1258.84 0.434 363 8.00653
157 1258.41 0.449 342 64.0522
158 1258.11 0.483 313 512.418
159 1259.06 0.651 234 4099.34
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 32002.6
1 32001.2 2.18e-05 -3.06e+04 0.693302
2 26686.8 0.0945 -2.68e+04 0.693302
3 7012.48 0.53 -1.27e+04 0.693302
4 6561.71 0.0432 -4.97e+03 0.693302
5 6131.83 0.0446 -4.7e+03 0.693302
6 4380.24 0.2 -4.27e+03 0.693302
7 3393.23 0.197 -2.32e+03 0.693302
8 3139.71 0.0718 -1.67e+03 0.693302
9 2105.13 0.367 -1.07e+03 0.693302
10 1704.73 0.78 334 0.693302
11 1511.73 0.906 -25 0.693302
12 1479.57 1 -2.14 0.693302
13 1477.08 1 -0.919 0.231101
14 1470.2 1 -2.85 0.177209
15 1469.88 0.00578 -28.2 0.0650087
16 1468.21 0.0301 -27.3 0.0650087
17 1466.39 0.028 -32.4 0.0650087
18 1391.71 1 -35.2 0.0650087
19 1081.8 1 -20.8 0.0216696
20 1081.1 0.0399 -7.94 0.00722319
21 1078.16 1 0.0134 0.00722319
22 1076.45 1 -0.534 0.00722385
23 1074.72 0.0886 -9.38 0.00240795
24 1073.94 1 -0.205 0.00240795
25 1042.48 0.246 -50.7 0.00080265
26 1014.02 0.418 -14.3 0.00080265
27 1007.67 1 -0.0952 0.00080265
28 1007.43 1 -0.0138 0.00026755
29 2137.66 0.82 1.19e+04 8.91833e-05
30 2137.66 0.82 1.19e+04 0.000178367
31 2137.71 0.82 1.19e+04 0.000713467
32 2138.18 0.822 1.19e+04 0.00570773
33 2141.95 0.838 1.17e+04 0.0456619
34 2172.35 0.968 1.03e+04 0.365295
35 1003.53 1 19.4 2.92236
36 992.015 1 -1.73 3.30182
37 997.073 1 15.3 1.25471
38 989.814 1 0.183 2.50943
39 988.215 1 -0.415 2.37446
40 987.561 1 0.135 1.72266
41 986.768 1 -0.193 1.72193
42 986.343 1 -0.0907 1.44801
43 986.027 1 -0.0938 1.35111
44 985.819 1 -0.0641 1.1328
45 985.667 1 -0.0514 0.980364
46 985.554 1 -0.0394 0.813078
47 985.469 1 -0.031 0.672976
48 985.403 1 -0.0245 0.549281
49 985.351 1 -0.0195 0.445594
50 985.31 1 -0.0155 0.359463
51 985.278 1 -0.0124 0.288913
52 985.252 1 -0.00985 0.231575
53 985.232 1 -0.00785 0.185251
54 985.216 1 -0.00626 0.147976
55 985.204 1 -0.00499 0.118072
56 985.193 1 -0.00397 0.0941331
57 985.185 1 -0.00316 0.0749994
58 985.181 1 -0.00189 0.0597251
59 985.177 1 -0.00163 0.0375189
60 985.174 1 -0.00139 0.0238022
61 985.171 1 -0.00119 0.0150543
62 985.169 1 -0.00102 0.00952159
63 985.167 1 -0.000877 0.00602143
64 985.165 1 -0.000753 0.0038077
65 985.163 1 -0.000646 0.00240762
66 985.162 1 -0.000555 0.0015222
67 985.161 1 -0.000476 0.000962258
68 985.16 1 -0.000409 0.00060815
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 54072
1 54025 0.000455 -5.17e+04 1.34207
2 53984.8 0.000389 -5.17e+04 1.34207
3 53974 0.000105 -5.16e+04 1.34207
4 53908.5 0.000634 -5.17e+04 1.34207
5 52698.2 0.0115 -5.35e+04 1.34207
6 48259.2 0.0418 -5.55e+04 1.34207
7 27157.9 0.227 -3.95e+04 1.34207
8 27157.2 1.36e-05 -2.49e+04 1.34207
9 25164.5 0.0403 -2.47e+04 1.34207
10 25163.8 1.55e-05 -2.29e+04 1.34207
11 24591.3 0.0125 -2.27e+04 1.34207
12 23185.5 0.0317 -2.2e+04 1.34207
13 20012.9 0.0601 -3.32e+04 1.34207
14 20004.4 0.000239 -1.78e+04 1.34207
15 14961.4 0.11 -2.89e+04 1.34207
16 4892.54 0.302 -1.74e+04 1.34207
17 3096.33 0.753 1.33e+04 1.34207
18 2032.71 0.606 -383 1.34207
19 1495.59 1 -52.3 1.34207
20 1468.16 1 37.9 0.646272
21 1455.39 1 -1.65 0.541077
22 1450.55 1 -1.79 0.300426
23 1449.5 0.0245 -20.7 0.185382
24 1441.67 0.208 -16.5 0.185382
25 1438.71 0.047 -30.6 0.185382
26 1395.84 0.65 -31 0.185382
27 1376.86 0.0617 -151 0.185382
28 1324.59 0.143 -174 0.185382
29 1066.93 1 -42.2 0.185382
30 1094.94 0.237 240 0.0617939
31 1092.79 0.298 183 0.123588
32 1074.74 0.668 51.3 0.494352
33 1049.81 1 -3.8 3.95481
34 1050.23 1 11.1 1.63681
35 1044.32 1 -0.389 3.27362
36 1040.66 1 1.03 3.22092
37 1036.24 0.876 -0.621 3.257
38 1032.76 1 -0.797 3.257
39 1031.09 1 -0.492 3.1483
40 1030.28 1 -0.281 2.7896
41 1029.77 1 -0.188 2.4337
42 1029.41 1 -0.14 2.05027
43 1029.12 1 -0.111 1.67054
44 1028.9 1 -0.0908 1.32652
45 1028.7 1 -0.0763 1.03482
46 1028.54 1 -0.065 0.796772
47 1028.4 1 -0.056 0.606334
48 1028.27 1 -0.0539 0.455568
49 1028.13 1 -0.056 0.327811
50 1027.98 1 -0.055 0.232164
51 1027.85 1 -0.0429 0.180177
52 1016.32 0.0767 1.01e+08 0.160276
53 1011.52 0.157 -14.1 0.160276
54 1336.95 1 2.08e+03 0.160276
55 1002.13 1 6.61 0.320551
56 999.819 1 -0.128 0.254512
57 999.156 1 -0.0469 0.202132
58 999.042 1 -0.0243 0.0906474
59 1040.56 0.963 96 0.0906511
60 989.79 0.589 -2.4 0.181302
61 985.414 1 -0.66 0.181302
62 984.925 1 -0.0883 0.060434
63 1087.51 0.769 408 0.0201447
64 1001.22 1 41.8 0.0402894
65 984.918 1 0.0749 0.161157
66 984.805 1 -0.0395 0.218816
67 984.768 0.11 -0.101 0.0729388
68 1058.25 1 187 0.0729388
69 987.789 1 6.5 0.145878
70 984.737 1 0.000609 0.58351
71 984.734 0.0922 -0.0136 0.505053
72 984.727 1 0.00981 0.505053
73 984.713 1 0.00103 0.514581
74 984.703 1 0.000955 0.501174
75 984.695 1 -4.27e-05 0.493137
76 984.689 1 -0.000243 0.474537
77 984.683 1 -0.000462 0.453263
78 984.678 1 -0.000509 0.425805
79 984.674 1 -0.000568 0.396819
80 984.669 1 -0.000571 0.365538
81 984.665 1 -0.000589 0.334887
82 984.662 1 -0.000557 0.304408
83 984.658 1 -0.000567 0.276609
84 984.655 1 -0.000546 0.2493
85 984.652 1 -0.00056 0.224319
86 984.648 1 -0.000571 0.200007
87 984.645 1 -0.000596 0.177031
88 984.642 1 -0.000606 0.154986
89 984.639 1 -0.000649 0.134904
90 984.636 1 -0.000669 0.115505
91 984.633 1 -0.000734 0.098067
92 984.63 1 -0.000773 0.0811706
93 984.627 1 -0.000837 0.0662928
94 984.624 1 -0.00094 0.0529849
95 984.621 1 -0.00104 0.0406571
96 984.617 1 -0.00115 0.0302536
97 984.614 1 -0.00135 0.0219282
98 984.609 1 -0.00153 0.0146496
99 984.605 1 -0.00177 0.00955941
100 984.6 1 -0.00193 0.00580147
101 984.595 1 -0.00201 0.0035845
102 984.591 1 -0.00193 0.0021045
103 984.588 1 -0.00126 0.0012824
104 984.585 1 -0.00147 0.000595275
105 984.582 1 -0.00134 0.000356038
106 984.58 0.713 -0.0012 0.000222245
107 984.578 1 -0.000735 0.000222245
108 984.576 1 -0.000836 0.000114346
109 984.574 1 -0.000714 7.25001e-05
110 984.573 1 -0.000613 4.57858e-05
111 984.572 1 -0.000526 2.89236e-05
112 984.571 0.412 -0.000539 1.82735e-05
113 984.57 1 -0.000366 1.82735e-05
114 984.57 1 -0.000374 1.02237e-05
115 984.569 1 -0.000317 6.51763e-06
116 984.568 1 -0.000274 4.09876e-06
117 984.568 1 -0.000234 2.5903e-06
118 984.567 1 -0.000201 1.64006e-06
119 984.567 1 -0.000173 1.03746e-06
120 984.566 1 -0.000251 6.54999e-07
121 984.566 1 -0.000105 6.04004e-07
122 984.566 1 -9.08e-05 3.82487e-07
123 984.565 1 -7.82e-05 2.41302e-07
124 984.565 0.908 -6.97e-05 1.5257e-07
125 984.565 1 -1.91e-05 1.5257e-07
126 984.565 1 -4.1e-05 5.08568e-08
127 984.565 1 -4.82e-05 2.60434e-08
128 984.565 1 -4.22e-05 1.64445e-08
129 984.565 1 -2.91e-05 1.04027e-08
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 156941
1 156902 0.000125 -1.54e+05 1.16483
2 156874 9.38e-05 -1.54e+05 1.16483
3 156736 0.000449 -1.53e+05 1.16483
4 156677 0.000193 -1.53e+05 1.16483
5 156550 0.000414 -1.53e+05 1.16483
6 121417 0.12 -1.96e+05 1.16483
7 115178 0.0268 -1.14e+05 1.16483
8 114894 0.00127 -1.12e+05 1.16483
9 114860 0.000152 -1.12e+05 1.16483
10 93377.1 0.0959 -1.12e+05 1.16483
11 93053.5 0.00178 -9.07e+04 1.16483
12 90879 0.012 -9.02e+04 1.16483
13 51459.3 0.164 -1.68e+05 1.16483
14 51443.8 0.000159 -4.86e+04 1.16483
15 47325.3 0.0384 -5.95e+04 1.16483
16 29522.6 0.127 -1.12e+05 1.16483
17 6659.94 0.164 -1.36e+05 1.16483
18 2087.1 0.421 5.89e+03 1.16483
19 1856.38 0.559 299 1.16483
20 1924.39 1 708 1.16483
21 1782.26 1 220 2.32966
22 1735.63 1 172 2.34571
23 1667.34 1 -3.4 2.40425
24 1636.37 0.621 -41.4 0.801415
25 1627.09 0.0858 -54.8 0.801415
26 1515.17 0.755 -38.9 0.801415
27 4518.51 0.721 9.26e+04 0.801415
28 1446.75 0.894 7.35 1.60283
29 1400.43 1 -5.8 1.60283
30 1388.15 0.826 -3.01 0.534277
31 1381.72 1 -1.5 0.534277
32 1380.08 0.583 -0.979 0.260455
33 1378.64 1 -0.327 0.260455
34 1379.28 1 3.79 0.248864
35 1377.9 1 -0.188 0.497727
36 1378.13 1 1.78 0.39815
37 1377.45 1 -0.138 0.7963
38 1377.46 1 0.9 0.549637
39 1377.13 1 -0.107 1.09927
40 1375.42 1 -0.0741 0.678004
41 1374.87 1 -0.131 0.555547
42 1374.42 1 -0.156 0.519418
43 1373.96 1 -0.195 0.408464
44 1373.27 1 -0.305 0.245832
45 1372.55 0.526 -0.639 0.142335
46 1370.84 1 -0.81 0.142335
47 1362.19 1 -4.24 0.0576052
48 1354.66 0.0415 -90.4 0.0192017
49 1242.49 0.368 -139 0.0192017
50 974.847 1 -7.32 0.0192017
51 976.914 1 2.68 0.00640058
52 985.773 1 19.1 0.0128012
53 980.439 1 10.7 0.0512047
54 974.405 1 -0.0395 0.409637
55 974.262 1 -0.0426 0.202955
56 974.191 1 -0.0253 0.190348
57 974.145 1 -0.017 0.168788
58 974.117 1 -0.011 0.142905
59 974.102 1 -0.00379 0.114232
60 974.109 1 0.0281 0.103335
61 974.096 1 -0.000524 0.206669
62 974.09 1 -0.00203 0.20316
63 974.084 1 -0.0022 0.134949
64 974.08 1 0.00281 0.0951651
65 974.133 1 0.0989 0.0958516
66 974.08 1 0.00573 0.191703
67 974.073 1 -0.0011 0.302224
68 974.071 1 -0.00113 0.162197
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 43440.9
1 35297.6 0.0767 -6.69e+04 0.953714
2 23961.6 0.125 -6e+04 0.953714
3 19134.6 0.0921 -3.06e+04 0.953714
4 18779.2 0.01 -1.79e+04 0.953714
5 8500.62 0.234 -2.68e+04 0.953714
6 1855.7 0.416 1.12e+03 0.953714
7 1660.1 0.764 3.19e+03 0.953714
8 1655.84 0.0104 -205 0.953714
9 1466.61 0.558 373 0.953714
10 1469.29 0.591 223 0.953714
11 1538.86 0.926 373 1.90743
12 1432.62 1 14.1 7.62972
13 1417.52 1 -0.777 5.6806
14 1411.46 1 4.02 1.89353
15 1401.08 1 -3.15 1.86983
16 1427.15 0.943 84.7 0.623278
17 1400.09 1 3.3 1.24656
18 1398.81 1 2.9 1.32794
19 1398.96 1 4.95 1.37274
20 1395.86 1 -0.596 2.74549
21 1415.76 1 48.7 0.915163
22 1396.02 1 1.64 1.83033
23 1395.42 1 -0.128 7.3213
24 1395.17 1 0.41 2.44043
25 1394.29 1 -0.34 2.44789
26 1395.89 1 7.12 0.815962
27 1393.48 1 -0.25 1.63192
28 1391.76 0.601 -0.912 0.543975
29 1390.7 0.088 -6.35 0.543975
30 1390.03 0.0903 -3.58 0.543975
31 1389.16 1 -0.0405 0.543975
32 1389.02 0.625 -0.0657 0.38153
33 1388.97 1 -0.0137 0.38153
34 1388.92 1 -0.019 0.127177
35 1388.82 1 -0.0673 0.0952698
36 1412.59 0.575 1.69e+03 0.0317566
37 1388.25 1 1.06 0.0635132
38 1410.65 0.114 1.17e+03 0.0211711
39 1408.79 0.181 699 0.0423422
40 1406.8 0.578 209 0.169369
41 1387.24 1 -0.26 1.35495
42 1388.96 1 12.1 0.45165
43 1386.49 1 -0.34 0.903299
44 1399.26 0.709 75.7 0.3011
45 1387.15 1 5.69 0.6022
46 1386 1 -0.222 2.4088
47 1385.53 1 1.16 0.802933
48 1385.67 1 2.52 0.803099
49 1384.38 1 -0.255 1.6062
50 1402.95 1 46.1 0.632628
51 1384.83 1 1.65 1.26526
52 1384.14 1 -0.0747 5.06102
53 1384.82 1 2.6 1.68701
54 1384.14 1.44e-05 -0.242 3.37402
55 1383.84 1 0.0459 3.37402
56 1383.54 1 0.12 3.06853
57 1383.17 1 0.0449 3.05912
58 1382.91 0.485 -0.201 2.96923
59 1382.72 1 -0.0421 2.96923
60 1383.34 1 7.66 0.989743
61 1379.45 1 -0.566 1.97949
62 1382.59 1 7.04 1.01351
63 1378.65 1 -0.0474 2.02702
64 1378.56 1 0.39 1.58673
65 1378.01 1 -0.12 2.06189
66 1377.59 1 -0.0746 0.687296
67 1376.67 1 -0.197 0.481845
68 1375.72 1 -0.321 0.430079
69 1373.4 0.343 -2.92 0.268605
70 1372 1 -0.0124 0.268605
71 1371.64 0.435 -0.285 0.205933
72 1371.89 1 0.755 0.205933
73 1371.43 1 -0.0238 0.411865
74 1371.94 1 1.01 0.182212
75 1371.41 1 0.0269 0.364424
76 1371.39 1 0.00662 0.380561
77 1371.37 1 0.0056 0.379062
78 1371.37 1 0.00296 0.37905
79 1371.36 1 0.00162 0.378564
80 1371.35 1 0.000885 0.377111
81 1371.35 1 0.000435 0.374219
82 1371.35 1 0.000187 0.36895
83 1371.34 1 4.1e-05 0.361136
84 1371.34 1 -3.49e-05 0.350646
85 1371.34 1 -7.88e-05 0.338169
86 1371.34 1 -9.96e-05 0.324184
87 1371.33 1 -0.000111 0.309465
88 1371.33 1 -0.000114 0.294433
89 1371.33 1 -0.000115 0.279523
90 1371.33 1 -0.000113 0.264931
91 1371.33 1 -0.00011 0.250829
92 1371.33 1 -0.000107 0.237273
93 1371.32 1 -0.000104 0.224308
94 1371.32 1 -0.000101 0.211933
95 1371.32 1 -9.77e-05 0.200143
96 1371.32 1 -9.48e-05 0.188916
97 1371.32 1 -9.21e-05 0.178234
98 1371.32 1 -8.96e-05 0.16807
99 1371.32 1 -8.73e-05 0.158402
100 1371.32 0.157 -0.000771 0.149205
101 1371.32 1 -0.00023 0.149205
102 1371.31 1 -0.000594 0.0497348
103 1371.31 1 -0.00122 0.0165783
104 1371.31 1 -0.00116 0.00976432
105 1371.31 1 -0.000883 0.00644229
106 1371.3 0.778 -0.000536 0.00472463
107 1371.3 1 0.000244 0.00472463
108 1371.3 1 0.00263 0.00472488
109 1371.3 1 0.00262 0.00944976
110 1371.3 1 0.00187 0.037799
111 1371.3 1 4.66e-05 0.302392
112 1371.3 1 -5.49e-06 0.301603
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 38054.8
1 38047.6 0.000101 -3.59e+04 0.203562
2 31329.5 0.106 -2.79e+04 0.203562
3 31111.8 0.00375 -2.88e+04 0.203562
4 28793.1 0.0436 -2.46e+04 0.203562
5 28769.2 0.000445 -2.67e+04 0.203562
6 24509 0.0944 -1.97e+04 0.203562
7 22056.1 0.0602 -1.85e+04 0.203562
8 4888.24 0.501 -8.59e+03 0.203562
9 3036.42 0.461 -470 0.203562
10 2418.07 1 -93.5 0.203562
11 2394.49 0.033 -316 0.197696
12 2338.15 0.0982 -213 0.197696
13 2313.5 0.0358 -304 0.197696
14 2049.87 0.872 -93.4 0.197696
15 1772.03 1 -24.9 0.197696
16 1691.51 1 -6.6 0.162873
17 1689.74 1 -0.135 0.0542909
18 1636.49 0.067 -356 0.018097
19 1419.62 0.706 -19 0.018097
20 1273.06 1 -27.2 0.018097
21 1207.82 1 -16.1 0.0135158
22 1550.75 0.72 1.96e+03 0.00450526
23 1550.42 0.722 1.96e+03 0.00901051
24 1548.57 0.736 1.92e+03 0.0360421
25 1538.59 0.837 1.71e+03 0.288336
26 1301.03 1 544 2.30669
27 1164.49 1 -13.5 18.4535
28 1156.13 1 48 6.15118
29 1131.31 1 -1.75 6.61644
30 1130.05 0.512 -1.02 2.20548
31 1128.9 1 -0.354 2.20548
32 1128.27 1 -0.154 0.73516
33 1128.05 1 -0.0736 0.721937
34 1127.93 1 -0.0421 0.660783
35 1127.86 1 -0.0286 0.573469
36 1127.8 1 -0.0212 0.473788
37 1127.76 1 -0.0163 0.381557
38 1127.73 1 -0.0128 0.304104
39 1127.71 1 -0.0086 0.241507
40 1127.7 1 -0.00629 0.168911
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 164276
1 163514 0.00238 -1.59e+05 0.40835
2 162759 0.00237 -1.58e+05 0.40835
3 162608 0.000475 -1.59e+05 0.40835
4 155507 0.0236 -1.43e+05 0.40835
5 155112 0.0013 -1.51e+05 0.40835
6 148150 0.0241 -1.38e+05 0.40835
7 126162 0.0791 -1.44e+05 0.40835
8 122260 0.0153 -1.32e+05 0.40835
9 110066 0.0484 -1.33e+05 0.40835
10 100552 0.0423 -1.18e+05 0.40835
11 99255 0.00663 -9.78e+04 0.40835
12 86411.3 0.0661 -9.8e+04 0.40835
13 84560.5 0.0108 -8.73e+04 0.40835
14 80011.9 0.0262 -9.18e+04 0.40835
15 51696.8 0.124 -1.73e+05 0.40835
16 18966.5 0.165 -2.09e+05 0.40835
17 14065.6 0.131 -2.03e+04 0.40835
18 6298.6 0.284 -1.44e+04 0.40835
19 4389.65 0.191 -5.27e+03 0.40835
20 1587.98 0.53 914 0.40835
21 4161.75 0.864 3.46e+04 0.40835
22 3263.74 0.957 1.29e+04 0.816699
23 1540.4 1 283 3.2668
24 1424.11 1 23.8 3.46918
25 1419 1 7.5 1.15639
26 1419 2.7e-05 -15.6 1.15566
27 1415.42 1 0.163 1.15566
28 1414.68 0.439 -0.558 0.891399
29 1414.32 1 0.546 0.891399
30 1413.71 1 -0.103 0.892661
31 1413.57 1 0.0124 0.529447
32 1413.48 1 -0.0201 0.505682
33 1413.46 1 0.0307 0.183622
34 1413.41 1 -0.0152 0.19736
35 1413.36 1 -0.0078 0.125418
36 1412.74 1 -0.299 0.116272
37 1411.79 0.0984 -4.83 0.0387573
38 1410.65 0.0346 -16.6 0.0387573
39 1410.28 0.00772 -24.2 0.0387573
40 1410.23 0.00751 -2.85 0.0387573
41 1409.96 0.0527 -2.48 0.0387573
42 1409.79 0.039 -2.02 0.0387573
43 1409.39 0.118 -1.44 0.0387573
44 1536.9 0.342 3.14e+03 0.0387573
45 1539.72 0.687 1.53e+03 0.0775146
46 1408.71 1 0.179 0.310059
47 1412.55 1 13.5 0.269781
48 1408.17 1 -0.112 0.539561
49 1528.87 0.85 647 0.200551
50 1411.05 1 9.18 0.401102
51 1407.82 1 -0.131 1.60441
52 1408.93 1 4.21 0.534803
53 1407.51 1 -0.0682 1.06961
54 1407.48 0.0154 -0.793 0.356535
55 1408.37 0.522 5.84 0.356535
56 1407.38 0.855 1.06 0.71307
57 1407.7 1 2.78 0.71307
58 1406.19 1 -0.321 1.42614
59 1407.46 1 4.28 0.66295
60 1405.51 1 -0.125 1.3259
61 1404.78 1 0.0213 1.07737
62 1404.13 1 0.309 1.04037
63 1403.94 1 1.12 1.04035
64 1403.24 1 0.391 1.407
65 1402.97 1 0.49 1.407
66 1402.37 1 -0.0486 1.49936
67 1402.06 1 -0.0822 1.31648
68 1401.9 1 -0.00563 0.570071
69 1401.71 1 -0.0546 0.563703
70 1401.57 1 -0.0479 0.318646
71 1401.47 1 -0.038 0.281719
72 1401.39 1 -0.0282 0.228659
73 1401.34 1 -0.0111 0.190305
74 1401.34 1 0.0654 0.177485
75 1401.32 1 -0.00168 0.35497
76 1401.3 1 -0.00425 0.343151
77 1401.28 1 -0.00224 0.303669
78 1401.27 1 0.00288 0.288438
79 1401.26 1 0.0115 0.28809
80 1401.26 1 0.0184 0.311786
81 1401.24 1 0.00614 0.398413
82 1401.23 1 -0.0011 0.398414
83 1401.22 1 -0.000964 0.359636
84 1401.22 1 -0.00099 0.335507
85 1401.21 1 -3.42e-06 0.307953
86 1401.21 1 0.00149 0.302959
87 1401.2 1 0.00372 0.302949
88 1401.2 1 0.00569 0.314143
89 1401.2 1 0.00472 0.351111
90 1401.19 1 0.002 0.366928
91 1401.19 1 0.000843 0.366911
92 1401.18 1 9.6e-05 0.366264
93 1401.18 1 -8.89e-05 0.358704
94 1401.18 1 -0.000268 0.350101
95 1401.18 1 -0.000178 0.332159
96 1401.18 1 -1.07e-06 0.321397
97 1401.17 1 0.000379 0.315812
98 1401.17 1 0.000788 0.315676
99 1401.17 1 0.00136 0.31575
100 1401.17 1 0.00178 0.323573
101 1401.17 1 0.00184 0.338088
102 1401.17 1 0.00121 0.357043
103 1401.16 1 0.000734 0.357934
104 1401.16 1 0.000406 0.357971
105 1401.16 1 0.000263 0.357836
106 1401.16 1 8.63e-05 0.357641
107 1401.16 1 1.75e-05 0.354944
108 1401.16 1 -4.02e-05 0.351285
109 1401.16 0.972 -5.15e-05 0.343562
110 1401.16 1 -0.000103 0.343562
111 1401.16 1 -5.38e-05 0.32888
112 1401.16 1 2.96e-05 0.321542
113 1401.15 0.892 4.33e-05 0.3191
114 1401.15 1 -7.83e-05 0.3191
115 1401.15 1 0.000126 0.307601
116 1401.15 1 0.000357 0.307537
117 1401.15 0.85 0.000372 0.308978
118 1401.15 1 6.98e-05 0.308978
119 1401.15 1 0.000473 0.307354
120 1401.15 1 0.000704 0.319492
121 1401.15 0.915 0.00049 0.352088
122 1401.15 1 7.28e-05 0.352088
123 1401.15 1 0.000142 0.349685
124 1401.15 1 9.69e-05 0.349685
125 1401.15 0.979 7.58e-05 0.349568
126 1401.15 1 2.09e-05 0.349568
127 1401.15 1 1.83e-05 0.347548
128 1401.15 1 5.59e-06 0.346038
129 1401.15 0.965 -3.2e-06 0.343325
130 1401.15 1 -3.44e-05 0.343325
131 1401.15 1 -1.64e-05 0.334767
132 1401.15 1 4.41e-06 0.330352
133 1401.15 0.917 4.95e-06 0.328025
134 1401.14 1 -3.26e-05 0.328025
135 1401.14 1 1.91e-05 0.319633
136 1401.14 1 6.92e-05 0.318819
137 1401.14 0.882 6.96e-05 0.318817
138 1401.14 1 2.16e-06 0.318817
139 1401.14 1 8.85e-05 0.3162
140 1401.14 1 0.000157 0.316282
141 1401.14 0.875 0.000153 0.318832
142 1401.14 1 4.94e-05 0.318832
143 1401.14 1 0.000159 0.318634
144 1401.14 1 0.000216 0.323804
145 1401.14 0.906 0.000185 0.335779
146 1401.14 1 6.68e-05 0.335779
147 1401.14 1 0.00012 0.335758
148 1401.14 1 0.000124 0.337896
149 1401.14 0.94 0.000109 0.339696
150 1401.14 1 5.45e-05 0.339696
151 1401.14 1 7.71e-05 0.339693
152 1401.14 1 7.65e-05 0.340056
153 1401.14 0.946 6.74e-05 0.34029
154 1401.14 1 3.18e-05 0.34029
155 1401.14 1 4.61e-05 0.340204
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 277113
1 276694 0.000779 -2.69e+05 1.00934
2 276546 0.000276 -2.69e+05 1.00934
3 276509 6.73e-05 -2.68e+05 1.00934
4 276201 0.000574 -2.69e+05 1.00934
5 274101 0.00389 -2.72e+05 1.00934
6 274001 0.000188 -2.66e+05 1.00934
7 273475 0.000987 -2.67e+05 1.00934
8 139836 0.189 -4.25e+05 1.00934
9 84445.5 0.177 -1.67e+05 1.00934
10 82050.6 0.0145 -8.32e+04 1.00934
11 81164.1 0.00557 -7.98e+04 1.00934
12 34742.1 0.287 -7.25e+04 1.00934
13 30813.3 0.059 -3.42e+04 1.00934
14 14635.5 0.266 -3.1e+04 1.00934
15 14425.7 0.00817 -1.28e+04 1.00934
16 10667.3 0.141 -1.41e+04 1.00934
17 2117.63 0.518 2.44e+03 1.00934
18 1969.4 0.106 -1.16e+03 1.00934
19 1920.09 0.0597 -387 1.00934
20 1732.41 0.723 422 1.00934
21 1547.05 1 152 1.00934
22 1472.42 0.525 -56.3 0.589435
23 1456.38 0.774 11.6 0.589435
24 1448.19 1 -0.204 0.589435
25 1449.28 1 11.5 0.196478
26 1437.73 1 12 0.392957
27 1431.42 0.878 -1.06 0.387878
28 1430.96 1 -0.151 0.387878
29 1430.95 0.00154 -0.268 0.129293
30 1459.75 1 605 0.129293
31 1430.51 1 -0.347 0.258585
32 3633.45 0.439 3.32e+05 0.0861952
33 3621.84 0.821 1.73e+05 0.17239
34 1430.06 1 -0.294 0.689561
35 3539.03 0.815 1.11e+05 0.229854
36 1429.7 1 3.76 0.459707
37 1621.31 1 1.33e+03 0.461774
38 1428.88 1 4.31 0.923548
39 1426.26 1 0.214 1.02245
40 1424.92 1 -0.156 0.9725
41 1425.78 1 3.58 0.854663
42 1423.9 1 0.268 1.70933
43 1423.06 1 -0.206 1.70788
44 1416.17 0.321 -8.12 1.2506
45 1413.76 1 -0.328 1.2506
46 1413.5 1 -0.037 0.558954
47 1413.43 1 -0.0289 0.186318
48 1406.25 0.115 37.5 0.0661759
49 1406.25 0.000175 -5.87 0.0661759
50 2033.17 1 3.19e+03 0.0661759
51 1445.92 0.628 190 0.132352
52 1401.86 0.579 -0.98 0.529407
53 1399.27 1 0.164 0.529407
54 1398.12 1 -0.249 0.426319
55 1400.14 1 10.6 0.142106
56 1397.61 1 -0.0983 0.284213
57 1741.85 0.32 2.51e+03 0.116779
58 1773.17 0.602 1.37e+03 0.233558
59 1416.93 1 35.1 0.934232
60 1391.89 1 -1.96 7.47386
61 1388.18 1 -1 3.31026
62 1386.62 1 0.0982 1.45358
63 1385.09 1 -0.518 1.30484
64 1384.22 0.591 0.294 0.544586
65 1383.01 1 -0.157 0.544586
66 1382.36 1 0.0467 0.467104
67 1381.48 1 -0.214 0.466316
68 1380.88 0.474 -0.55 0.421727
69 1379.56 1 -0.556 0.421727
70 1378.17 0.249 -2.48 0.195307
71 1377.53 0.0788 -3.78 0.195307
72 1376.85 0.369 -0.602 0.195307
73 1378.89 1 7.61 0.195307
74 1376.39 1 0.0813 0.390613
75 1376.18 1 0.00102 0.351897
76 1376.05 1 -0.0256 0.306222
77 1376 1 -0.0127 0.190239
78 1375.97 1 -0.00777 0.12401
79 1375.96 1 -0.00513 0.0752364
80 1375.95 1 -0.00352 0.0636871
81 1375.94 1 -0.0026 0.053376
82 1375.94 1 -0.00201 0.0436032
83 1375.94 1 -0.00158 0.035049
84 1375.93 1 -0.00125 0.0280305
85 1375.93 1 -0.001 0.0222811
86 1375.93 1 -0.000715 0.0177493
87 1375.93 1 -0.000485 0.0130081
88 1375.93 1 -0.000348 0.00890601
89 1375.1 1 0.0101 0.00694294
90 1379.08 1 14.4 0.00552325
91 1378.3 1 11.4 0.0110465
92 1376.1 1 3.64 0.044186
93 1374.87 1 -0.0158 0.353488
94 1374.84 1 -0.00878 0.218497
95 1374.83 1 -0.000621 0.0728323
96 1374.82 1 -0.000151 0.0588022
97 1374.82 1 0.000488 0.0250288
98 1374.82 1 0.00114 0.0314492
99 1374.82 1 0.000758 0.0628983
100 1374.82 1 8.89e-05 0.251593
101 1374.82 1 1.14e-05 0.251567
102 1374.82 1 -2.72e-07 0.250931
103 1372.2 0.194 -6.63 0.228027
104 1371.42 1 -0.099 0.228027
105 1371.31 1 -0.0127 0.0760091
106 1371.31 1 0.00787 0.0253364
107 1371.32 1 0.0217 0.0258917
108 1371.31 1 0.0156 0.0517833
109 1371.3 1 0.00279 0.207133
110 1371.3 0.0332 -0.00157 0.208676
111 1371.3 1 0.000496 0.208676
112 1371.3 1 0.000103 0.209807
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 100232
1 100229 1.25e-05 -9.8e+04 1.65596
2 100227 1.34e-05 -9.8e+04 1.65596
3 100223 1.9e-05 -9.8e+04 1.65596
4 100206 8.62e-05 -9.79e+04 1.65596
5 73731.7 0.134 -1.08e+05 1.65596
6 72817.5 0.00633 -7.31e+04 1.65596
7 72408.2 0.00289 -7.12e+04 1.65596
8 44962.9 0.128 -1.88e+05 1.65596
9 44958.1 5.56e-05 -4.28e+04 1.65596
10 44207.5 0.00866 -4.39e+04 1.65596
11 39643.4 0.0494 -5.08e+04 1.65596
12 25907.6 0.138 -6.83e+04 1.65596
13 25760.4 0.00306 -2.41e+04 1.65596
14 16594.2 0.142 -5.43e+04 1.65596
15 13842.2 0.0945 -1.44e+04 1.65596
16 2590.11 0.404 2.06e+04 1.65596
17 1920.37 0.511 389 1.65596
18 1907.63 0.0234 -271 1.65596
19 2354.25 1 3.21e+03 1.65596
20 1920.42 1 1.67e+03 3.31193
21 1563.88 1 44.1 13.2477
22 1538.23 1 16.3 4.41591
23 1528.2 1 2.03 2.95377
24 1524.97 1 -0.253 1.85646
25 1519.38 1 -2.49 1.03771
26 1462.4 1 -10.6 0.345904
27 1437.78 1 14.7 0.115301
28 2599.74 0.562 2.65e+04 0.0942037
29 2527.56 0.97 1.52e+04 0.188407
30 1418.37 1 -3.26 0.753629
31 1682.56 1 1.36e+03 0.25121
32 1421.49 1 13.5 0.50242
33 1416.66 1 -0.473 2.00968
34 1418.21 1 5.83 0.669893
35 1416.11 1 -0.0417 1.33979
36 1416.01 0.0593 -0.785 0.452772
37 1439.05 1 66.6 0.452772
38 1416.45 1 2.59 0.905544
39 1415.58 1 -0.155 3.62218
40 1415.44 1 0.912 1.20739
41 1414.47 1 -0.037 1.41583
42 1413.73 1 0.171 1.2235
43 1412.72 1 -0.153 1.18929
44 1411.88 1 0.136 0.882911
45 1410.55 1 -0.274 0.854871
46 1408.47 1 -0.498 0.698739
47 1405.22 0.521 -2.49 0.581773
48 1404.87 0.0224 -7.83 0.581773
49 1404.15 0.176 -1.73 0.581773
50 1406.01 1 5.17 0.581773
51 1403.36 1 0.322 1.16355
52 1403.29 1 1.03 1.16027
53 1402.39 1 -0.0705 1.89534
54 1402.31 1 0.31 1.58684
55 1402.17 0.204 -0.275 2.00374
56 1401.91 1 -0.0415 2.00374
57 1401.79 1 -0.0223 1.57113
58 1401.74 0.429 -0.0497 1.36356
59 1401.67 1 -0.028 1.36356
60 1401.59 1 -0.0273 0.708661
61 1401.52 1 -0.0281 0.566221
62 1401.45 1 -0.0253 0.389486
63 1401.4 1 -0.0219 0.300517
64 1401.35 1 -0.0189 0.228731
65 1401.31 1 -0.0167 0.173421
66 1401.27 1 -0.0149 0.130078
67 1401.24 1 -0.0117 0.0972064
68 1401.24 1 0.0373 0.0777039
69 1402.12 1 1.79 0.141598
70 1401.33 1 0.203 0.283196
71 1401.21 1 -0.00424 1.13278
72 1401.2 1 -0.0018 0.4394
73 1401.2 1 -0.00301 0.242893
74 1401.18 1 -0.00228 0.0809644
75 1401.19 0.391 0.0204 0.0722704
76 1401.18 0.442 0.00801 0.144541
77 1401.18 1 -0.00111 0.144541
78 1401.23 1 0.107 0.132297
79 1401.18 1 0.0195 0.264594
80 1401.17 1 -0.000732 1.05838
81 1401.17 1 -0.000749 0.547209
82 1401.17 1 -0.00197 0.182403
83 1401.16 0.0469 -0.0439 0.060801
84 1401.13 0.36 -0.0464 0.060801
85 1400.98 1 -0.0736 0.060801
86 1400.96 0.012 -0.888 0.020267
87 1398.93 1 -1.01 0.020267
88 1397.25 0.0223 -37.3 0.00675567
89 1397.23 0.0035 -1.86 0.00675567
90 1429.36 0.373 143 0.00675567
91 1429.53 0.4 134 0.0135113
92 1429.82 0.557 96.2 0.0540453
93 1399.03 1 3.45 0.432363
94 1397.07 1 -0.0408 3.4589
95 1397.04 1 0.019 1.15297
96 1397.01 1 -0.0056 1.15202
97 1397.02 1 0.0303 0.384006
98 1397.01 1 -0.000347 0.768011
99 1397 1 -0.00132 0.723264
100 1397 0.335 -0.00224 0.241088
101 1397 1 -0.00154 0.241088
102 1396.99 1 -0.00203 0.0803627
103 1396.99 1 -0.00278 0.0267876
104 1396.99 1 0.0203 0.0159784
105 1396.99 1 0.00757 0.0319567
106 1396.99 1 -7.01e-06 0.127827
107 1396.99 1 0.00187 0.125596
108 1396.98 1 3.67e-06 0.251191
109 1396.98 1 -0.000171 0.249656
110 1396.98 1 -0.000196 0.167991
111 1396.98 1 -1.04e-06 0.124869
112 1396.98 0.573 0.00037 0.123256
113 1396.98 1 3.97e-05 0.123256
114 1396.98 1 0.00396 0.122668
115 1396.98 1 0.000463 0.245336
116 1396.98 1 2.05e-05 0.287944
117 1396.98 1 -1.86e-05 0.283446
118 1396.98 1 -3.72e-05 0.277772
119 1396.98 1 -4.75e-05 0.26711
120 1396.98 1 -5.45e-05 0.252551
121 1396.98 0.994 -5.27e-05 0.234693
122 1396.98 1 -4.46e-05 0.234693
123 1396.98 1 -3.45e-05 0.223555
124 1396.98 1 -7.54e-06 0.216734
125 1396.98 0.872 -1.94e-06 0.214708
126 1396.98 1 -1.84e-05 0.214708
127 1396.98 1 2.76e-05 0.211293
128 1396.98 1 8.51e-05 0.21118
129 1396.98 0.853 9.19e-05 0.211315
130 1396.98 1 4.71e-05 0.211315
131 1396.98 1 0.000131 0.211306
132 1396.98 1 0.000199 0.213678
133 1396.98 1 0.000278 0.222311
134 1396.98 1 0.000249 0.247695
135 1396.98 1 0.000187 0.260079
136 1396.98 1 0.000127 0.265866
137 1396.98 1 8.87e-05 0.267298
138 1396.98 1 6.23e-05 0.267832
139 1396.98 1 4.89e-05 0.267902
140 1396.98 1 3.4e-05 0.267915
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 250230
1 249649 0.00118 -2.45e+05 3.5133
2 218423 0.0672 -2.24e+05 3.5133
3 217544 0.00206 -2.13e+05 3.5133
4 97026.3 0.302 -2.27e+05 3.5133
5 68004.9 0.189 -6.34e+04 3.5133
6 33008.9 0.336 -4.18e+04 3.5133
7 2196.62 0.69 -722 3.5133
8 1809.54 0.515 -271 3.5133
9 1602.44 1 -12.1 3.5133
10 1530.58 1 -12.4 3.33476
11 1547.46 0.638 989 1.11159
12 1514.19 1 -2.4 2.22318
13 1488.85 0.534 -147 0.774249
14 1468.22 0.274 -37.2 0.774249
15 1456.15 0.305 -18.7 0.774249
16 1453.97 0.235 -4.04 0.774249
17 1450.14 1 -0.779 0.774249
18 2099.42 0.438 3.37e+03 0.258083
19 2116.36 0.492 3.15e+03 0.516166
20 2209.25 0.881 2.05e+03 2.06466
21 1444.06 1 1.88 16.5173
22 1437.75 1 -1.89 16.4493
23 1434.4 1 -1.18 8.95961
24 1431.28 1 -1.15 6.72732
25 1428.05 1 -0.766 4.92115
26 1424.83 1 -1.02 4.61238
27 1422.05 1 -1.01 4.06325
28 1418.96 1 -1.31 3.29001
29 1416.61 0.316 -3.62 1.97799
30 1406.98 0.891 -5.19 1.97799
31 1394.68 0.614 -8.37 1.97799
32 1385.2 1 -1.74 1.97799
33 1384.13 1 -0.283 0.659329
34 1383.05 1 -0.44 0.284233
35 1381.52 1 -0.677 0.203856
36 1376.37 1 -2.39 0.106798
37 1376.33 0.000901 -24.3 0.0637549
38 1376.29 0.000781 -23.7 0.0637549
39 1330.89 1 -22.1 0.0637549
40 1214.08 0.22 -238 0.0212516
41 1129.04 0.212 -177 0.0212516
42 987.186 1 -0.477 0.0212516
43 1427.45 0.827 1.06e+03 0.00708388
44 1034.88 1 86.3 0.0141678
45 985.304 1 -0.341 0.056671
46 994.2 1 16.5 0.0188903
47 985.467 1 0.801 0.0377807
48 984.955 1 -0.113 0.151123
49 984.969 1 0.363 0.0503742
50 984.768 1 -0.0479 0.100748
51 985.103 1 0.727 0.0335828
52 984.696 1 0.01 0.0671656
53 984.7 1 0.0663 0.0389565
54 984.644 1 -0.0117 0.0779131
55 984.75 1 0.203 0.025971
56 984.639 1 0.00649 0.051942
57 984.628 1 -0.00233 0.0522348
58 984.625 1 0.00246 0.032291
59 984.618 1 -0.00194 0.0324785
60 984.615 1 0.00118 0.0159826
61 984.609 1 -0.00196 0.0159803
62 984.605 1 0.00207 0.00535942
63 984.598 1 -0.00199 0.00535942
64 984.592 1 -0.00233 0.00178647
65 984.589 1 -0.00122 0.00145127
66 984.585 1 -0.00167 0.000574237
67 984.582 1 -0.0013 0.000374837
68 984.579 1 -0.00111 0.00023443
69 984.577 1 -0.000954 0.000147762
70 983.994 0.217 -1.27 9.22505e-05
71 981.631 0.781 -0.521 9.22505e-05
72 981.267 1 -0.0615 9.22505e-05
73 981.24 1 -0.0033 3.07502e-05
74 981.237 1 -0.000478 1.02501e-05
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 973.988
1 974.007 1 0.0237 4.18945e-08
2 973.989 1 0.00564 8.37889e-08
3 973.984 0.916 -0.000163 3.35156e-07
4 973.984 1 3.82e-06 3.35156e-07
5 973.984 0.0474 -5.11e-05 1.25863e-07
6 973.984 1 -2.96e-05 1.25863e-07
7 973.983 1 -3.82e-05 6.95889e-08
8 973.984 0.053 2.29 3.96237e-08
9 973.983 0.103 -2.86e-05 7.92474e-08
10 973.983 1 -2.29e-05 7.92474e-08
11 973.983 1 -3.63e-05 3.30213e-08
12 973.983 1 -3.46e-05 1.94013e-08
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Estimation completed in 335.6700 seconds.
Preprocessing time: 12.2600 s
Computation time: 322.8200 s
Postprocessing time: 0.5900 s
========== Varying ex_1 upward from 1 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.768286 0.0438211 0.0438211 -0.000006 0.000000 0 0 1 4.18945e-08
2 1.536577 0.0619744 0.0181534 -0.000001 0.000000 0 0 1 1.39648e-08
3 2.304868 0.075904 0.0139296 -0.000001 0.000000 0 0 1 4.65494e-09
4 3.073159 0.0876473 0.0117432 -0.000000 0.000000 0 0 1 1.55165e-09
5 3.841452 0.0979934 0.0103461 0.000001 0.000000 0 0 1 5.17216e-10
6 4.022884 0.100281 0.0022876 0.000000 0.000000 0 0 0.245 1.72405e-10
========== Varying ex_1 downward from 1 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.766577 0.0438189 0.0438189 0.000013 0.001728 13 0 1 4.18945e-08
2 1.534869 0.0619734 0.0181545 0.000001 0.000000 0 0 1 1.39648e-08
3 2.303161 0.0759034 0.01393 0.000000 0.000000 0 0 1 4.65494e-09
4 3.071453 0.0876465 0.0117431 0.000000 0.000000 0 0 1 1.55165e-09
5 3.839747 0.0979919 0.0103454 0.000002 0.000000 0 0 1 5.17216e-10
6 3.948572 0.0993702 0.00137835 0.000000 0.000000 0 0 0.147 1.72405e-10
========== Varying R1 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.768292 8.74696e-05 8.74696e-05 -0.000000 0.000000 0 0 1 4.18945e-08
2 1.536553 0.000123785 3.63154e-05 -0.000030 0.000000 1 0 1 1.39648e-08
3 2.304832 0.00015165 2.78653e-05 -0.000013 0.000000 1 0 1 4.65494e-09
4 2.632572 0.000162089 1.04387e-05 -0.000002 0.000000 0 0 0.444 1.55165e-09
5 3.400858 0.000184257 2.21683e-05 -0.000006 0.000000 0 0 1 1.55165e-09
6 3.481594 0.000186433 2.17617e-06 0.000001 0.000000 0 0 0.11 5.17216e-10
7 4.249883 0.000206001 1.95676e-05 -0.000003 0.000000 0 0 1 5.17216e-10
========== Varying R1 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R2 exch upward from 1.193e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.003372 5734.86 5734.86 0.005277 0.003365 4 0 1 4.18945e-08
2 -0.003420 15482.1 9747.26 0.023424 0.015413 5 0 1 1.39648e-08
3 -0.003421 890339 874857 -0.000000 0.000000 0 0 1 4.65494e-09
4 -0.003420 2.40564e+06 1.5153e+06 0.000000 0.000000 0 0 1 1.55165e-09
5 -0.003420 5.03021e+06 2.62457e+06 0.000000 0.000000 0 0 1 5.17216e-10
6 -0.003419 9.57609e+06 4.54589e+06 0.000001 0.000000 0 0 1 1.72405e-10
7 -0.003421 1e+07 423904 -0.000002 0.000000 0 0 0.0538 5.74685e-11
8 0.021209 1e+07 0.0109802 -0.000003 0.000000 0 0 0.179 5.74685e-11
9 0.141168 1e+07 0.0156052 0.000077 0.000029 3 0 0.304 5.74685e-11
10 0.910687 1e+07 0.0401413 0.001985 0.000758 8 0 1 5.74685e-11
11 1.331890 1e+07 0.0138549 0.000285 0.000020 7 0 0.585 1.91562e-11
12 1.418107 1e+07 0.00254858 0.000015 0.000003 9 0 0.125 1.91562e-11
13 2.187138 1e+07 0.0199513 0.000783 0.000044 10 0 1 1.91562e-11
14 2.956028 1e+07 0.0166272 0.000639 0.000041 8 0 1 6.38538e-12
15 3.472166 1e+07 0.00995239 0.000247 0.000018 12 0 0.684 2.12846e-12
16 4.240935 1e+07 0.0135247 0.000508 0.000030 8 0 1 2.12846e-12
========== Varying R2 exch downward from 1.193e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R5 net upward from -1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R5 net downward from -1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.005222 0.0029882 0.0029882 -0.003718 0.759126 17 0 1 4.18945e-08
2 0.381475 0.0280611 0.0250729 -0.008395 0.383644 10 0 1 1.39648e-08
3 1.072903 0.0763715 0.0483104 -0.074582 0.002281 1 0 1 4.65494e-09
4 1.751249 0.13334 0.0569688 -0.087450 0.002496 8 0 1 1.55165e-09
5 1.917809 0.149341 0.0160012 -0.006022 0.000199 1 0 0.23 5.17216e-10
6 2.563191 0.223104 0.0737628 -0.118870 0.004040 1 0 1 5.17216e-10
7 2.688866 0.24064 0.017536 -0.005844 0.000159 1 0 0.178 1.72405e-10
8 3.247648 0.347067 0.106427 -0.200000 0.009510 1 0 1 1.72405e-10
9 0.093755 0.533919 0.186852 -0.496629 3.425565 25 0 1 5.74685e-11
10 0.117171 0.581749 0.0478295 0.572556 0.811531 8 13 1 1.3164
11 0.868240 0.603463 0.0217144 -0.005890 0.002587 5 0 1 0.57322
12 1.634878 0.616007 0.0125439 0.000009 0.000000 0 0 1 0.191073
13 2.395097 0.625847 0.00984001 0.014501 0.021651 6 0 1 0.0636911
14 3.162074 0.634294 0.00844678 0.091749 0.092120 6 0 1 0.0212304
15 3.928696 0.641801 0.00750777 0.124218 0.125281 6 0 1 0.011777
========== Varying R5 exch upward from 0.18 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000006 540.558 540.558 0.000002 0.000000 0 0 1 4.18945e-08
2 -0.003222 549969 549429 0.084123 0.094777 15 0 1 1.39648e-08
3 -0.100349 2.20522e+06 1.65525e+06 0.233695 0.041404 9 0 1 4.65494e-09
4 -0.091125 3.37728e+06 1.17206e+06 0.000002 0.000000 0 0 1 1.55165e-09
5 -0.080470 6.55854e+06 3.18126e+06 -0.000001 0.000000 0 0 1 5.17216e-10
6 -0.103436 1e+07 3.44146e+06 0.000362 0.052651 5 0 0.167 1.72405e-10
7 -0.286849 1e+07 0 1165.667351 1165.666838 21 0 0.803 1.72405e-10
8 -0.286841 1e+07 0 -0.000001 0.000000 0 21 1 1.9877e+08
9 0.113083 1e+07 0 0.000000 0.000000 0 14 1 1.23857e+08
10 0.745609 1e+07 0 -0.000000 0.000000 0 14 1 1.23857e+08
11 1.433388 1e+07 0 0.000001 0.000000 0 14 1 1.23857e+08
12 2.145021 1e+07 0 -0.000000 0.000000 0 14 1 1.23857e+08
13 2.869787 1e+07 0 -0.000001 0.000000 0 14 1 1.23857e+08
14 3.602819 1e+07 0 -0.000001 0.000000 0 14 1 1.23857e+08
15 4.341516 1e+07 0 0.000001 0.000000 0 14 1 1.23857e+08
========== Varying R5 exch downward from 0.18 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000105 0.180026 0.180026 0.000001 0.000000 0 0 0.000394 4.18945e-08
========== Varying R7 net upward from -0.5975 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.001525 0.000915319 0.000915319 -0.001318 0.239502 12 0 0.313 4.18945e-08
2 0.006677 0.00326218 0.00234687 0.001783 0.761852 4 0 1 4.18945e-08
3 0.023732 0.00556788 0.0023057 0.001741 0.752971 6 0 1 1.39648e-08
4 0.049361 0.00784724 0.00227936 0.001716 0.744377 15 0 1 4.65494e-09
5 0.083465 0.0101053 0.00225807 0.001697 0.735883 4 0 1 1.55165e-09
6 0.125865 0.0123437 0.00223842 0.001682 0.727573 4 0 1 5.17216e-10
7 0.176414 0.0145635 0.00221977 0.001667 0.719410 3 0 1 1.72405e-10
8 0.234892 0.0167651 0.00220157 0.001653 0.711466 3 0 1 5.74685e-11
9 0.339210 0.0201041 0.003339 -0.000862 0.663108 5 3 1 1.22599e-09
10 0.417178 0.0222614 0.00215732 0.001620 0.691944 5 0 1 4.08665e-10
11 0.502556 0.0244017 0.00214033 0.001605 0.684519 3 0 1 1.36222e-10
12 0.595196 0.0265253 0.00212354 0.001593 0.677245 5 0 1 4.54072e-11
13 0.695006 0.0286323 0.00210709 0.001581 0.670063 4 0 1 1.51357e-11
14 0.760361 0.0299273 0.00129491 0.000629 0.410667 4 3 0.62 3.22895e-10
15 0.871307 0.0320086 0.00208136 0.001562 0.658908 4 0 1 3.22895e-10
16 0.891383 0.0323833 0.000374662 -0.056319 0.062469 10 0 0.181 1.07632e-10
17 1.072640 0.035474 0.00309074 0.003664 0.590695 9 0 1 1.07632e-10
18 1.202887 0.0375305 0.0020565 -0.000087 0.387395 8 0 0.675 3.58773e-11
19 1.417051 0.0406773 0.00314682 -0.000839 0.553286 30 2 1 2.87018e-10
20 1.434222 0.0409202 0.000242873 0.000306 0.046451 4 0 0.0828 9.56727e-11
21 1.664613 0.0441275 0.00320733 -0.001000 0.536900 15 0 1 9.56727e-11
22 1.893818 0.0472599 0.00313236 -0.000766 0.538321 7 0 1 3.18909e-11
23 2.123642 0.050325 0.00306512 -0.000579 0.537889 7 0 1 1.06303e-11
24 2.354794 0.0533269 0.00300189 -0.000413 0.536726 9 0 1 3.54343e-12
25 2.586781 0.056257 0.00293006 -0.000236 0.536072 10 0 1 1.18114e-12
26 2.647709 0.0564873 0.000230354 0.000000 0.000000 0 0 0.0797 3.93715e-13
27 2.841440 0.0593722 0.00288492 -0.000136 0.574424 9 2 1 3.14972e-12
28 3.079770 0.0622058 0.00283351 0.000211 0.530170 9 1 1 2.09981e-12
29 3.321232 0.0649905 0.00278479 0.000281 0.527110 11 1 1 1.39988e-12
30 3.346442 0.0652762 0.000285637 0.000193 0.054677 7 1 0.104 9.3325e-13
31 3.591520 0.0680113 0.00273507 0.000740 0.523952 9 2 1 7.466e-12
32 3.839727 0.0707023 0.00269108 0.000272 0.520356 10 2 1 1.99093e-11
33 4.091616 0.0733529 0.0026506 0.000947 0.517347 7 1 1 1.32729e-11
========== Varying R7 net downward from -0.5975 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.089721 0.0105527 0.0105527 -0.012923 0.665569 10 0 1 4.18945e-08
2 0.299793 0.0192634 0.00871075 -0.010944 0.547274 7 5 1 5.72e-05
3 0.585122 0.0268919 0.0076284 -0.008645 0.474317 12 0 1 1.90667e-05
4 0.920903 0.0337735 0.00688166 -0.007135 0.425376 10 0 1 6.35555e-06
5 1.294225 0.0401014 0.00632793 -0.006107 0.388863 10 0 1 2.11852e-06
6 1.696916 0.0459972 0.00589578 -0.005360 0.360241 9 0 1 7.06172e-07
7 2.123410 0.0515436 0.00554639 -0.004791 0.337007 8 0 1 2.35391e-07
8 2.281366 0.0534595 0.00191591 -0.000573 0.116660 8 0 0.364 7.84636e-08
9 2.734004 0.0586232 0.00516371 -0.004203 0.311450 10 0 1 7.84636e-08
10 2.929216 0.060723 0.00209975 -0.000697 0.126784 8 0 0.426 2.61545e-08
11 3.126973 0.0627832 0.0020602 -0.000673 0.124107 7 0 0.425 2.61545e-08
12 3.305879 0.0645942 0.00181101 -0.000522 0.108899 7 0 0.38 2.61545e-08
13 3.525363 0.0667535 0.00215934 -0.000744 0.129473 7 0 0.46 2.61545e-08
14 3.744120 0.0688432 0.00208964 -0.000700 0.124999 7 0 0.453 2.61545e-08
15 3.972500 0.0709639 0.00212077 -0.000723 0.126545 7 0 0.468 2.61545e-08
========== Varying R7 exch upward from 0.09011 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.000332 2559.48 2559.48 0.004631 0.004449 4 0 1 4.18945e-08
2 -0.006209 639374 636815 0.000025 0.000055 1 0 1 1.39648e-08
3 -0.006207 1.73813e+06 1.09876e+06 0.000000 0.000000 0 0 1 4.65494e-09
4 -0.006196 3.64114e+06 1.90301e+06 0.000001 0.000000 0 0 1 1.55165e-09
5 0.006613 6.90949e+06 3.26834e+06 0.000005 0.000000 0 0 1 5.17216e-10
6 0.010688 1e+07 3.09051e+06 0.000001 0.000000 0 0 0.544 1.72405e-10
7 0.067254 1e+07 1.59349e-05 -0.000010 0.000000 0 0 0.074 1.72405e-10
8 0.135810 1e+07 2.2836e-05 -0.000005 0.000000 0 0 0.0894 1.72405e-10
9 0.000160 1e+07 0.000135649 -0.000226 0.543582 4 0 0.532 1.72405e-10
10 0.006932 1e+07 0.00293205 -0.184825 0.576694 7 0 1 1.72405e-10
11 0.009940 1e+07 0.000534754 0.131713 0.240255 5 0 0.146 5.74685e-11
12 0.013482 1e+07 0.00050137 -0.060272 0.093479 6 0 0.205 5.74685e-11
13 0.019800 1e+07 0.000826549 0.216129 0.380891 5 0 0.224 5.74685e-11
14 0.030090 1e+07 0.00112207 -0.132244 0.215569 9 0 0.467 5.74685e-11
15 0.050189 1e+07 0.0017271 0.508881 0.850589 6 0 0.473 5.74685e-11
16 0.088558 1e+07 0.00252063 -0.211819 0.518103 11 0 1 5.74685e-11
17 0.161733 1e+07 0.00358455 -0.007223 0.687894 8 0 1 1.91562e-11
18 0.216100 1e+07 0.00214499 -0.000428 0.431308 8 0 0.634 6.38538e-12
19 0.309875 1e+07 0.00313369 0.000046 0.592875 6 0 0.894 6.38538e-12
20 0.426638 1e+07 0.00328892 0.020785 0.672314 5 0 1 6.38538e-12
21 0.447018 1e+07 0.000524787 0.001201 0.107553 3 0 0.166 2.12846e-12
22 0.537853 1e+07 0.00220293 0.664915 1.113460 9 0 0.703 2.12846e-12
23 0.646734 1e+07 0.00240671 -0.191152 0.468258 12 0 1 2.12846e-12
24 0.699230 1e+07 0.0010859 -0.000153 0.198541 6 0 0.329 7.09487e-13
25 0.863252 1e+07 0.003147 -0.000779 0.603491 10 0 1 7.09487e-13
26 1.042079 1e+07 0.00309969 -0.000736 0.588730 8 0 1 2.36496e-13
27 1.158197 1e+07 0.000463983 0.000003 0.000000 0 0 0.152 7.88319e-14
28 1.153884 1e+07 0.00133736 -0.000152 0.339891 8 0 0.439 7.88319e-14
29 1.355048 1e+07 0.00302766 -0.000628 0.566500 9 0 1 7.88319e-14
30 1.456327 1e+07 0.00143802 -0.000123 0.267650 7 0 0.482 2.62773e-14
31 2.190169 1e+07 0.00998457 -0.010131 0.024318 10 0 1 2.62773e-14
32 2.421737 1e+07 0.00298379 -0.000366 0.536358 8 0 1 8.7591e-15
33 2.501762 1e+07 0.00101175 -0.000030 0.184504 8 0 0.346 2.9197e-15
34 2.736268 1e+07 0.00290782 -0.000189 0.533596 8 0 1 2.9197e-15
35 2.973414 1e+07 0.0028554 -0.000083 0.531063 10 0 1 9.73233e-16
36 3.502298 1e+07 0.00193483 0.000006 0.000000 0 0 0.69 3.24411e-16
37 3.380707 1e+07 0.00277731 0.000047 0.889929 13 0 1 3.24411e-16
38 3.626092 1e+07 0.00272802 0.000163 0.523069 12 0 1 1.08137e-16
39 3.874817 1e+07 0.00268494 0.000230 0.519797 9 0 1 3.60457e-17
========== Varying R7 exch downward from 0.09011 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 0.090108 0.090108 0.000000 0.000000 0 0 3.53e-05 4.18945e-08
========== Varying R9 net upward from 0.08272 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.002390 0.00156738 0.00156738 -0.000661 0.104140 6 0 0.142 4.18945e-08
2 0.012768 0.00317097 0.00160359 0.001024 0.758929 8 0 1 4.18945e-08
3 0.072539 0.00686932 0.00369835 -0.004375 0.704110 8 0 1 1.39648e-08
4 0.109889 0.00839022 0.0015209 -0.004900 0.726037 20 0 1 4.65494e-09
5 0.604076 0.0192685 0.0108783 -0.017256 0.256849 10 0 1 1.55165e-09
6 0.683128 0.0204664 0.0011979 0.002848 0.692087 8 0 1 5.17216e-10
7 0.910723 0.023503 0.00303659 -0.000001 0.000000 0 0 0.3 1.72405e-10
8 0.018610 0.0334945 0.00999145 0.010867 1.671273 44 0 1 1.72405e-10
9 0.021965 0.0351029 0.00160844 0.001518 0.104286 13 0 0.144 5.74685e-11
10 0.631064 0.0537257 0.0186228 0.128536 0.231012 15 12 1 0.49365
11 1.334771 0.0628491 0.00912342 0.667002 0.703893 13 0 1 0.228338
12 2.056124 0.0702972 0.00744809 0.302592 0.326904 10 0 1 0.295256
13 2.779835 0.0770885 0.00679137 0.182707 0.205459 13 0 1 0.289366
14 3.515317 0.0836377 0.00654911 0.111431 0.124579 13 0 1 0.232555
15 4.264224 0.0900514 0.00641374 0.084208 0.090349 12 0 1 0.130022
========== Varying R9 net downward from 0.08272 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.766284 0.022663 0.022663 0.066741 0.067777 9 2 1 3.35156e-07
2 1.522797 0.032426 0.00976299 0.001468 0.013244 7 0 1 1.44354e-07
3 2.280814 0.0401428 0.00771682 -0.001888 0.008384 14 0 1 4.81179e-08
4 3.038387 0.046843 0.00670024 0.022417 0.033079 15 2 1 1.28315e-07
5 3.794203 0.0529369 0.0060939 -0.004626 0.007835 34 4 1 2.1899e-05
6 4.545902 0.0586488 0.0057119 -0.005932 0.010661 99 0 1 7.29967e-06
========== Varying R9 exch upward from 1.161 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.659955 0.288106 0.288106 0.064410 0.172444 10 2 1 3.35156e-07
2 1.067650 0.383561 0.0954555 -0.015930 0.344660 14 0 1 1.4135e-07
3 1.421044 0.458139 0.0745782 -0.011339 0.403554 13 0 1 4.71167e-08
4 1.524349 0.479049 0.0209095 -0.000854 0.060622 12 0 0.221 1.57056e-08
5 1.593849 0.492889 0.0138403 -0.000397 0.069081 7 0 0.185 1.57056e-08
6 2.083136 0.587696 0.0948068 -0.018747 0.260257 18 0 1 1.57056e-08
7 2.491242 0.664117 0.0764212 -0.012921 0.347265 10 0 1 5.23519e-09
8 2.914805 0.741963 0.0778453 -0.013359 0.331368 11 0 1 1.74506e-09
9 3.351779 0.821537 0.0795743 -0.013759 0.317559 9 0 1 5.81688e-10
10 3.759603 0.895651 0.0741143 -0.011654 0.277455 9 0 0.908 1.93896e-10
11 3.823608 0.907296 0.0116446 -0.000276 0.041280 7 0 0.139 1.93896e-10
12 4.283625 0.991271 0.0839752 -0.014507 0.293769 9 0 1 1.93896e-10
========== Varying R9 exch downward from 1.161 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.002447 0.0100625 0.0100625 0.000440 0.286306 11 0 0.371 4.18945e-08
2 0.012009 0.0365587 0.0264963 0.002486 0.756319 14 0 1 4.18945e-08
3 1.080406 0.264606 0.228048 0.480401 0.180296 10 0 1 1.39648e-08
4 0.025435 0.342456 0.0778497 0.045055 1.868318 41 0 1 1.41845e-08
5 1.058823 0.509425 0.166969 0.439897 0.118204 18 10 1 0.634605
6 1.835755 0.559804 0.0503798 0.070436 0.051475 19 0 1 0.634605
7 2.587871 0.600414 0.0406099 0.291116 0.290911 15 0 1 0.253736
8 3.341536 0.637371 0.0369569 0.174305 0.169595 10 0 1 0.247874
9 3.796195 0.658359 0.0209875 0.025427 0.333053 5 0 1 0.195241
10 4.574669 0.692164 0.0338056 0.141742 0.122920 10 0 1 0.0650802
========== Varying R11 net upward from 0.2005 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.018759 0.00239449 0.00239449 -0.006670 0.742863 23 0 1 4.18945e-08
2 0.088349 0.00482065 0.00242615 -0.006683 0.692018 10 0 1 1.39648e-08
3 0.194644 0.00727966 0.00245901 -0.006693 0.655304 10 0 1 4.65494e-09
4 0.324700 0.0102003 0.00292065 -0.008950 0.629282 6 0 1 1.55165e-09
5 0.457787 0.0131492 0.00294885 -0.008878 0.626326 6 0 1 5.17216e-10
6 0.594193 0.0161249 0.00297571 -0.008797 0.623089 7 0 1 1.72405e-10
7 0.731164 0.0190543 0.00292943 -0.007869 0.623452 5 0 1 5.74685e-11
8 0.872489 0.0220124 0.00295811 -0.007799 0.619168 9 0 1 1.91562e-11
9 1.018656 0.0249996 0.00298716 -0.007730 0.614395 7 0 1 6.38538e-12
10 1.170180 0.0280162 0.00301664 -0.007653 0.609115 6 0 1 2.12846e-12
11 1.328183 0.031063 0.00304681 -0.005388 0.604901 25 1 1 1.41897e-12
12 1.342550 0.0313461 0.0002831 -0.000064 0.056190 5 0 0.092 4.72991e-13
13 1.506514 0.0344253 0.00307922 -0.007531 0.596796 7 0 1 4.72991e-13
14 1.677536 0.0375352 0.00310987 -0.007441 0.589829 5 1 1 3.15328e-13
15 1.855817 0.0406758 0.00314055 -0.007411 0.582599 12 0 1 1.05109e-13
16 1.957086 0.0424149 0.00173911 -0.002218 0.317550 5 0 0.548 3.50364e-14
17 2.150967 0.045658 0.00324313 -0.008083 0.566328 6 0 1 3.50364e-14
18 2.350279 0.0488794 0.00322144 -0.007266 0.561713 8 0 1 1.16788e-14
19 2.448730 0.0504307 0.00155126 -0.002006 0.402156 4 0 0.654 3.89293e-15
20 2.511925 0.051413 0.000982327 -0.000649 0.166834 6 0 0.3 3.89293e-15
21 2.727726 0.0546919 0.00327891 -0.007172 0.545320 7 0 1 3.89293e-15
22 2.843138 0.0563995 0.00170761 -0.002033 0.273177 4 0 0.509 1.29764e-15
23 3.107927 0.0602041 0.00380451 0.066004 0.569418 10 3 1 8.30492e-14
24 3.351297 0.063571 0.00336694 -0.007038 0.517884 4 0 1 3.5835e-14
25 3.605949 0.0669717 0.00340076 -0.006991 0.506649 4 0 1 1.1945e-14
26 3.879935 0.0705023 0.00353052 -0.007049 0.487258 2 0 1 3.98167e-15
========== Varying R11 net downward from 0.2005 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.815376 0.0137938 0.0137938 0.164009 0.116573 11 2 1 3.35156e-07
2 0.996300 0.0153288 0.00153497 0.001960 0.589309 10 0 1 2.71782e-07
3 1.336924 0.017691 0.00236227 0.171329 0.598772 31 3 1 5.79801e-06
4 1.355558 0.0178109 0.000119859 0.000012 0.039904 2 0 0.0767 4.80904e-06
5 1.582641 0.0192049 0.00139398 0.001590 0.460249 12 0 0.894 4.80904e-06
6 1.867938 0.0208137 0.00160888 0.002228 0.484422 8 0 1 4.80904e-06
7 2.149919 0.0222809 0.00146716 0.001718 0.487748 8 0 1 1.60301e-06
8 2.439775 0.0236863 0.00140543 0.001511 0.479854 7 0 1 5.34338e-07
9 0.630998 0.0250577 0.00137132 0.001412 2.578451 50 0 1 1.78113e-07
10 1.392431 0.0307158 0.00565814 0.009660 0.006990 12 9 1 0.996078
11 2.160368 0.0348992 0.00418343 0.019300 0.015262 12 0 1 0.332026
12 2.932340 0.038372 0.00347276 0.520699 0.510583 17 0 1 0.110675
13 3.704220 0.0413965 0.00302451 0.363752 0.354265 12 0 1 0.114976
14 4.473262 0.0441131 0.00271656 0.299746 0.293104 14 0 1 0.114939
========== Varying R11 exch upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.743931 0.0057279 0.0057279 -0.015869 0.008480 6 0 1 4.18945e-08
2 1.416957 0.011145 0.00541707 -0.016149 0.079116 12 0 1 1.39648e-08
3 2.077744 0.0166841 0.00553918 -0.016157 0.091348 8 0 1 4.65494e-09
4 2.537160 0.0206775 0.00399335 -0.006859 0.000891 7 0 0.609 1.55165e-09
5 3.177745 0.0264494 0.00577194 -0.016188 0.111518 9 0 1 1.55165e-09
6 3.925014 0.033497 0.00704752 -0.018905 0.002118 11 0 1 5.17216e-10
========== Varying R11 exch downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R13 net upward from -0.008491 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.160408 0.00197325 0.00197325 0.284603 0.239991 12 0 0.173 4.18945e-08
2 0.797979 0.0131762 0.0112029 0.745238 0.868149 20 6 1 0.0013728
3 1.219520 0.0202743 0.00709817 0.053670 0.397700 16 0 1 0.00244059
4 1.905600 0.0304274 0.010153 -0.008784 0.070741 12 1 1 0.00169598
5 2.073171 0.0327284 0.00230108 -0.002211 0.005895 8 0 0.249 0.000565327
6 2.108689 0.0332418 0.000513363 -0.000107 0.003800 6 0 0.0569 0.000565327
7 2.842331 0.0422167 0.00897491 -0.030800 0.003799 4 0 1 0.000565327
8 3.585654 0.0503117 0.00809498 -0.021777 0.003185 8 0 1 0.000188442
9 4.335849 0.057677 0.00736532 -0.016021 0.002073 10 0 1 6.28141e-05
========== Varying R13 net downward from -0.008491 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.001356 0.000119383 0.000119383 -0.000690 0.766244 11 0 1 4.18945e-08
2 0.020562 0.000269158 0.000149775 -0.004654 0.744422 17 0 1 1.39648e-08
3 0.039074 0.000358152 8.89939e-05 -0.001587 0.440203 12 0 0.599 4.65494e-09
4 0.041126 0.000366802 8.65005e-06 -0.000015 0.042401 6 0 0.0579 4.65494e-09
5 0.103108 0.000566508 0.000199706 -0.011564 0.694733 10 0 1 4.65494e-09
6 0.167346 0.000717734 0.000151226 -0.004489 0.699565 11 0 1 1.55165e-09
7 0.208368 0.000799794 8.20599e-05 -0.001352 0.365848 11 0 0.532 5.17216e-10
8 0.284050 0.000932864 0.00013307 -0.003501 0.689109 15 0 1 5.17216e-10
9 0.411810 0.00112332 0.000190455 -0.007901 0.632631 13 0 1 1.72405e-10
10 0.490196 0.00122605 0.000102734 -0.002845 0.258005 9 0 0.442 5.74685e-11
11 0.618950 0.00137893 0.000152878 -0.003153 0.636385 9 0 1 5.74685e-11
12 0.768958 0.00153887 0.000159943 -0.004582 0.613702 12 0 1 1.91562e-11
13 0.959342 0.00172169 0.000182813 -0.004594 0.573313 10 0 1 6.38538e-12
14 1.164393 0.00190007 0.000178381 -0.006857 0.556384 9 0 1 2.12846e-12
15 1.261745 0.00197914 7.90723e-05 0.069917 0.304297 6 0 0.432 7.09487e-13
16 1.495779 0.00215948 0.000180335 -0.006787 0.527472 12 0 1 7.09487e-13
17 1.605124 0.00223894 7.94623e-05 -0.001294 0.224227 10 0 0.436 2.36496e-13
18 1.870700 0.00242197 0.000183029 -0.006780 0.495936 11 0 1 2.36496e-13
19 2.158310 0.00260695 0.00018498 -0.006780 0.473901 11 0 1 7.88319e-14
20 2.346029 0.00272153 0.00011458 -0.002547 0.280330 9 0 0.613 2.62773e-14
21 2.670211 0.00290975 0.000188227 -0.006475 0.437635 10 1 1 5.25546e-14
22 2.743989 0.00295114 4.13884e-05 -0.000322 0.091977 6 0 0.216 1.75182e-14
23 3.093149 0.00314032 0.000189176 -0.006750 0.412382 9 0 1 1.75182e-14
24 3.442501 0.00332004 0.000179718 -0.005275 0.413665 12 2 1 4.67152e-14
25 3.513174 0.00335535 3.5314e-05 -0.000154 0.087398 10 0 0.206 1.55717e-14
26 4.154499 0.00366237 0.00030702 -0.003603 0.000396 11 0 0.847 1.55717e-14
========== Varying R13 exch upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.358237 0.00687109 0.00687109 -0.041643 0.368282 18 2 1 3.35156e-07
2 0.811789 0.015101 0.00822991 -0.035444 0.279295 12 0 1 1.11719e-07
3 0.859115 0.015928 0.000827008 -0.001762 0.257426 11 0 0.4 3.72396e-08
4 1.464537 0.0259146 0.00998657 -0.052876 0.109983 16 0 1 3.72396e-08
5 1.948203 0.0331225 0.00720791 -0.020926 0.263697 11 0 1 1.24132e-08
6 2.446540 0.0399111 0.00678866 -0.017034 0.252921 13 0 1 4.13773e-09
7 3.184776 0.0489718 0.00906067 -0.027209 0.002847 5 0 1 1.37924e-09
8 3.931413 0.057167 0.00819519 -0.019578 0.002076 11 0 1 4.59748e-10
========== Varying R13 exch downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R15 upward from 0.04668 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.003686 0.000298452 0.000298452 -0.006053 0.758522 16 0 1 4.18945e-08
2 0.047834 0.000822303 0.00052385 0.005369 0.729499 13 5 1 5.72e-05
3 0.121948 0.00129214 0.000469837 -0.006280 0.687898 16 0 1 1.90667e-05
4 0.228056 0.00176421 0.000472068 -0.005916 0.656269 14 0 1 6.35555e-06
5 0.357595 0.00221343 0.000449222 -0.005596 0.632726 18 0 1 2.11852e-06
6 0.479366 0.00256909 0.000355664 -0.005462 0.640913 17 0 1 7.06172e-07
7 0.669151 0.00304746 0.000478363 -0.005060 0.573446 14 0 1 2.35391e-07
8 0.889263 0.00352852 0.000481066 0.025073 0.573228 18 3 1 5.02167e-06
9 1.111278 0.00396079 0.000432272 -0.004571 0.541419 16 0 1 1.67389e-06
10 1.387149 0.00444635 0.000485556 -0.004343 0.488077 16 0 1 5.57963e-07
11 1.399880 0.00446732 2.09721e-05 0.006153 0.034297 12 0 0.0539 1.85988e-07
12 1.411374 0.00448648 1.91607e-05 0.003245 0.032779 10 0 0.0539 1.85988e-07
13 1.753900 0.00502986 0.000543377 -0.007427 0.418338 8 0 1 1.85988e-07
14 1.982808 0.00536618 0.000336324 -0.004216 0.535142 15 0 1 6.19959e-08
15 2.239775 0.00572429 0.000358108 -0.006432 0.504887 8 0 1 2.06653e-08
16 2.660371 0.00627379 0.000549499 -0.006578 0.341117 8 0 1 6.88844e-09
17 2.954528 0.00663617 0.000362376 -0.005996 0.468138 8 0 1 2.29615e-09
18 3.429112 0.00719014 0.000553969 -0.006051 0.287657 8 0 1 7.65382e-10
19 3.935240 0.00774683 0.000556694 -0.005771 0.256392 8 0 1 2.55127e-10
========== Varying R15 downward from 0.04668 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.061810 0.000911245 0.000911245 -0.000978 0.705499 17 0 1 4.18945e-08
2 0.249220 0.00177324 0.000861995 -0.000163 0.580716 12 0 1 1.39648e-08
3 0.323156 0.00185514 8.18988e-05 -0.000001 0.000000 0 0 0.0963 4.65494e-09
4 0.596905 0.00270553 0.000850393 -0.000119 0.494423 12 0 1 4.65494e-09
5 0.782867 0.00308373 0.000378195 -0.000013 0.160800 12 0 0.452 1.55165e-09
6 1.129457 0.00367786 0.000594136 -0.000022 0.201727 13 0 0.714 1.55165e-09
7 1.724330 0.00450181 0.000823948 -0.000012 0.173407 9 0 1 1.55165e-09
8 0.339455 0.00531419 0.000812382 0.000028 2.153195 51 0 1 5.17216e-10
9 0.675347 0.00608866 0.000774468 -0.000368 0.432031 20 0 1 1.72405e-10
10 1.131292 0.00685231 0.000763647 -0.000342 0.312005 27 0 1 5.74685e-11
11 1.706308 0.00760527 0.000752962 -0.000313 0.192963 29 0 1 1.91562e-11
12 2.049802 0.00799088 0.000385607 -0.000082 0.054744 36 0 0.519 6.38538e-12
13 2.785704 0.00872972 0.000738847 -0.000250 0.032139 20 0 1 6.38538e-12
14 2.857233 0.00879846 6.87404e-05 -0.000003 0.000000 0 0 0.0932 2.12846e-12
15 2.962392 0.00889954 0.000101079 -0.000007 0.000000 0 0 0.137 2.12846e-12
16 3.705959 0.00963763 0.000738093 -0.000224 0.024500 11 0 1 2.12846e-12
17 4.454768 0.0103806 0.000742964 0.000062 0.019545 11 0 1 7.09487e-13
========== Varying R17 net upward from 0.02508 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.014921 0.000281914 0.000281914 -0.003150 0.750218 6 0 1 4.18945e-08
2 0.072288 0.000578414 0.0002965 0.000339 0.711263 6 0 1 1.39648e-08
3 0.163089 0.000861896 0.000283482 -0.003253 0.674237 4 0 1 4.65494e-09
4 0.287919 0.00114625 0.000284355 -0.003246 0.640216 3 0 1 1.55165e-09
5 0.454289 0.00144543 0.000299177 0.000268 0.602189 4 0 1 5.17216e-10
6 0.655868 0.0017455 0.000300073 0.000260 0.566973 4 0 1 1.72405e-10
7 0.879645 0.00203217 0.000286668 -0.003327 0.541188 3 0 1 5.74685e-11
8 1.133353 0.00231954 0.000287369 -0.003353 0.511230 3 0 1 1.91562e-11
9 1.416025 0.00260758 0.000288043 -0.003378 0.482242 3 0 1 6.38538e-12
10 1.726696 0.00289627 0.000288694 -0.003399 0.454221 3 0 1 2.12846e-12
11 2.064424 0.00318559 0.000289318 -0.003417 0.427147 3 0 1 7.09487e-13
12 2.428274 0.0034755 0.00028991 -0.003443 0.400998 3 0 1 2.36496e-13
13 2.661252 0.00365159 0.000176089 -0.001275 0.231285 3 0 0.606 7.88319e-14
14 3.065150 0.00394238 0.000290785 -0.003492 0.360902 4 0 1 7.88319e-14
15 3.492688 0.00423367 0.000291295 -0.003515 0.337238 3 0 1 2.62773e-14
16 3.943048 0.00452548 0.000291813 -0.003539 0.314392 3 0 1 8.7591e-15
========== Varying R17 net downward from 0.02508 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.049944 0.000472349 0.000472349 -0.001114 0.717234 7 0 1 4.18945e-08
2 0.218638 0.000954438 0.000482089 -0.000855 0.598738 4 0 1 1.39648e-08
3 0.504595 0.00142903 0.000474594 -0.000840 0.481493 5 0 1 4.65494e-09
4 0.909570 0.00189637 0.000467339 -0.000770 0.362546 3 0 1 1.55165e-09
5 1.434807 0.00235636 0.000459985 -0.000699 0.242355 5 0 1 5.17216e-10
6 2.081841 0.00280918 0.000452821 -0.000633 0.120624 3 0 1 1.72405e-10
7 2.836549 0.00325486 0.000445678 -0.000569 0.013014 2 0 1 5.74685e-11
8 3.096652 0.0034049 0.000150046 -0.000061 0.000097 1 0 0.339 1.91562e-11
9 3.863004 0.00384779 0.000442887 -0.000544 0.001396 2 0 1 1.91562e-11
========== Varying R17 exch upward from 0.004733 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000008 48.638 48.638 0.000007 0.000000 0 0 0.453 4.18945e-08
2 0.000017 208354 208305 -0.000000 0.000000 0 0 1 4.18945e-08
3 0.000028 713394 505040 0.000001 0.000000 0 0 1 1.39648e-08
4 -0.000011 1.58818e+06 874782 -0.000001 0.000000 0 0 1 4.65494e-09
5 -0.000044 3.10334e+06 1.51517e+06 0.000003 0.000000 0 0 1 1.55165e-09
6 -0.000037 3.49112e+06 387781 -0.000002 0.000000 0 0 0.148 5.17216e-10
7 -0.000027 6.03771e+06 2.54658e+06 -0.000004 0.000000 0 0 1 5.17216e-10
8 -0.000035 6.70387e+06 666162 0.000001 0.000000 0 0 0.154 1.72405e-10
9 0.000082 1e+07 3.29613e+06 -0.000003 0.000000 0 0 0.725 1.72405e-10
10 1.050188 1e+07 0.00203149 0.369035 0.076075 5 2 1 1.37924e-09
11 1.592394 1e+07 0.000444321 -0.000772 0.225315 5 0 1 1.3788e-09
12 2.250134 1e+07 0.00043796 -0.000679 0.109873 3 0 1 4.59601e-10
13 0.642429 1e+07 0.000431601 -0.000597 2.375399 54 0 1 1.532e-10
14 1.065199 1e+07 0.000410967 -0.000935 0.344587 9 0 1 5.10668e-11
15 1.418208 1e+07 0.000278281 -0.000425 0.174159 9 0 0.687 1.70223e-11
16 2.025761 1e+07 0.000401076 -0.000803 0.159935 12 0 1 1.70223e-11
17 2.741774 1e+07 0.000395637 -0.000656 0.051623 14 0 1 5.67408e-12
18 3.504562 1e+07 0.00040067 -0.000452 0.005052 13 0 1 1.89136e-12
19 3.858907 1e+07 0.000186127 -0.000147 0.000006 9 0 0.462 6.30454e-13
========== Varying R17 exch downward from 0.004733 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 0.00473281 0.00473281 0.000000 0.000000 0 0 4.41e-05 4.18945e-08
========== Varying R19 upward from 4e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.634659 0.000527786 0.000527786 -0.002982 0.130648 13 0 1 4.18945e-08
2 1.301069 0.00107713 0.000549341 0.000484 0.102366 12 0 1 1.39648e-08
3 1.901398 0.00157058 0.000493449 0.000283 0.095203 12 0 0.905 4.65494e-09
4 1.941211 0.00159864 2.80596e-05 0.000001 0.000000 0 0 0.0519 4.65494e-09
5 2.595588 0.00213959 0.00054095 0.000349 0.114264 12 0 1 4.65494e-09
6 3.251758 0.00267588 0.000536297 0.000354 0.112476 9 0 1 1.55165e-09
7 3.904337 0.00320776 0.000531878 0.000358 0.116071 9 0 1 5.17216e-10
========== Varying R19 downward from 4e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.000204 4.11593e-14 4.11593e-14 0.001971 0.011685 6 0 1 4.18945e-08
2 -0.001496 6.87726e-13 6.46567e-13 0.022378 0.092761 4 0 0.0996 1.39648e-08
3 0.007413 2.04595e-10 2.03907e-10 12.428540 10.116547 2 0 1 1.39648e-08
4 -0.003993 2.75984e-10 7.13893e-11 1165.888370 1165.899802 20 0 0.462 2.79297e-08
5 0.007197 3.1154e-10 3.55562e-11 -0.000001 0.000000 0 0 1 2.79297e-08
6 -0.003992 3.55767e-10 4.42268e-11 -0.000001 0.000000 0 0 0.392 9.30989e-09
7 -0.003991 3.67192e-10 1.14252e-11 0.000000 0.000000 0 0 0.252 9.30989e-09
8 -0.003991 3.80637e-10 1.34446e-11 0.000000 0.000000 0 0 1 9.30989e-09
9 -0.003993 4.49072e-10 6.84355e-11 0.004329 0.000194 4 0 1 3.1033e-09
10 -0.004904 4.61906e-10 1.28339e-11 0.000001 0.000000 0 0 0.223 1.03443e-09
11 -0.007855 5.02494e-10 4.05876e-11 0.009891 0.029791 2 0 1 1.03443e-09
12 40.900934 7.36921e-10 2.34427e-10 404.180634 363.274837 30 0 0.198 3.44811e-10
========== Varying R21 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.648225 0.000539169 0.000539169 -0.000080 0.119984 16 0 1 4.18945e-08
2 1.323363 0.00109556 0.000556396 -0.000093 0.093059 12 0 1 1.39648e-08
3 1.995422 0.00164782 0.000552257 -0.000133 0.096100 11 0 1 4.65494e-09
4 2.653328 0.00218691 0.000539088 -0.000424 0.109962 9 0 1 1.55165e-09
5 3.180299 0.00261762 0.000430709 -0.000281 0.088405 11 0 0.802 5.17216e-10
6 3.474296 0.00285749 0.000239874 -0.000090 0.049355 8 0 0.448 5.17216e-10
7 3.623970 0.00297898 0.000121486 -0.000023 0.024382 7 0 0.227 5.17216e-10
8 4.280154 0.00351346 0.000534485 -0.000453 0.111655 11 0 1 5.17216e-10
========== Varying R21 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R22 net upward from 0.02508 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.006092 0.000171653 0.000171653 -0.002051 0.760108 4 0 1 4.18945e-08
2 0.044723 0.000462219 0.000290566 0.003707 0.733368 8 0 1 1.39648e-08
3 0.124036 0.00075342 0.000291201 0.005666 0.694645 9 0 1 4.65494e-09
4 0.239520 0.00104522 0.000291795 0.010567 0.663374 11 0 1 1.55165e-09
5 0.390081 0.00133763 0.000292411 0.019393 0.637130 10 0 1 5.17216e-10
6 0.574559 0.00163063 0.000293001 -0.000368 0.583446 7 0 1 1.72405e-10
7 0.791947 0.0019243 0.000293675 0.045633 0.596537 13 0 1 5.74685e-11
8 0.825133 0.00196606 4.17532e-05 0.000020 0.075570 6 0 0.142 1.91562e-11
9 1.078742 0.00226049 0.000294439 0.077972 0.592655 13 0 1 1.91562e-11
10 1.364256 0.00255561 0.000295111 0.126568 0.609345 14 0 1 9.45718e-12
11 1.677153 0.00285139 0.000295782 -0.000375 0.455019 8 0 1 6.60614e-12
12 2.019288 0.0031479 0.000296512 -0.000371 0.425786 7 0 1 2.20205e-12
13 2.368437 0.00342889 0.000280992 0.247074 0.666217 14 0 1 7.34016e-13
14 2.763752 0.00372684 0.000297949 -0.000372 0.372605 7 0 1 7.00669e-13
15 3.162314 0.00400988 0.000283039 -0.000321 0.369408 6 0 1 2.33556e-13
16 3.607114 0.00430929 0.000299409 -0.000403 0.323089 9 0 1 7.78521e-14
17 3.683809 0.00435903 4.97431e-05 -0.000011 0.050342 4 0 0.166 2.59507e-14
18 4.132323 0.0046443 0.000285269 -0.000339 0.319440 6 0 1 2.59507e-14
========== Varying R22 net downward from 0.02508 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.054182 0.000489332 0.000489332 -0.000975 0.713130 6 0 1 4.18945e-08
2 0.226639 0.000971207 0.000481875 -0.000854 0.594977 4 0 1 1.39648e-08
3 0.516897 0.00144574 0.000474528 -0.000603 0.477430 5 0 1 4.65494e-09
4 0.911163 0.00189815 0.000452415 -0.000863 0.373162 4 0 1 1.55165e-09
5 1.419294 0.00234434 0.00044619 -0.000786 0.259375 4 0 1 5.17216e-10
6 2.042453 0.00278411 0.00043977 -0.000707 0.144426 4 0 1 1.72405e-10
7 0.534629 0.00321758 0.00043347 -0.000633 2.275483 55 0 1 5.74685e-11
8 0.923207 0.00363034 0.000412761 -0.000952 0.378761 17 0 1 1.91562e-11
9 1.421807 0.00403717 0.00040683 -0.000876 0.268816 16 0 1 6.38538e-12
10 2.030021 0.0044382 0.000401029 -0.000778 0.159300 13 0 1 2.12846e-12
11 2.095982 0.00447219 3.39925e-05 -0.000005 0.000000 0 0 0.0859 7.09487e-13
12 2.811660 0.00486773 0.000395536 -0.000655 0.051959 25 0 1 7.09487e-13
13 3.043850 0.00499012 0.000122395 0.000312 0.001964 10 1 0.305 4.72991e-13
14 3.809306 0.00539191 0.000401786 -0.000271 0.002566 13 0 1 4.72991e-13
15 4.574900 0.00579544 0.000403533 -0.000218 0.002480 12 0 1 1.57664e-13
========== Varying R22 exch upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.002023 70.4646 70.4646 0.000000 0.000000 0 0 0.657 4.18945e-08
2 -0.001889 301924 301854 0.000274 0.004196 12 0 1 4.18945e-08
3 -0.019519 359954 58030.1 0.001737 0.019265 7 0 1 1.39648e-08
4 -0.019237 1.63719e+06 1.27724e+06 0.000005 0.000000 0 0 1 4.65494e-09
5 -0.031213 1.74201e+06 104814 0.162682 0.175728 23 1 0.0668 3.1033e-09
6 -0.151313 1.99268e+06 250669 0.000117 0.120098 8 0 1 3.1033e-09
7 -0.151314 2.08827e+06 95594.2 0.000010 0.000007 8 2 0.25 8.27546e-09
8 -0.162149 3.15508e+06 1.06681e+06 0.000145 0.010547 5 0 1 8.27546e-09
9 -0.162091 3.19068e+06 35594.5 0.000109 0.000007 1 1 1 5.51697e-09
10 -0.162109 3.19688e+06 6203.16 -0.000006 0.000000 0 0 0.112 1.83899e-09
11 -0.267974 5.40117e+06 2.20429e+06 0.000013 0.105885 14 0 1 1.83899e-09
12 -0.272393 5.43473e+06 33565.5 0.005030 0.008463 12 0 1 6.12997e-10
13 -0.268535 8.83919e+06 3.40446e+06 0.006335 0.186044 8 0 1 2.04332e-10
14 -0.429157 1e+07 1.16081e+06 0.000052 0.161259 5 0 0.289 6.81108e-11
15 -0.362491 1e+07 0.000486376 -0.000946 0.700681 2 0 1 6.81108e-11
16 -0.216799 1e+07 0.000479316 -0.000902 0.621698 4 0 1 2.27036e-11
17 -0.101995 1e+07 0.000241993 -0.000221 0.275633 4 0 0.509 7.56786e-12
18 -0.035652 1e+07 0.000116422 -0.000049 0.122975 3 0 0.247 7.56786e-12
19 -0.005504 1e+07 4.90951e-05 -0.000019 0.049965 2 0 0.104 7.56786e-12
20 0.350643 1e+07 0.000469434 -0.000800 0.411345 3 0 1 7.56786e-12
21 0.508953 1e+07 0.000168232 -0.000096 0.121092 2 0 0.364 2.52262e-12
22 1.027799 1e+07 0.00045964 -0.000700 0.248746 4 0 1 2.52262e-12
23 1.667477 1e+07 0.000452332 -0.000631 0.127982 3 0 1 8.40874e-13
24 0.131047 1e+07 0.000445204 -0.000560 2.304162 46 0 1 2.80291e-13
25 0.534551 1e+07 0.000423216 -0.000932 0.363855 14 0 1 9.34304e-14
26 1.053160 1e+07 0.000416659 -0.000860 0.248823 21 0 1 3.11435e-14
27 1.686135 1e+07 0.000410283 -0.000681 0.134636 24 0 1 1.03812e-14
28 2.427616 1e+07 0.000404493 -0.000483 0.026328 33 0 1 3.46039e-15
29 3.194228 1e+07 0.000401044 -0.000541 0.001139 10 0 1 1.15346e-15
30 3.959829 1e+07 0.000402081 -0.000430 0.002261 9 0 1 3.84487e-16
========== Varying R22 exch downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R24 net upward from 0.05015 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.003063 0.000343305 0.000343305 -0.002051 0.763137 5 0 1 4.18945e-08
2 0.024196 0.000700326 0.00035702 -0.007854 0.739300 8 0 1 1.39648e-08
3 0.025706 0.000718506 1.81805e-05 0.026235 0.063369 13 0 0.0507 4.65494e-09
4 0.090738 0.00129237 0.000573864 0.221901 0.925141 13 1 1 9.30989e-09
5 0.148793 0.0016477 0.000355332 0.002215 0.712436 17 0 1 8.60823e-09
6 0.220077 0.00200287 0.000355167 -0.005768 0.691239 16 0 1 2.86941e-09
7 0.357630 0.00255931 0.000556437 -0.005463 0.625276 8 0 1 9.5647e-10
8 0.526939 0.00311946 0.000560151 0.235798 0.834750 19 5 1 1.3059e-06
9 0.560878 0.00322105 0.000101597 0.009846 0.112089 11 0 0.18 1.23065e-06
10 0.597442 0.00332733 0.000106278 0.007476 0.113215 12 0 0.188 1.23065e-06
11 0.808918 0.00389139 0.000564056 -0.004877 0.551939 3 0 1 1.23065e-06
12 0.955957 0.0042445 0.000353113 -0.001787 0.325052 3 0 0.622 4.10215e-07
13 1.215959 0.00481367 0.000569168 -0.004556 0.503733 7 0 1 4.10215e-07
14 1.505117 0.00538613 0.000572467 -0.004401 0.474733 6 0 1 1.36738e-07
15 1.520249 0.00541471 2.85804e-05 -0.000022 0.040018 5 0 0.0724 4.55795e-08
16 1.736182 0.00580959 0.00039487 -0.004283 0.548054 4 0 1 4.55795e-08
17 2.074620 0.00638773 0.000578143 -0.004176 0.425679 6 0 1 1.51932e-08
18 2.439587 0.00696848 0.000580748 -0.004087 0.399238 5 0 1 5.06439e-09
19 2.703892 0.00736627 0.000397791 -0.003849 0.500137 5 0 1 1.68813e-09
20 3.113401 0.0079522 0.00058593 -0.003980 0.354803 5 0 1 5.62709e-10
21 3.548194 0.00854094 0.000588743 -0.003944 0.329554 5 0 1 1.8757e-10
22 4.007676 0.00913262 0.000591679 -0.003927 0.304881 6 0 1 6.25233e-11
========== Varying R24 net downward from 0.05015 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.053840 0.000978665 0.000978665 -0.000975 0.713471 6 0 1 4.18945e-08
2 0.319935 0.00229407 0.0013154 -0.004464 0.497724 6 0 1 1.39648e-08
3 0.374923 0.00247661 0.000182538 -0.000094 0.049210 3 0 0.136 4.65494e-09
4 0.723547 0.0034172 0.000940595 -0.000798 0.418868 4 0 1 4.65494e-09
5 1.250983 0.0047511 0.0013339 -0.005059 0.235794 7 0 1 1.55165e-09
6 1.775154 0.00608966 0.00133856 -0.005108 0.239012 6 0 1 5.17216e-10
7 1.869435 0.00633176 0.0002421 -0.000167 0.043647 4 0 0.18 1.72405e-10
8 2.390800 0.00767796 0.0013462 -0.005170 0.241756 5 0 1 1.72405e-10
9 2.436667 0.00779695 0.000118991 -0.000040 0.021564 4 0 0.0879 5.74685e-11
10 2.955567 0.00915029 0.00135333 -0.005225 0.244167 4 0 1 5.74685e-11
11 3.472540 0.0105112 0.00136088 -0.005265 0.246053 6 0 1 1.91562e-11
12 3.524190 0.0106478 0.000136594 -0.000052 0.024925 5 0 0.0999 6.38538e-12
13 4.038890 0.012016 0.00136819 -0.005333 0.248258 5 0 1 6.38538e-12
========== Varying R24 exch upward from 0.08142 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.003326 115.092 115.092 0.015959 0.020700 9 0 0.389 4.18945e-08
2 -0.011726 116516 116401 0.000471 0.008475 4 1 1 8.3789e-08
3 -0.011743 253535 137019 0.000005 0.000000 0 0 1 2.79297e-08
4 -0.011692 326996 73461 0.000000 0.000000 0 0 1 9.30989e-09
5 -0.118469 569477 242481 0.000309 0.106906 11 0 1 3.1033e-09
6 -0.118413 716316 146838 -0.000000 0.000000 0 1 1 2.06886e-09
7 -0.655403 3.05888e+06 2.34256e+06 -0.000013 0.540361 13 0 1 6.89621e-10
8 -0.655394 3.16996e+06 111077 0.000066 0.000029 6 0 0.124 2.29874e-10
9 -0.875367 3.40652e+06 236567 0.000036 0.219791 15 0 1 2.29874e-10
10 -0.882977 3.43335e+06 26832.2 -0.000057 0.007468 6 0 0.384 7.66246e-11
11 -0.892071 7.26641e+06 3.83306e+06 -0.000015 0.009094 7 0 1 7.66246e-11
12 -0.887632 7.36511e+06 98697.7 0.014207 0.000991 11 0 1 2.55415e-11
13 -0.892983 7.37909e+06 13978.6 -0.000830 0.004529 5 0 0.129 8.51384e-12
14 -0.849935 7.50723e+06 128136 0.271000 0.167524 9 1 1 1.70277e-11
15 -0.852474 1e+07 2.49277e+06 0.133473 0.108294 3 0 0.0645 5.6759e-12
16 -0.080167 1e+07 0.000950981 0.004015 0.000000 8 0 1 5.6759e-12
17 -0.369375 1e+07 0.00125361 0.340442 1.397941 12 0 1 1.89197e-12
18 0.217540 1e+07 0.00164295 0.228620 0.409997 12 0 1 1.88918e-12
19 0.871934 1e+07 0.00163684 0.234608 0.348506 14 0 1 1.76381e-12
20 1.528486 1e+07 0.00165356 0.291085 0.402825 12 0 1 1.65977e-12
21 2.092262 1e+07 0.00144504 0.207232 0.411747 11 0 1 1.63617e-12
22 2.476032 1e+07 0.00130638 -0.003953 0.380569 8 0 1 1.47635e-12
23 3.112738 1e+07 0.00166597 -0.003248 0.002881 2 0 0.837 4.92117e-13
24 3.286216 1e+07 0.000439219 -0.000239 0.080211 4 0 0.331 4.92117e-13
25 3.787896 1e+07 0.00132941 -0.002034 0.264578 3 0 1 4.92117e-13
26 4.286307 1e+07 0.00133203 -0.002012 0.267869 3 0 1 1.64039e-13
========== Varying R24 exch downward from 0.08142 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.003998 0.0814216 0.0814216 0.000018 0.004027 3 0 0.000282 4.18945e-08
========== Varying R27 upward from 1.346 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.043613 0.0152597 0.0152597 -0.007678 0.716995 8 0 1 4.18945e-08
2 0.166529 0.0289477 0.013688 -0.006213 0.639160 4 0 1 1.39648e-08
3 0.345298 0.0414723 0.0125246 -0.005175 0.584348 3 0 1 4.65494e-09
4 0.454125 0.0475138 0.0060415 -0.001197 0.282313 3 0 0.519 1.55165e-09
5 0.695825 0.0587642 0.0112504 -0.004134 0.522458 5 0 1 1.55165e-09
6 0.969688 0.0693595 0.0105953 -0.002723 0.491706 6 0 1 5.17216e-10
7 1.026175 0.0699439 0.00058444 -0.000006 0.000000 0 0 0.0746 1.72405e-10
8 1.218824 0.0777652 0.00782127 -0.001129 0.574514 9 0 1 1.72405e-10
9 1.256814 0.0781458 0.000380581 -0.000003 0.000000 0 0 0.0501 5.74685e-11
10 1.480712 0.0857276 0.0075818 -0.001049 0.543344 7 0 1 5.74685e-11
11 1.508501 0.0865303 0.000802732 -0.000012 0.054826 6 0 0.109 1.91562e-11
12 1.552389 0.0869558 0.000425454 -0.000003 0.000000 0 0 0.0579 1.91562e-11
13 1.561138 0.088031 0.00107526 -0.000021 0.102411 6 0 0.146 1.91562e-11
14 1.830394 0.095343 0.00731199 -0.000962 0.498073 10 0 1 1.91562e-11
15 2.113193 0.10247 0.0071273 -0.000905 0.484589 9 0 1 6.38538e-12
16 2.408515 0.109427 0.00695647 -0.000854 0.472115 7 0 1 2.12846e-12
17 2.791201 0.117843 0.00841582 -0.002239 0.383367 10 0 1 7.09487e-13
18 3.187735 0.125983 0.00814001 -0.002086 0.369672 7 0 1 2.36496e-13
19 3.596806 0.133873 0.00789049 -0.001952 0.357269 5 0 1 7.88319e-14
20 4.017562 0.141543 0.00767025 0.000218 0.347750 6 0 1 2.62773e-14
========== Varying R27 downward from 1.346 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.262663 0.036046 0.036046 -0.027386 0.478152 9 2 1 3.35156e-07
2 0.822668 0.0634374 0.0273914 -0.011751 0.196536 24 0 1 1.11719e-07
3 1.060992 0.0719722 0.00853484 0.000054 0.529965 5 0 1 3.72396e-08
4 1.317601 0.0801423 0.00817009 0.000036 0.511701 5 0 1 1.24132e-08
5 1.592638 0.0880523 0.00790999 0.000057 0.493306 5 0 1 4.13773e-09
6 1.709394 0.0892353 0.00118302 0.000002 0.000000 0 0 0.154 1.37924e-09
7 1.931204 0.0968961 0.00766077 0.000088 0.546569 5 0 1 1.37924e-09
8 2.202537 0.103432 0.00653594 0.000083 0.000005 6 0 0.373 4.59748e-10
9 2.914995 0.118872 0.0154397 -0.003187 0.052647 9 0 1 4.59748e-10
10 3.561971 0.131305 0.0124331 0.000390 0.000022 5 0 0.849 1.53249e-10
11 4.330731 0.144672 0.0133671 0.000500 0.000031 5 0 1 1.53249e-10
========== Varying R29 upward from 0.02508 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.005715 0.000171653 0.000171653 -0.002051 0.760485 6 0 1 4.18945e-08
2 0.026399 0.000346788 0.000175135 -0.002477 0.745112 17 0 1 1.39648e-08
3 0.060306 0.000527677 0.000180889 -0.006044 0.728322 8 2 1 3.72396e-08
4 0.110125 0.000709437 0.000181761 -0.007511 0.710953 4 0 1 1.24132e-08
5 0.219041 0.000998605 0.000289168 -0.008265 0.651111 4 0 1 4.13773e-09
6 0.363009 0.00128908 0.00029047 -0.007835 0.616488 4 0 1 1.37924e-09
7 0.533347 0.00156916 0.000280087 -0.005182 0.592772 3 0 1 4.59748e-10
8 0.664126 0.00175683 0.000187667 -0.006514 0.630998 3 0 1 1.53249e-10
9 0.809144 0.00194585 0.000189023 -0.006367 0.616907 4 0 1 5.10831e-11
10 1.061208 0.00224103 0.00029518 -0.005939 0.510285 6 1 1 3.40554e-11
11 1.172038 0.00236074 0.00011971 -0.001789 0.374454 3 2 0.636 9.08143e-11
12 1.468203 0.00265802 0.000297274 -0.006209 0.465917 6 2 1 7.26515e-10
13 1.679577 0.00285414 0.00019612 -0.005631 0.551286 4 0 1 2.42172e-10
14 1.899931 0.00304746 0.000193326 -0.004092 0.543844 3 0 1 8.07239e-11
15 2.264831 0.0033478 0.000300343 -0.005664 0.397727 6 3 1 1.72211e-09
16 2.525254 0.00354972 0.000201913 -0.005140 0.502728 5 0 1 5.74036e-10
17 2.793862 0.00374903 0.000199308 -0.003814 0.495870 5 0 1 1.91345e-10
18 3.082275 0.00395444 0.00020541 -0.002419 0.477457 4 0 1 6.37818e-11
19 3.384784 0.00416168 0.000207244 -0.004665 0.461116 4 2 1 1.70085e-10
20 3.850795 0.00446694 0.00030526 -0.005039 0.297241 5 2 1 4.5356e-10
========== Varying R29 downward from 0.02508 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.053752 0.000489332 0.000489332 -0.000975 0.713560 7 0 1 4.18945e-08
2 0.226534 0.000971134 0.000481802 -0.000852 0.594655 4 0 1 1.39648e-08
3 0.505325 0.00143013 0.000458995 -0.000947 0.488553 5 0 1 4.65494e-09
4 0.713569 0.00168823 0.000258104 -0.000281 0.229258 3 0 0.57 1.55165e-09
5 1.168592 0.00213738 0.00044915 -0.000823 0.312447 4 0 1 1.55165e-09
6 1.737922 0.0025801 0.000442715 -0.000743 0.198219 4 0 1 5.17216e-10
7 2.423054 0.0030165 0.000436398 -0.000667 0.082493 10 0 1 1.72405e-10
8 2.563015 0.00309475 7.8254e-05 -0.000005 0.000000 0 0 0.182 5.74685e-11
9 2.657584 0.00315272 5.79686e-05 -0.000038 0.009074 3 0 0.135 5.74685e-11
10 0.869272 0.00357948 0.000426766 -0.001251 2.555353 42 0 1 5.74685e-11
11 1.354079 0.00398698 0.000407499 -0.000875 0.282610 12 0 1 1.91562e-11
12 1.948738 0.00438873 0.000401747 -0.000774 0.172858 13 0 1 6.38538e-12
13 2.654833 0.00478496 0.000396224 -0.000656 0.061540 12 0 1 2.12846e-12
14 3.735558 0.00533804 0.00055308 0.389346 0.076871 13 0 1 7.09487e-13
15 4.162870 0.00556407 0.000226037 -0.000155 0.003733 17 0 0.561 7.09489e-13
========== Varying R30 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.507610 0.00127224 0.00127224 -0.023465 0.237192 28 0 1 4.18945e-08
2 1.264909 0.0031903 0.00191806 -0.004516 0.006466 9 0 1 1.39648e-08
3 2.024510 0.00513832 0.00194802 -0.004982 0.003709 11 0 1 4.65494e-09
4 2.784216 0.00711437 0.00197605 -0.004998 0.003588 13 0 1 1.55165e-09
5 3.543881 0.00911832 0.00200394 -0.005008 0.003631 11 0 1 5.17216e-10
6 4.303705 0.01115 0.00203168 -0.005017 0.003450 11 0 1 1.72405e-10
========== Varying R30 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R31 net upward from -0.0216 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.608182 0.00161846 0.00161846 -0.002185 0.157900 9 0 1 4.18945e-08
2 1.185262 0.00323675 0.00161829 -0.002002 0.189209 9 0 1 1.39648e-08
3 1.850552 0.00491702 0.00168026 -0.002330 0.100666 11 0 1 4.65494e-09
4 2.515740 0.00661776 0.00170074 -0.002353 0.100749 13 0 1 1.55165e-09
5 3.181112 0.00833959 0.00172183 -0.002379 0.100541 10 0 1 5.17216e-10
6 3.846843 0.0100829 0.0017433 -0.002405 0.100156 10 0 1 1.72405e-10
========== Varying R31 net downward from -0.0216 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.740276 0.00151256 0.00151256 -0.005754 0.018002 8 0 1 4.18945e-08
2 1.367611 0.00207745 0.000564885 -0.013841 0.127110 5 0 1 1.39648e-08
3 2.035954 0.00255859 0.000481139 -0.009927 0.090014 4 0 1 4.65494e-09
4 2.730226 0.00298849 0.000429907 -0.005837 0.068164 7 0 1 1.55165e-09
5 3.490929 0.00340745 0.000418961 -0.006513 0.001076 7 0 1 5.17216e-10
6 4.252391 0.00378941 0.000381951 -0.005903 0.000924 9 0 1 1.72405e-10
========== Varying R31 exch upward from 0.06801 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.080762 0.0023044 0.0023044 0.003165 0.690581 11 0 1 4.18945e-08
2 0.868757 0.00791598 0.00561157 0.040822 0.021069 10 6 1 0.0004576
3 1.317268 0.00994719 0.00203122 -0.007666 0.312107 17 0 1 0.000152533
4 1.731180 0.0115743 0.00162708 -0.008254 0.346065 10 0 1 5.08444e-05
5 2.166805 0.013135 0.00156072 -0.008855 0.323808 7 0 1 1.69481e-05
6 2.598647 0.0145742 0.00143926 -0.008863 0.327579 6 0 1 5.64938e-06
7 2.957846 0.0157097 0.00113548 -0.007201 0.401859 8 0 1 1.88313e-06
8 3.315063 0.0167948 0.00108505 -0.006990 0.404045 7 0 1 6.27709e-07
9 3.737501 0.0180315 0.00123668 -0.008086 0.337666 7 0 1 2.09236e-07
10 4.096724 0.0190501 0.00101864 -0.006908 0.363867 5 0 0.951 6.97454e-08
========== Varying R31 exch downward from 0.06801 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.029440 0.0013941 0.0013941 -0.000838 0.738009 5 0 1 4.18945e-08
2 0.119697 0.0026602 0.0012661 -0.007356 0.670678 15 0 1 1.39648e-08
3 0.144650 0.00290987 0.000249677 0.002603 0.134800 23 0 0.207 4.65494e-09
4 1.049475 0.00740578 0.0044959 0.168185 0.031651 6 0 1 4.65494e-09
5 1.222053 0.0079435 0.000537718 0.002727 0.000408 3 0 0.243 3.82785e-09
6 2.029667 0.0100033 0.00205979 0.046867 0.007543 3 0 1 3.82785e-09
7 2.286195 0.0105512 0.000547948 -0.002451 0.509313 5 0 1 1.27595e-09
8 2.552962 0.011083 0.000531733 -0.002300 0.499225 3 0 1 4.25317e-10
9 2.829444 0.0115995 0.000516499 -0.002160 0.489650 4 0 1 1.41772e-10
10 3.115187 0.0121017 0.000502193 -0.002031 0.480518 4 0 1 4.72574e-11
11 3.903300 0.0133532 0.00125156 0.023442 0.003621 2 0 1 1.57525e-11
========== Varying R33 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.756606 0.00189347 0.00189347 0.002597 0.014218 8 0 1 4.18945e-08
2 0.860782 0.00216566 0.000272193 0.000129 0.004535 10 0 0.142 1.39648e-08
3 1.620437 0.00409889 0.00193322 -0.004973 0.003664 9 0 1 1.39648e-08
4 2.379985 0.0060601 0.00196121 -0.004990 0.003753 10 0 1 4.65494e-09
5 3.139738 0.00804927 0.00198917 -0.005004 0.003535 6 0 1 1.55165e-09
6 3.899553 0.0100663 0.00201701 -0.005015 0.003463 7 0 1 5.17216e-10
========== Varying R33 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R34 net upward from 0.06805 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.007031 0.000793074 0.000793074 -0.006489 0.754772 16 0 1 4.18945e-08
2 0.035982 0.00158721 0.000794135 -0.006490 0.732851 11 0 1 1.39648e-08
3 0.083814 0.00238215 0.000794937 -0.006475 0.713985 7 0 1 4.65494e-09
4 0.126701 0.00293162 0.000549469 -0.003526 0.721879 8 0 1 1.55165e-09
5 0.201813 0.00372741 0.000795796 -0.006445 0.686735 10 0 1 5.17216e-10
6 0.291053 0.00452349 0.000796073 -0.006424 0.672628 8 0 1 1.72405e-10
7 0.361121 0.00508101 0.000557521 -0.003477 0.694747 7 0 1 5.74685e-11
8 0.470950 0.00587725 0.000796245 -0.006380 0.652082 8 0 1 1.91562e-11
9 0.511809 0.00615549 0.000278243 -0.000778 0.226605 6 0 0.349 6.38538e-12
10 0.635142 0.00695181 0.00079632 -0.006339 0.638620 7 0 1 6.38538e-12
11 0.695417 0.00732188 0.00037007 -0.001426 0.434924 7 0 0.647 2.12846e-12
12 0.792408 0.0078971 0.000575216 -0.003391 0.667909 8 0 1 2.12846e-12
13 0.808361 0.00798959 9.24912e-05 -0.000085 0.073038 4 0 0.116 7.09487e-13
14 0.817095 0.00804002 5.04292e-05 -0.000025 0.039798 5 0 0.0633 7.09487e-13
15 0.958597 0.00883703 0.000797006 -0.006235 0.620554 8 0 1 7.09487e-13
16 1.105958 0.00963473 0.000797699 -0.006179 0.614751 4 2 1 1.89197e-12
17 1.258116 0.0104336 0.000798843 -0.006027 0.610107 8 2 1 5.04524e-12
18 1.432037 0.0113242 0.000890634 -0.003289 0.000959 7 3 0.256 1.07632e-10
19 1.591866 0.0121274 0.000803182 -0.006042 0.602421 7 0 1 1.07632e-10
20 1.754344 0.0129338 0.000806459 -0.005980 0.599834 7 0 1 3.58773e-11
21 1.888649 0.0135955 0.000661641 -0.003210 0.630778 7 0 1 1.19591e-11
22 2.027049 0.0142747 0.000679208 -0.003184 0.626707 7 0 1 3.98636e-12
23 2.194531 0.0150952 0.000820469 -0.005577 0.595233 7 0 1 1.32879e-12
24 2.363228 0.0159233 0.000828169 -0.005718 0.593877 7 3 1 2.83475e-11
25 2.533152 0.016761 0.000837639 -0.005637 0.592730 7 0 1 9.44916e-12
26 2.704290 0.0176101 0.000849136 -0.005437 0.591716 7 0 1 3.14972e-12
27 2.876513 0.018473 0.000862916 -0.005296 0.590772 9 2 1 8.39925e-12
28 2.912157 0.0186528 0.000179812 -0.000214 0.121050 7 1 0.204 5.5995e-12
29 3.089689 0.0195546 0.000901733 -0.001494 0.589265 11 0 1 5.5995e-12
30 3.276509 0.0205179 0.000963332 -0.003582 0.577889 7 3 1 1.19456e-10
31 3.474612 0.0215574 0.00103949 -0.003826 0.566423 7 0 1 3.98187e-11
32 3.654367 0.0225189 0.000961516 -0.005124 0.583307 7 0 1 1.32729e-11
33 3.880261 0.0237551 0.00123618 -0.004658 0.537738 6 2 1 3.53944e-11
========== Varying R34 net downward from 0.06805 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.109252 0.00249937 0.00249937 -0.006120 0.652823 7 0 1 4.18945e-08
2 0.370929 0.00444035 0.00194098 -0.001092 0.505495 10 0 1 1.39648e-08
3 0.716815 0.00603842 0.00159807 0.005119 0.425453 15 4 1 2.38333e-06
4 1.284002 0.00796286 0.00192444 -0.000140 0.199528 10 0 1 7.94444e-07
5 1.942738 0.0100993 0.00213649 0.042065 0.151619 13 0 1 2.64815e-07
6 2.634257 0.0123537 0.00225435 0.000071 0.076746 11 4 1 4.5195e-05
7 3.315634 0.0145869 0.00223316 -0.003572 0.083326 10 0 1 1.5065e-05
8 3.991531 0.0168136 0.00222673 -0.003334 0.089054 6 0 1 5.02167e-06
========== Varying R34 exch upward from 1992 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.004154 188144 188144 0.253240 0.385927 13 1 1 8.3789e-08
2 -0.004154 193973 5828.92 0.000001 0.000000 0 0 0.132 2.79297e-08
3 -0.004166 399057 205084 0.000012 0.000000 1 0 1 2.79297e-08
4 -0.004312 469944 70887 0.000049 0.000057 7 0 0.324 9.30989e-09
5 -0.004312 491186 21242.4 0.000002 0.000000 0 0 0.0621 9.30989e-09
6 -0.004314 604458 113272 0.000001 0.000000 0 0 1 9.30989e-09
7 -0.004271 1.22107e+06 616614 0.000051 0.000000 1 0 0.87 3.1033e-09
8 -0.004320 1.48579e+06 264721 0.002304 0.000006 8 0 0.617 3.1033e-09
9 -0.004319 1.93569e+06 449900 0.000029 0.000001 1 0 1 3.1033e-09
10 -0.004322 3.92181e+06 1.98612e+06 0.000001 0.000000 0 0 1 1.03443e-09
11 -0.004324 4.38069e+06 458875 -0.000001 0.000000 0 0 0.13 3.44811e-10
12 -0.004318 6.53249e+06 2.1518e+06 0.000004 0.000000 0 0 1 3.44811e-10
13 -0.004324 6.97508e+06 442594 -0.000005 0.000000 0 1 0.998 2.29874e-10
14 -0.004322 8.37113e+06 1.39605e+06 0.000002 0.000000 0 0 0.434 2.29874e-10
15 -0.004314 9.99801e+06 1.62687e+06 0.000008 0.000000 0 0 0.413 2.29874e-10
16 0.880170 9.99801e+06 0.00664756 0.208602 0.092406 16 0 1 2.29874e-10
17 1.521555 9.99801e+06 0.00208837 -0.002771 0.124135 12 0 1 2.07936e-10
18 2.160706 9.99801e+06 0.00207552 -0.002888 0.126252 10 0 1 6.93121e-11
19 2.794043 9.99801e+06 0.0020702 -0.003005 0.131950 16 0 1 2.3104e-11
20 3.404179 9.99801e+06 0.00200161 -0.002928 0.131393 11 0 0.969 7.70135e-12
21 3.483491 9.99801e+06 0.000260886 -0.000046 0.017735 10 0 0.127 7.70135e-12
22 4.108429 9.99801e+06 0.00206112 -0.003230 0.140124 10 0 1 7.70135e-12
========== Varying R34 exch downward from 1992 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.009098 1606.38 1606.38 0.007630 0.002750 12 6 1 0.0013728
2 0.020335 1795.67 189.295 0.005557 0.002536 6 3 1 0.0292864
3 0.053262 1911.13 115.458 0.019804 0.000396 9 2 1 0.078097
4 0.357490 1978.99 67.8647 0.323076 0.174744 12 2 1 0.208259
5 0.579569 1983.71 4.71686 0.090109 0.007321 5 3 1 4.44285
6 1.297584 1987.96 4.24787 0.515605 0.128216 15 0 1 1.48095
7 2.395522 1989.55 1.59348 0.645525 0.168864 16 0 1 0.730892
8 3.347744 1990.1 0.543921 0.286389 0.043800 16 0 1 0.750177
9 3.681411 1990.24 0.139764 0.027348 0.454409 16 0 1 0.699534
10 4.000977 1990.36 0.12412 0.019433 0.465079 8 0 1 0.233178
========== Varying R36 net upward from -0.2516 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.017806 0.0023286 0.0023286 -0.003418 0.746993 15 0 1 4.18945e-08
2 0.075435 0.00472603 0.00239743 -0.004669 0.705967 15 0 1 1.39648e-08
3 0.113476 0.00574328 0.00101725 0.001051 0.731300 11 0 1 4.65494e-09
4 0.173734 0.00580796 6.46798e-05 0.000006 0.000000 0 0 0.0786 1.55165e-09
5 0.229210 0.00586747 5.95098e-05 0.000005 0.000000 0 0 0.0723 1.55165e-09
6 0.149314 0.0065554 0.000687931 0.000716 0.723125 11 0 0.837 1.55165e-09
7 0.272818 0.00878236 0.00222697 -0.003373 0.641399 10 0 1 1.55165e-09
8 0.292683 0.00908801 0.000305645 0.000107 0.219372 5 0 0.312 5.17216e-10
9 0.368492 0.0101669 0.00107885 0.002155 0.694637 8 0 1 5.17216e-10
10 0.416847 0.0107964 0.00062954 -0.000311 0.160959 9 0 0.273 1.72405e-10
11 0.496677 0.0117585 0.000962056 0.001129 0.689590 7 0 1 1.72405e-10
12 0.515944 0.0119785 0.000220028 0.000094 0.140121 6 0 0.208 5.74685e-11
13 0.738486 0.0142626 0.00228414 -0.003995 0.541754 10 0 1 5.74685e-11
14 0.760863 0.0144711 0.000208503 0.000088 0.111038 6 0 0.174 1.91562e-11
15 1.025476 0.016728 0.0022569 -0.003787 0.499891 10 0 1 1.91562e-11
16 1.158382 0.0177463 0.00101827 0.002270 0.637655 14 0 1 6.38538e-12
17 1.478254 0.0199679 0.00222162 -0.003516 0.444904 10 0 1 2.12846e-12
18 1.536744 0.0203456 0.000377708 0.000288 0.166647 6 0 0.294 7.09487e-13
19 1.719209 0.0214773 0.00113164 0.002882 0.588708 10 0 1 7.09487e-13
20 1.757318 0.0217054 0.00022818 -0.000016 0.034131 7 0 0.0943 2.36496e-13
21 0.182717 0.0226847 0.000979262 0.002311 2.345204 53 3 1 1.51357e-11
22 0.319017 0.0249634 0.00227871 -0.003615 0.628375 10 0 1 5.04524e-12
23 0.331829 0.0251288 0.000165382 0.001009 0.071105 11 2 0.108 1.3454e-11
24 1.087542 0.032549 0.00742023 0.015853 0.010965 12 13 1 0.92455
25 1.876549 0.0374862 0.00493722 0.059147 0.030715 8 0 1 0.308183
26 2.623536 0.0414677 0.00398149 0.318262 0.330921 12 1 1 0.215894
27 3.387957 0.0449087 0.00344093 0.167500 0.162576 10 0 1 0.214318
28 4.147945 0.0480434 0.00313477 0.209592 0.208246 13 0 1 0.170999
========== Varying R36 net downward from -0.2516 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.725653 0.014931 0.014931 -0.012087 0.030059 17 2 1 3.35156e-07
2 1.480748 0.0215842 0.00665319 -0.007617 0.005579 12 0 1 1.11719e-07
3 2.237983 0.0268201 0.00523587 -0.006791 0.004265 13 0 1 3.72396e-08
4 2.401952 0.0278477 0.00102758 -0.000302 0.000284 8 0 0.227 1.24132e-08
5 3.159258 0.0322613 0.00441366 -0.006613 0.004374 4 0 1 1.24132e-08
6 3.221262 0.0326038 0.000342429 0.000029 0.000123 8 0 0.0851 4.13773e-09
7 3.297459 0.0330208 0.000416998 -0.000086 0.002715 10 0 0.108 4.13773e-09
8 3.336575 0.0332334 0.000212622 -0.000018 0.000016 11 0 0.0536 4.13773e-09
9 3.399513 0.0335736 0.000340177 -0.000047 0.000034 9 0 0.0861 4.13773e-09
10 4.154830 0.0375006 0.00392707 -0.006963 0.006012 18 0 1 4.13773e-09
========== Varying R36 exch upward from 1820 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.004222 194672 194672 0.271855 0.359447 13 1 1 8.3789e-08
2 -0.004232 409567 214895 0.000011 0.000000 1 0 1 2.79297e-08
3 -0.004236 781772 372205 0.000004 0.000000 0 0 1 9.30989e-09
4 -0.004239 1.42645e+06 644676 0.000002 0.000000 0 0 1 3.1033e-09
5 -0.004239 2.54306e+06 1.11661e+06 0.000001 0.000000 0 0 1 1.03443e-09
6 -0.004240 4.47709e+06 1.93403e+06 0.000000 0.000000 0 0 1 3.44811e-10
7 -0.004241 7.82691e+06 3.34983e+06 -0.000001 0.000000 0 0 1 1.14937e-10
8 -0.004241 9.99818e+06 2.17127e+06 0.000001 0.000000 0 0 0.374 3.83123e-11
9 0.805712 9.99818e+06 0.0148999 0.080876 0.039214 12 0 1 3.83123e-11
10 0.883891 9.99818e+06 0.000684535 -0.000495 0.154622 11 0 0.304 1.9461e-11
11 1.027766 9.99818e+06 0.00118165 0.002931 0.627348 12 0 1 1.9461e-11
12 1.322710 9.99818e+06 0.0021764 0.000017 0.473365 12 0 1 6.48699e-12
13 1.449137 9.99818e+06 0.000853669 0.004822 0.646687 9 0 1 2.16233e-12
14 1.803116 9.99818e+06 0.0021999 -0.003349 0.410964 12 0 1 7.20777e-13
15 0.429724 9.99818e+06 0.00445532 0.233770 2.375446 34 2 1 1.92207e-12
16 1.184622 9.99818e+06 0.00682654 0.011825 0.009660 13 14 1 0.993276
17 1.951038 9.99818e+06 0.00476914 0.048757 0.043117 9 0 1 0.331092
18 2.718295 9.99818e+06 0.00388854 0.185562 0.178099 12 1 1 0.220728
19 3.078279 9.99818e+06 0.00163521 0.011621 0.418027 14 0 1 0.18615
20 3.525624 9.99818e+06 0.00193609 0.223576 0.541215 13 0 1 0.06205
21 4.188235 9.99818e+06 0.00271417 0.692770 0.791715 15 0 1 0.0572326
========== Varying R36 exch downward from 1820 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.013514 1608.16 1608.16 0.013945 0.002955 9 6 1 0.0013728
2 0.121430 1790.13 181.978 0.103433 0.010627 15 3 1 0.0292864
3 0.197502 1801.3 11.1717 0.029721 0.001170 10 4 1 4.99821
4 0.520241 1812.64 11.3382 0.245689 0.047925 10 0 1 1.66607
5 0.805623 1815.14 2.49864 0.111862 0.013278 13 2 1 4.44285
6 1.553038 1817.35 2.20652 0.500056 0.149328 8 0 1 1.48095
7 2.474884 1818.24 0.893007 0.461350 0.134717 7 0 1 1.04422
8 3.330180 1818.64 0.399364 0.279204 0.094648 9 0 1 1.02799
9 4.074176 1818.9 0.263495 0.245776 0.192657 8 0 1 0.87742
========== Varying R38 net upward from -0.06817 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.094581 0.00157027 0.00157027 0.061080 0.734703 11 0 1 4.18945e-08
2 0.383653 0.00309655 0.00152628 0.094421 0.573605 12 0 1 1.69546e-08
3 0.574191 0.0037574 0.000660844 0.001809 0.152999 10 0 0.445 9.67817e-09
4 0.640027 0.00395686 0.000199467 0.688594 0.727505 17 0 0.137 9.67817e-09
5 1.243644 0.00541756 0.0014607 0.114057 0.278707 20 0 1 9.67817e-09
6 1.795759 0.00652647 0.00110891 -0.003334 0.042696 4 0 0.779 6.31352e-09
7 1.851545 0.00663819 0.000111715 0.060743 0.065598 15 0 0.0791 6.31352e-09
8 2.564165 0.00807054 0.00143236 -0.005607 0.050065 11 0 1 6.31352e-09
9 3.240583 0.00943741 0.00136687 -0.003751 0.088121 19 0 1 2.10451e-09
10 3.288034 0.00953358 9.61676e-05 0.047782 0.049429 16 0 0.064 7.01503e-10
11 4.008610 0.0109985 0.00146491 -0.005960 0.041757 6 0 1 7.01503e-10
========== Varying R38 net downward from -0.06817 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.632313 0.00448672 0.00448672 -0.072783 0.062732 19 2 1 3.35156e-07
2 1.344780 0.00683738 0.00235066 -0.038840 0.016985 10 0 1 1.11719e-07
3 2.061897 0.00883589 0.00199851 -0.035597 0.015578 18 0 1 3.72396e-08
4 2.777772 0.0107164 0.00188052 -0.036140 0.016276 10 0 1 1.24132e-08
5 3.490240 0.0125865 0.00187007 -0.038337 0.017487 12 0 1 4.13773e-09
6 3.949841 0.0138292 0.00124269 -0.023272 0.285418 8 0 1 1.37924e-09
========== Varying R38 exch upward from 0.0437 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.002897 0.00109987 0.00109987 0.009482 0.279208 14 0 0.418 4.18945e-08
2 0.000393 0.00562319 0.00452332 0.036242 0.801228 6 0 1 4.18945e-08
3 0.742349 0.0113703 0.00574713 0.039922 0.066242 6 1 1 2.79297e-08
4 1.218193 0.0130612 0.00169087 -0.055602 0.236846 9 0 1 9.30989e-09
5 1.503734 0.0139294 0.000868246 -0.001075 0.481675 7 0 1 3.1033e-09
6 2.264554 0.0159337 0.00200426 -0.003806 0.003666 4 4 1 5.29629e-07
7 3.026255 0.017658 0.00172431 -0.003935 0.002656 12 2 1 1.41234e-06
8 3.413760 0.0184628 0.000804826 -0.001314 0.379467 10 0 1 4.70782e-07
9 3.159128 0.019941 0.00147815 -0.003852 1.019072 22 2 1 1.25542e-06
10 3.482346 0.0210101 0.00106917 -0.002011 0.443047 5 0 1 4.18473e-07
11 4.168238 0.0229517 0.00194156 -0.005103 0.077220 4 4 1 7.14193e-05
========== Varying R38 exch downward from 0.0437 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.198007 0.00236163 0.00236163 -0.014481 0.555434 10 2 1 3.35156e-07
2 0.622890 0.00412214 0.00176051 0.058840 0.402111 12 0 1 1.11719e-07
3 0.625047 0.0041677 4.55572e-05 -0.001099 0.062576 20 0 0.0866 4.37884e-08
4 1.348587 0.0060763 0.00190861 -0.019196 0.025548 9 0 1 4.37884e-08
5 1.575096 0.00656757 0.000491269 -0.000667 0.541109 6 0 1 1.45961e-08
6 1.662822 0.00675745 0.000189874 -0.000167 0.028886 5 0 0.158 4.86538e-09
7 1.910849 0.00728933 0.00053188 -0.001240 0.080884 6 0 0.441 4.86538e-09
8 2.645618 0.00879971 0.00151038 -0.009433 0.023668 5 0 1 4.86538e-09
9 2.927659 0.00934858 0.00054887 -0.001048 0.002222 2 0 0.386 1.62179e-09
10 3.678076 0.0107278 0.00137918 -0.005770 0.012105 4 0 1 1.62179e-09
11 3.770768 0.0108902 0.000162428 -0.000033 0.000164 1 0 0.127 5.40597e-10
12 4.532824 0.0121678 0.00127757 0.001233 0.007452 2 0 1 5.40597e-10
========== Varying R40 net upward from 0.5293 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.007232 0.00336737 0.00336737 -0.006366 0.754687 11 0 1 4.18945e-08
2 0.034772 0.00626481 0.00289744 -0.004651 0.736036 8 0 1 1.39648e-08
3 0.077977 0.0091176 0.00285279 -0.004534 0.720542 8 0 1 4.65494e-09
4 0.136562 0.0119522 0.00283464 -0.004442 0.705262 16 0 1 1.55165e-09
5 0.222855 0.0152008 0.00324861 -0.003856 0.678143 8 0 1 5.17216e-10
6 0.313580 0.0180045 0.00280362 -0.004260 0.673306 8 0 1 1.72405e-10
7 0.418708 0.0207948 0.00279038 -0.004179 0.658984 8 0 1 5.74685e-11
8 0.533466 0.0234738 0.00267899 -0.004485 0.649049 10 0 1 1.91562e-11
9 0.590270 0.0246956 0.0012218 -0.002876 0.434455 8 0 0.644 6.38538e-12
10 0.728837 0.0274555 0.00275989 -0.003996 0.625729 8 0 1 6.38538e-12
11 0.742191 0.0277076 0.000252076 -0.000033 0.056867 6 0 0.0917 2.12846e-12
12 0.847282 0.0296182 0.00191062 -0.001897 0.426869 7 0 0.696 2.12846e-12
13 1.037510 0.0328047 0.00318646 -0.003233 0.574831 7 0 1 2.12846e-12
14 1.057727 0.0331261 0.000321399 -0.000053 0.070072 6 0 0.118 7.09487e-13
15 1.247549 0.0360097 0.00288359 -0.002913 0.575556 9 0 1 7.09487e-13
16 1.268215 0.0363105 0.000300799 -0.000046 0.064257 5 0 0.111 2.36496e-13
17 1.357779 0.0375873 0.00127687 -0.000825 0.270907 8 0 0.471 2.36496e-13
18 1.541156 0.0400869 0.00249955 -0.000905 0.183379 9 0 0.486 2.36496e-13
19 2.306626 0.0492101 0.00912321 -0.002374 0.000448 9 0 1 2.36496e-13
20 2.437355 0.0506135 0.00140337 -0.000059 0.000014 6 0 0.181 7.88319e-14
21 2.882458 0.0551412 0.00452773 -0.003058 0.320132 6 0 1 7.88319e-14
22 3.130513 0.0575205 0.0023793 -0.005194 0.515043 7 0 1 2.62773e-14
23 3.235615 0.0585016 0.000981056 -0.000455 0.180594 2 0 0.373 8.7591e-15
24 3.077549 0.0596308 0.00112928 0.060804 0.294743 3 0 0.101 8.7591e-15
25 3.371743 0.062242 0.00261111 -0.003206 0.470891 2 0 1 8.7591e-15
26 3.676381 0.0648441 0.0026021 -0.003157 0.460497 2 0 1 2.9197e-15
27 3.999577 0.0675047 0.00266061 -0.002142 0.442953 2 0 1 9.73233e-16
========== Varying R40 net downward from 0.5293 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.695220 0.0475034 0.0475034 -0.067545 0.005525 12 0 1 4.18945e-08
2 1.263205 0.0920192 0.0445158 -0.049480 0.150827 13 0 1 1.39648e-08
3 1.818369 0.142836 0.0508171 -0.057478 0.155649 10 0 1 4.65494e-09
4 2.210697 0.185094 0.042258 -0.035670 0.116489 11 0 0.713 1.55165e-09
5 2.618153 0.237687 0.0525924 -0.050508 0.136005 13 0 0.777 1.55165e-09
6 2.947903 0.291307 0.0536201 -0.047921 0.129767 15 0 0.666 1.55165e-09
7 3.343044 0.388655 0.0973478 -0.143236 0.229914 11 0 1 1.55165e-09
8 3.498909 0.499123 0.110469 -0.165461 0.253938 9 0 0.759 5.17216e-10
9 3.469726 0.555175 0.0560518 -0.036379 0.188359 14 0 0.275 5.17216e-10
10 3.469971 0.556947 0.00177203 -0.000271 0.530935 7 0 0.693 5.17216e-10
11 3.472099 0.55797 0.00102262 0.000184 0.313370 6 0 0.412 5.17216e-10
12 3.474228 0.558625 0.000655566 -0.000036 0.195250 7 0 0.258 5.17216e-10
13 3.479632 0.559816 0.00119111 0.000251 0.363700 6 0 0.481 5.17216e-10
14 3.497706 0.562349 0.00253236 -0.000537 0.749680 10 0 1 5.17216e-10
15 3.501470 0.562758 0.000409306 0.000031 0.123976 6 0 0.167 1.72405e-10
16 3.529774 0.565274 0.00251628 -0.000522 0.739465 9 0 1 1.72405e-10
17 3.539642 0.566004 0.000729437 0.000096 0.219535 6 0 0.299 5.74685e-11
18 3.579132 0.568503 0.00249904 -0.000506 0.728296 9 0 1 5.74685e-11
19 3.625733 0.570921 0.00241824 0.001072 0.722762 8 0 1 1.91562e-11
20 3.681977 0.573395 0.00247372 -0.000481 0.711567 10 0 1 6.38538e-12
21 3.715542 0.574715 0.00132024 0.000323 0.390094 6 0 0.552 2.12846e-12
22 3.756368 0.576204 0.0014885 -0.000170 0.424055 9 0 0.606 2.12846e-12
23 3.828057 0.57858 0.00237631 0.001061 0.697664 8 0 1 2.12846e-12
24 3.910101 0.581016 0.00243617 0.000684 0.686931 10 1 1 1.41897e-12
========== Varying R40 exch upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.146926 0.0399858 0.0399858 0.656434 1.277757 33 4 1 2.145e-05
2 0.024425 0.113649 0.0736629 0.448898 0.637818 11 5 0.908 0.119133
3 0.055775 0.122771 0.00912249 0.043980 0.511974 5 3 1 7.62451
4 0.145030 0.135502 0.0127308 0.430908 0.790505 12 1 1 5.08301
5 0.280042 0.150821 0.0153188 0.310066 0.575741 12 1 1 6.53014
6 0.423767 0.165856 0.0150355 0.022239 0.129504 10 2 1 17.4137
7 0.649085 0.188827 0.0229703 0.280042 0.444101 11 0 1 5.80457
8 0.958623 0.220723 0.0318966 0.372215 0.485696 10 1 1 3.86971
9 1.383452 0.26663 0.0459064 0.435439 0.458789 8 1 1 2.57981
10 1.893233 0.326385 0.0597554 0.270549 0.302989 9 0 1 1.69575
11 2.519059 0.408635 0.0822497 0.196238 0.248096 9 0 1 0.565252
12 3.173756 0.507846 0.0992107 0.056584 0.120468 9 0 1 0.349824
13 3.845709 0.627485 0.11964 -0.003824 0.077323 9 0 1 0.116608
========== Varying R40 exch downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R42 net upward from -0.1835 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.003856 0.000167246 0.000167246 0.000084 0.166978 10 0 0.213 4.18945e-08
2 0.000665 0.000839154 0.000671908 0.001200 0.764940 9 0 1 4.18945e-08
3 0.010738 0.00149272 0.000653561 0.001122 0.759330 9 0 1 1.39648e-08
4 0.026207 0.00213762 0.0006449 0.001097 0.753916 9 0 1 4.65494e-09
5 0.047013 0.00277715 0.000639534 0.001089 0.748574 9 0 1 1.55165e-09
6 0.073111 0.00341243 0.000635285 0.001088 0.743282 9 0 1 5.17216e-10
7 0.082354 0.00361038 0.000197943 0.000107 0.231442 7 0 0.313 1.72405e-10
8 0.115329 0.00424067 0.00063029 0.001089 0.736406 9 0 1 1.72405e-10
9 0.160445 0.00497293 0.000732263 0.001316 0.724491 7 0 1 5.74685e-11
10 0.182725 0.00529648 0.000323552 0.000294 0.377095 8 0 0.52 1.91562e-11
11 0.190169 0.00540015 0.000103663 0.000027 0.102376 3 0 0.143 1.91562e-11
12 0.237799 0.00602012 0.000619972 0.001093 0.721754 9 0 1 1.91562e-11
13 0.299599 0.00673763 0.000717513 0.001334 0.707827 8 0 1 6.38538e-12
14 0.331954 0.00708339 0.000345759 0.000350 0.401445 9 0 0.565 2.12846e-12
15 0.403567 0.00779227 0.000708882 0.001351 0.698029 8 0 1 2.12846e-12
16 0.410590 0.0078582 6.59277e-05 0.000013 0.076382 6 0 0.109 7.09487e-13
17 0.478086 0.00846434 0.000606145 0.001097 0.701893 9 0 1 7.09487e-13
18 0.485358 0.00852702 6.26774e-05 0.000012 0.061553 3 0 0.0898 2.36496e-13
19 0.558203 0.00912946 0.000602435 0.001098 0.696545 9 0 1 2.36496e-13
20 0.635846 0.00972857 0.000599115 0.001099 0.691747 10 0 1 7.88319e-14
21 0.731425 0.0104164 0.000687813 0.001358 0.674071 8 0 1 2.62773e-14
22 0.782558 0.0107657 0.000349307 0.001020 0.401872 12 0 0.589 8.7591e-15
23 0.821280 0.0108 3.43515e-05 0.000003 0.000000 0 0 0.0505 8.7591e-15
24 0.892758 0.0114795 0.000679419 0.001364 0.698178 7 0 1 8.7591e-15
25 0.988935 0.0120658 0.000586314 0.001101 0.673216 10 0 1 2.9197e-15
26 1.038907 0.0123587 0.000292916 0.000277 0.335921 8 0 0.502 9.73233e-16
27 1.157607 0.0130263 0.000667564 0.001373 0.650964 8 0 1 9.73233e-16
28 1.265826 0.0136043 0.000578029 0.001103 0.661176 14 0 1 3.24411e-16
29 1.378510 0.0141792 0.000574962 0.001105 0.656712 10 0 1 1.08137e-16
30 1.392138 0.0142471 6.78399e-05 0.000015 0.065893 5 0 0.104 3.60457e-17
31 1.565274 0.0150802 0.000833085 0.001822 0.596978 13 0 1 3.60457e-17
32 1.689287 0.0156474 0.00056719 0.001104 0.645383 10 0 1 1.20152e-17
33 1.817620 0.0162116 0.000564223 0.001105 0.641064 12 0 1 4.00508e-18
34 0.104210 0.0168575 0.00064594 0.000242 1.951151 37 0 0.311 1.33503e-18
35 0.170000 0.0177111 0.000853587 0.372521 1.075023 20 0 1 1.33503e-18
36 0.338517 0.0185859 0.000874777 0.542176 1.141950 20 0 1 1.33499e-18
37 0.430972 0.0194724 0.00088647 0.568289 1.244126 20 0 1 1.42793e-18
38 0.493117 0.0200116 0.000539214 0.101029 0.492601 20 11 0.591 1.70211e-09
39 0.499502 0.0200648 5.32221e-05 0.000090 0.038184 11 0 0.058 1.70211e-09
40 0.509695 0.0201481 8.33292e-05 0.000253 0.059581 11 1 0.0907 3.40422e-09
41 0.527911 0.0202897 0.000141554 0.001223 0.101065 11 0 0.154 3.40422e-09
42 1.291439 0.0250308 0.00474113 0.034113 0.028849 10 10 1 0.456907
43 1.560079 0.0263156 0.00128479 0.009776 0.508119 14 0 1 0.152302
44 2.324818 0.0294479 0.00313228 0.026353 0.023415 13 2 1 0.406139
45 2.669351 0.0306882 0.00124029 0.024458 0.446325 11 0 1 0.13538
46 3.101626 0.0321438 0.00145565 0.557504 0.890272 15 0 1 0.0451266
47 3.859085 0.0345025 0.00235867 0.024542 0.028645 12 2 1 0.392361
========== Varying R42 net downward from -0.1835 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.000350 0.000747763 0.000747763 -0.007983 0.760643 15 0 1 4.18945e-08
2 0.012136 0.00159104 0.000843276 -0.007396 0.748409 16 0 1 1.39648e-08
3 0.299599 0.00695174 0.0053607 0.001092 0.004415 15 0 0.563 4.65494e-09
4 1.058726 0.0131539 0.00620216 -0.004233 0.004936 1 0 1 4.65494e-09
5 1.821380 0.0173872 0.00423326 -0.003359 0.002279 1 0 1 1.55165e-09
6 2.584483 0.0208485 0.00346135 -0.003184 0.002005 1 0 1 5.17216e-10
7 3.348187 0.0238714 0.0030229 -0.002982 0.001606 6 0 1 1.72405e-10
8 4.112693 0.0266 0.00272861 -0.002713 0.001071 1 0 1 5.74685e-11
========== Varying R42 exch upward from 0.2742 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.003840 0.000658045 0.000658045 0.001945 0.083812 2 0 0.114 4.18945e-08
2 0.029957 0.00637281 0.00571477 0.001784 0.743620 8 3 1 2.68125e-06
3 0.070520 0.00996593 0.00359312 0.000715 0.583870 11 0 0.815 8.93749e-07
4 0.171494 0.0154528 0.00548683 -0.010328 0.656990 9 0 1 8.93749e-07
5 0.306898 0.0207432 0.00529049 -0.009621 0.623267 9 0 1 2.97916e-07
6 0.325420 0.0213729 0.000629661 0.000018 0.113739 8 0 0.174 9.93055e-08
7 0.441873 0.0250017 0.00362875 0.000525 0.652349 11 0 1 9.93055e-08
8 0.572355 0.028575 0.00357331 0.000439 0.638245 10 0 1 3.31018e-08
9 0.717926 0.0321457 0.00357076 0.000356 0.623075 10 0 1 1.10339e-08
10 0.749381 0.0328727 0.000726995 0.000013 0.123026 7 0 0.203 3.67798e-09
11 0.812463 0.0342905 0.00141779 0.000045 0.238349 8 0 0.395 3.67798e-09
12 0.885297 0.0358674 0.00157693 0.000048 0.261610 8 0 0.438 3.67798e-09
13 0.943369 0.0361432 0.000275748 0.000001 0.000000 0 0 0.0763 3.67798e-09
14 0.970173 0.0376339 0.00149066 0.000036 0.288271 8 0 0.412 3.67798e-09
15 1.050695 0.0392473 0.00161343 0.000034 0.259269 8 0 0.445 3.67798e-09
16 1.246303 0.0401812 0.000933926 0.000009 0.000000 0 0 0.256 3.67798e-09
17 1.293932 0.0438174 0.00363624 0.000083 0.720746 10 0 1 3.67798e-09
18 1.399930 0.0443292 0.00051173 0.000001 0.000000 0 0 0.139 1.22599e-09
19 1.535870 0.0480052 0.00367604 -0.000019 0.632333 10 0 1 1.22599e-09
20 1.588911 0.0482641 0.000258902 -0.000000 0.000000 0 0 0.0697 4.08665e-10
21 1.781644 0.0519792 0.00371504 -0.000119 0.575439 11 0 1 4.08665e-10
22 2.027760 0.055733 0.00375386 -0.000214 0.521962 10 0 1 1.36222e-10
23 2.138348 0.0562838 0.000550805 -0.000006 0.000000 0 0 0.145 4.54072e-11
24 2.328827 0.0600769 0.00379312 -0.000326 0.577490 15 0 1 4.54072e-11
25 2.763491 0.0659644 0.00588744 -0.002976 0.330652 13 0 1 1.51357e-11
26 3.520405 0.0754065 0.00944209 -0.009983 0.001396 9 0 1 5.04524e-12
27 4.278126 0.084112 0.00870557 -0.009160 0.001411 6 0 1 1.68175e-12
========== Varying R42 exch downward from 0.2742 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.417152 0.0227396 0.0227396 -0.014783 0.332701 13 5 1 0.0001716
2 0.129280 0.0408322 0.0180926 -0.041611 1.014454 39 0 1 5.72e-05
3 0.123543 0.14165 0.100817 -0.014239 0.163972 19 6 1 0.624776
4 0.050210 0.215537 0.0738879 0.027367 0.109324 12 2 1 1.66607
5 0.025530 0.274225 0.0586877 0.067456 0.056944 15 0 0.423 0.555357
========== Varying R44 upward from 0.5975 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.758219 0.0306001 0.0306001 0.002806 0.012537 7 1 1 8.3789e-08
2 1.366562 0.0412001 0.0106 -0.003826 0.156123 3 0 1 2.79297e-08
3 2.132213 0.0516364 0.0104363 -0.001891 0.000749 3 0 1 9.30989e-09
4 2.792724 0.0592476 0.00761118 -0.002445 0.105336 3 0 1 3.1033e-09
5 3.047181 0.0619457 0.00269811 -0.000163 0.000083 3 0 0.345 1.03443e-09
6 3.192422 0.0634372 0.00149157 -0.000054 0.020037 2 0 0.223 1.03443e-09
7 3.871660 0.0700177 0.00658048 -0.001871 0.087183 2 0 1 1.03443e-09
========== Varying R44 downward from 0.5975 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.003508 0.048806 0.048806 -0.067514 0.704285 9 0 1 4.18945e-08
2 -0.002738 0.0985189 0.0497129 -0.071201 0.696321 11 0 1 1.39648e-08
3 -0.001717 0.149437 0.0509179 -0.076025 0.691246 14 0 1 4.65494e-09
4 -0.000290 0.201944 0.0525072 -0.082709 0.684156 23 0 1 1.55165e-09
5 0.001817 0.256657 0.0547132 -0.092586 0.673599 41 0 1 5.17216e-10
6 0.080668 0.263019 0.00636145 -0.001334 0.001130 8 0 0.11 1.72405e-10
7 0.223135 0.274773 0.0117547 -0.004254 0.010049 10 0 0.21 1.72405e-10
8 0.008433 0.333378 0.058605 -0.101735 0.881247 14 0 1 1.72405e-10
9 0.019548 0.399611 0.0662327 -0.152255 0.604919 12 7 1 1.5065e-05
10 0.037685 0.438421 0.0388102 0.217115 0.369304 12 8 1 10.5312
11 0.088938 0.469284 0.0308628 0.362947 0.530987 15 1 1 7.0208
12 0.143861 0.494004 0.0247201 0.280699 0.648431 12 0 1 2.34027
13 0.149662 0.509961 0.0159569 0.348838 0.935063 13 1 1 1.56018
14 0.130489 0.524467 0.0145059 0.225961 0.765009 17 1 1 2.59905
15 0.096948 0.541446 0.0169796 0.141046 0.269325 13 2 1 6.93079
16 0.032725 0.56691 0.0254639 0.251956 0.508543 15 0 1 2.31026
17 0.028766 0.585813 0.018903 0.067087 0.046218 13 0 0.393 0.770088
18 0.088776 0.58737 0.00155705 -0.006239 0.700039 12 0 1 0.770088
19 0.152690 0.588262 0.00089131 -0.003540 0.505311 12 0 0.75 0.256696
20 0.924704 0.593239 0.00497724 0.154613 0.140464 15 0 1 0.256696
21 1.661397 0.596141 0.00290186 0.000257 0.031414 13 0 1 0.194129
22 1.921458 0.597059 0.000918291 0.012200 0.519633 12 0 1 0.0647096
23 2.042528 0.597481 0.000421483 0.034125 0.203849 11 0 0.381 0.0215699
========== Varying R46 upward from 0.1836 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.059778 0.00295599 0.00295599 -0.006706 0.701319 10 0 1 4.18945e-08
2 0.092436 0.00364404 0.000688043 -0.003516 0.732106 14 0 1 1.39648e-08
3 0.138934 0.00444595 0.000801911 -0.002982 0.718810 20 0 1 4.65494e-09
4 0.156200 0.0047089 0.000262952 -0.000172 0.148072 17 0 0.217 1.55165e-09
5 0.192259 0.00521622 0.000507314 -0.000621 0.284229 16 0 0.42 1.55165e-09
6 0.405140 0.00756686 0.00235065 0.075908 0.628914 35 6 1 5.08444e-05
7 0.558043 0.00889054 0.00132367 -0.001002 0.442644 27 0 0.781 2.39578e-05
8 0.648243 0.00958382 0.00069328 -0.000473 0.126444 10 0 0.292 2.39578e-05
9 1.005646 0.011988 0.00240423 -0.009698 0.399527 10 0 1 2.39578e-05
10 1.285471 0.0135859 0.00159784 -0.004086 0.483415 12 0 1 7.98594e-06
11 1.528824 0.0148457 0.00125978 -0.003147 0.521428 14 0 1 2.66198e-06
12 1.751876 0.0159193 0.0010736 -0.002448 0.542648 14 0 1 8.87326e-07
13 1.861839 0.0164224 0.000503104 -0.000544 0.300260 9 0 0.536 2.95775e-07
14 2.073092 0.0173586 0.000936207 -0.001876 0.555092 13 0 1 2.95775e-07
15 2.272545 0.0182002 0.000841647 -0.001545 0.567258 13 0 1 9.85918e-08
16 2.468358 0.0189927 0.000792512 -0.001403 0.571061 8 0 1 3.28639e-08
17 2.665878 0.0197652 0.0007725 -0.001345 0.569422 10 0 1 1.09546e-08
18 2.868651 0.0205303 0.000765065 -0.001317 0.564200 11 0 1 3.65155e-09
19 3.077463 0.0212926 0.000762331 -0.001298 0.558181 8 0 1 1.21718e-09
20 3.292632 0.0220538 0.000761134 -0.001283 0.551839 8 0 1 4.05728e-10
21 3.342253 0.0222263 0.000172496 -0.000065 0.124108 8 0 0.227 1.35243e-10
22 3.536886 0.0228998 0.000673502 -0.002444 0.571215 13 0 1 1.35243e-10
23 3.733431 0.0235731 0.000673323 -0.002436 0.569310 11 0 1 4.50808e-11
24 3.931990 0.0242465 0.000673364 -0.002425 0.567308 11 0 1 1.50269e-11
========== Varying R46 downward from 0.1836 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.002485 0.000347115 0.000347115 -0.000977 0.358138 13 0 0.465 4.18945e-08
2 0.005219 0.00109093 0.000743819 -0.004633 0.755954 8 0 1 4.18945e-08
3 0.021334 0.00182962 0.000738682 -0.004577 0.747599 4 0 1 1.39648e-08
4 0.045376 0.00256324 0.000733624 -0.004523 0.739727 11 0 1 4.65494e-09
5 0.077297 0.00329184 0.0007286 -0.004468 0.731904 11 0 1 1.55165e-09
6 0.117089 0.0040155 0.000723657 -0.004414 0.724085 8 0 1 5.17216e-10
7 0.132174 0.00425734 0.000241838 -0.000496 0.242652 9 0 0.336 1.72405e-10
8 0.134621 0.00429527 3.79338e-05 -0.000012 0.038120 5 0 0.0529 1.72405e-10
9 0.185066 0.00501214 0.000716869 -0.004340 0.713506 7 0 1 1.72405e-10
10 0.202431 0.00523579 0.000223648 -0.000425 0.223259 6 0 0.314 5.74685e-11
11 0.262770 0.00594635 0.000710565 -0.004273 0.703680 9 0 1 5.74685e-11
12 0.266310 0.00598534 3.89888e-05 -0.000013 0.038824 4 0 0.0552 1.91562e-11
13 0.334480 0.00669091 0.000705575 -0.004219 0.695902 9 0 1 1.91562e-11
14 0.389998 0.00721326 0.00052235 -0.002317 0.514491 8 0 0.745 6.38538e-12
15 0.470895 0.00791072 0.000697455 -0.004132 0.683262 9 0 1 6.38538e-12
16 0.559078 0.00860364 0.000692917 -0.004076 0.676034 10 0 1 2.12846e-12
17 0.575821 0.00872899 0.00012535 -0.000132 0.122834 7 0 0.182 7.09487e-13
18 0.672226 0.00941654 0.00068755 -0.004022 0.667865 9 0 1 7.09487e-13
19 0.775614 0.0100996 0.000683085 -0.003972 0.660931 9 0 1 2.36496e-13
20 0.885892 0.0107783 0.00067866 -0.003927 0.654087 9 0 1 7.88319e-14
21 1.002973 0.0114526 0.000674283 -0.003882 0.647329 10 0 1 2.62773e-14
22 1.126769 0.0121225 0.000669974 -0.003830 0.640665 10 0 1 8.7591e-15
23 1.257201 0.0127882 0.00066568 -0.003795 0.634065 10 0 1 2.9197e-15
24 1.279540 0.0128992 0.000110956 -0.000106 0.106273 11 0 0.168 9.73233e-16
25 1.417608 0.0135599 0.000660753 -0.003744 0.626479 9 0 1 9.73233e-16
26 1.562074 0.0142165 0.000656582 -0.003701 0.620126 11 0 1 3.24411e-16
27 0.051526 0.0147401 0.000523545 0.244662 1.990162 38 4 0.307 5.53662e-14
28 0.073790 0.0153547 0.000614607 0.030936 0.584303 16 0 0.75 5.53662e-14
29 0.104535 0.0160144 0.000659732 0.049405 0.630088 17 0 0.796 5.53662e-14
30 0.153588 0.0168464 0.000831962 0.139714 0.858953 20 0 1 5.53662e-14
31 0.214711 0.0176843 0.00083794 0.165282 0.872451 17 0 1 4.11026e-14
32 0.288786 0.0185345 0.000850219 0.214028 0.908244 17 0 1 3.3501e-14
33 0.294053 0.0185859 5.13635e-05 0.000046 0.040172 9 0 0.0592 3.05914e-14
34 0.380947 0.0194395 0.000853621 0.258444 0.939843 20 0 1 3.05914e-14
35 0.484074 0.0203199 0.000880385 0.340714 1.005878 18 0 1 2.95196e-14
36 0.603199 0.0212213 0.00090141 0.441347 1.090514 18 0 1 2.94769e-14
37 0.738375 0.0221344 0.00091311 0.512619 1.145735 17 0 1 2.95743e-14
38 0.893673 0.0230827 0.000948321 0.696948 1.309942 18 0 1 3.06805e-14
39 0.907680 0.0231609 7.82059e-05 0.000155 0.048097 10 6 0.0808 1.54813e-09
40 1.069178 0.0240549 0.000893956 0.290283 0.896941 17 8 1 0.00324667
41 1.231488 0.0248825 0.000827576 0.222381 0.764098 17 0 0.917 0.0031991
42 1.428127 0.0258144 0.000931983 0.384967 0.956464 16 0 1 0.0031991
43 1.642798 0.0267596 0.0009452 0.425354 0.978810 14 0 1 0.0031991
44 1.879206 0.0277323 0.000972606 0.475207 1.006912 14 0 1 0.003203
45 2.144920 0.0287562 0.00102397 0.514358 1.016738 16 0 1 0.00324542
46 2.434674 0.0298069 0.00105063 0.495659 0.973987 15 0 1 0.00337124
47 2.752678 0.0308973 0.00109042 0.430455 0.880523 26 0 1 0.00345324
48 3.098012 0.0320236 0.00112636 0.331941 0.754683 9 0 1 0.0034592
49 3.468667 0.0331811 0.00115751 0.212616 0.610052 12 0 1 0.00345041
50 3.862219 0.0343657 0.0011846 0.129103 0.503674 14 0 1 0.00314215
========== Varying R47 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.762354 0.00052126 0.00052126 -0.001539 0.004399 9 0 1 4.18945e-08
2 1.527633 0.00104586 0.000524601 -0.001496 0.001516 7 0 1 1.39648e-08
3 2.292725 0.00157329 0.000527428 -0.001267 0.001933 19 0 1 4.65494e-09
4 3.057629 0.00210327 0.000529976 -0.001517 0.001870 9 0 1 1.55165e-09
5 3.823088 0.00263595 0.000532683 -0.001529 0.001304 8 0 1 5.17216e-10
6 4.588571 0.00317139 0.000535437 -0.001538 0.001271 8 0 1 1.72405e-10
========== Varying R47 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R48 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.760621 0.000521259 0.000521259 -0.001539 0.006129 18 0 1 4.18945e-08
2 1.526098 0.00104578 0.000524517 -0.001501 0.001315 9 0 1 1.39648e-08
3 2.076464 0.00142453 0.000378752 0.007196 0.009503 13 0 0.72 4.65494e-09
4 2.841502 0.00195342 0.000528889 0.001989 0.005242 13 0 1 4.65494e-09
5 3.130191 0.00215371 0.000200298 -0.000130 0.000529 8 0 0.377 1.55165e-09
6 3.452651 0.00237788 0.00022417 -0.000204 0.000567 9 0 0.421 1.55165e-09
7 3.763811 0.00259466 0.000216772 -0.000188 0.000537 10 0 0.406 1.55165e-09
8 4.070181 0.00280854 0.000213878 -0.000181 0.000528 9 0 0.4 1.55165e-09
========== Varying R48 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R49 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.760352 0.000527786 0.000527786 -0.002982 0.004955 12 0 1 4.18945e-08
2 1.494371 0.00103934 0.00051155 -0.002349 0.031923 3 0 1 1.39648e-08
3 2.230800 0.00155723 0.000517897 -0.002186 0.029676 10 0 1 4.65494e-09
4 2.969076 0.00208101 0.000523776 -0.002472 0.027545 11 0 1 1.55165e-09
5 3.733058 0.00262774 0.000546735 -0.003051 0.001259 9 0 1 5.17216e-10
6 4.497043 0.00317948 0.000551734 -0.003066 0.001241 10 0 1 1.72405e-10
========== Varying R49 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R50 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.755277 0.00118612 0.00118612 -0.006125 0.006889 10 0 1 4.18945e-08
2 1.514801 0.0023972 0.00121108 -0.006192 0.002576 9 0 1 1.39648e-08
3 2.274301 0.00363359 0.0012364 -0.006256 0.002536 9 0 1 4.65494e-09
4 2.612989 0.00419328 0.000559687 -0.001247 0.000494 8 0 0.443 1.55165e-09
5 3.372474 0.00546739 0.00127411 -0.006349 0.002457 9 0 1 1.55165e-09
6 4.131941 0.00676835 0.00130096 -0.006413 0.002413 9 0 1 5.17216e-10
========== Varying R50 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R51 upward from 1.291 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.000194 0.00423248 0.00423248 -0.003268 0.765160 9 0 1 4.18945e-08
2 0.012359 0.00866371 0.00443123 -0.007748 0.747962 5 0 1 1.39648e-08
3 0.031332 0.0127062 0.00404251 -0.005771 0.743541 5 0 1 4.65494e-09
4 0.059880 0.0170735 0.0043673 -0.007573 0.732168 4 0 1 1.55165e-09
5 0.093511 0.0210865 0.004013 -0.005663 0.728997 5 0 1 5.17216e-10
6 0.137999 0.0254516 0.00436503 -0.001371 0.722426 7 0 1 1.72405e-10
7 0.190443 0.0297797 0.00432814 -0.007350 0.708497 4 0 1 5.74685e-11
8 0.250683 0.0340963 0.00431661 -0.007275 0.700777 5 0 1 1.91562e-11
9 0.265568 0.0350795 0.000983165 -0.000331 0.159984 5 0 0.228 6.38538e-12
10 0.284107 0.0362684 0.00118894 0.001663 0.193526 5 0 0.274 6.38538e-12
11 0.290562 0.0366731 0.000404721 -0.000064 0.065680 5 0 0.0941 6.38538e-12
12 0.363520 0.0409719 0.00429875 -0.007164 0.688170 6 0 1 6.38538e-12
13 0.444260 0.0452598 0.00428793 -0.007085 0.680465 7 0 1 2.12846e-12
14 0.532720 0.049537 0.00427718 -0.007006 0.672825 5 0 1 7.09487e-13
15 0.554467 0.0505314 0.000994398 -0.000335 0.156747 5 0 0.233 2.36496e-13
16 0.652379 0.0547952 0.00426383 -0.006940 0.663440 5 0 1 2.36496e-13
17 0.757865 0.0590486 0.00425343 -0.006873 0.655932 6 0 1 7.88319e-14
18 0.778636 0.0598221 0.000773461 0.168600 0.208263 6 1 0.079 5.25546e-14
19 0.892151 0.0640609 0.00423879 -0.006785 0.647991 6 0 1 5.25546e-14
20 1.013898 0.0682917 0.00423076 -0.006732 0.639814 6 0 1 1.75182e-14
21 1.133308 0.0722043 0.00391259 -0.004540 0.644341 4 0 1 5.8394e-15
22 1.269235 0.0764164 0.00421217 -0.006613 0.625751 5 0 1 1.94647e-15
23 1.339973 0.0785204 0.00210397 -0.001459 0.342641 4 0 0.54 6.48822e-16
24 1.486751 0.082718 0.0041976 -0.006516 0.614997 5 0 1 6.48822e-16
25 1.629211 0.0866007 0.00388268 -0.004921 0.620911 5 0 1 2.16274e-16
26 1.777822 0.0904764 0.00387577 -0.004882 0.614798 4 0 1 7.20914e-17
27 1.932543 0.0943454 0.00386893 -0.004844 0.608727 4 0 1 2.40305e-17
28 2.093334 0.0982075 0.00386217 -0.004806 0.602695 4 0 1 8.01015e-18
29 2.260155 0.102063 0.00385548 -0.004767 0.596704 4 0 1 2.67005e-18
30 2.432966 0.105912 0.00384887 -0.004730 0.590750 4 0 1 8.90017e-19
31 2.525003 0.107907 0.00199499 -0.001269 0.305344 4 0 0.519 2.96672e-19
32 2.706840 0.111746 0.00383897 -0.004675 0.581779 4 0 1 2.96672e-19
33 2.892037 0.115527 0.00378159 -0.002521 0.580575 4 0 1 9.88907e-20
34 2.913280 0.115953 0.000425983 0.013878 0.071023 6 0 0.102 3.29636e-20
35 3.068260 0.119017 0.00306335 -0.002952 0.457096 4 0 0.801 3.29636e-20
36 3.084710 0.119337 0.000320561 0.003140 0.051680 8 0 0.0847 3.29636e-20
37 3.609694 0.129162 0.00982494 -0.002259 0.239418 3 17 1 9.27842e-06
38 3.926834 0.134759 0.00559694 -0.003197 0.446830 6 0 1 3.09281e-06
========== Varying R51 downward from 1.291 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000410 0.00403444 0.00403444 -0.000729 0.767128 11 0 1 4.18945e-08
2 0.010612 0.00803626 0.00400182 -0.000760 0.757309 4 0 1 1.39648e-08
3 0.012948 0.00871168 0.000675422 -0.000022 0.129019 9 0 0.171 4.65494e-09
4 0.031517 0.012649 0.00393732 -0.000763 0.748953 3 0 1 4.65494e-09
5 0.056697 0.0165524 0.00390341 -0.000756 0.742354 2 0 1 1.55165e-09
6 0.088400 0.0204308 0.00387837 -0.000744 0.735843 3 0 1 5.17216e-10
7 0.126542 0.0242873 0.00385648 -0.000731 0.729418 3 0 1 1.72405e-10
8 0.171030 0.028123 0.00383578 -0.000718 0.723086 2 0 1 5.74685e-11
9 0.221780 0.0319387 0.00381564 -0.000705 0.716836 2 0 1 1.91562e-11
10 0.278147 0.0356996 0.00376093 -0.000659 0.711266 3 0 1 6.38538e-12
11 0.313666 0.0378774 0.00217776 -0.000225 0.406831 3 0 0.577 2.12846e-12
12 0.380087 0.0416428 0.00376538 -0.000673 0.701198 2 0 1 2.12846e-12
13 0.452460 0.045389 0.00374625 -0.000660 0.695259 2 0 1 7.09487e-13
14 0.530641 0.0491163 0.00372732 -0.000609 0.689502 2 0 1 2.36496e-13
15 0.614652 0.052825 0.00370867 -0.000628 0.683651 2 0 1 7.88319e-14
16 0.704376 0.0565152 0.00369023 -0.000617 0.677951 3 0 1 2.62773e-14
17 0.782562 0.059543 0.00302779 -0.000416 0.554633 2 0 0.825 8.7591e-15
18 0.882492 0.0632002 0.00365715 -0.000598 0.667764 2 0 1 8.7591e-15
19 0.988018 0.0668512 0.00365107 0.004812 0.667577 2 0 1 2.9197e-15
20 1.086799 0.0673179 0.000466641 -0.000010 0.000000 0 0 0.129 9.73233e-16
21 1.020505 0.0679326 0.000614733 -0.000017 0.196566 2 0 0.17 9.73233e-16
22 1.132983 0.071549 0.0036164 -0.000576 0.655237 2 0 1 9.73233e-16
23 1.250777 0.0751481 0.00359905 -0.000554 0.649944 2 0 1 3.24411e-16
24 1.373830 0.0787299 0.00358187 -0.000554 0.644685 2 0 1 1.08137e-16
25 1.502068 0.0822948 0.00356489 -0.000543 0.639511 2 0 1 3.60457e-17
26 1.470243 0.0828709 0.000576053 0.001131 0.131880 2 0 0.129 1.20152e-17
27 1.579205 0.0857638 0.00289295 -0.000352 0.516931 4 0 0.815 1.20152e-17
28 1.717013 0.0892864 0.00352258 0.024458 0.654941 3 0 1 1.20152e-17
29 1.860249 0.092804 0.00351764 -0.000508 0.624548 2 0 1 4.00508e-18
30 2.008411 0.0963054 0.00350132 -0.000495 0.619635 4 0 1 1.33503e-18
31 2.304914 0.10295 0.00664426 0.001790 0.473579 2 0 1 4.45008e-19
32 2.467051 0.106405 0.003455 -0.000467 0.605687 2 0 1 1.48336e-19
33 2.633874 0.109844 0.00343943 -0.000459 0.601011 2 0 1 4.94454e-20
34 2.805316 0.113268 0.003424 -0.000449 0.596400 3 0 1 1.64818e-20
35 2.981328 0.116677 0.00340874 -0.000438 0.591842 2 0 1 5.49393e-21
36 3.160617 0.120048 0.00337083 -0.000407 0.588595 3 0 1 1.83131e-21
37 3.344316 0.123404 0.00335643 -0.000401 0.584192 3 0 1 6.10437e-22
38 3.532379 0.126746 0.00334218 -0.000389 0.579840 3 0 1 2.03479e-22
39 3.726005 0.130096 0.00334957 -0.000403 0.574263 3 0 1 6.78263e-23
40 3.922659 0.13341 0.00331402 -0.000373 0.571264 3 0 1 2.26088e-23
========== Varying R52 upward from 0.2284 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.003265 0.000829475 0.000829475 -0.000022 0.177286 7 0 0.228 4.18945e-08
2 0.019063 0.00445432 0.00362485 -0.001179 0.744782 10 0 1 4.18945e-08
3 0.045256 0.00649838 0.00204406 -0.000363 0.413100 8 0 0.574 1.39648e-08
4 0.083234 0.00863141 0.00213303 -0.000386 0.424864 8 0 0.604 1.39648e-08
5 0.169299 0.0121266 0.00349518 -0.000999 0.681227 14 0 1 1.39648e-08
6 0.264439 0.0150528 0.00292624 0.000047 0.673199 11 0 1 4.65494e-09
7 0.401718 0.0184518 0.00339899 -0.000883 0.630129 9 0 1 1.55165e-09
8 0.565528 0.021803 0.00335122 -0.000831 0.603651 9 0 1 5.17216e-10
9 0.755055 0.025109 0.00330592 -0.000785 0.577980 9 0 1 1.72405e-10
10 1.529002 0.0354524 0.0103434 0.012163 0.006508 5 0 1 5.74685e-11
11 1.573409 0.0359525 0.000500103 0.000024 0.000009 3 0 0.0637 1.91562e-11
12 1.776586 0.038154 0.00220156 0.000479 0.000271 3 0 0.284 1.91562e-11
13 2.547265 0.0455184 0.00736433 0.005802 0.003415 3 0 1 1.91562e-11
14 3.225175 0.0518146 0.0062962 0.004025 0.094407 3 0 1 6.38538e-12
15 3.693214 0.0559928 0.00417825 0.003552 0.303804 2 0 1 2.12846e-12
16 1.985880 0.0626337 0.00664085 0.010854 2.486480 27 0 1 7.09487e-13
17 2.033060 0.0631085 0.000474848 0.008610 0.009175 10 0 0.0643 2.36496e-13
18 2.802791 0.070189 0.00708052 0.288178 0.280821 13 14 1 0.130015
19 3.184928 0.0733518 0.00316275 0.012850 0.397562 10 0 1 0.127589
20 3.947269 0.0791891 0.00583733 0.013173 0.015779 9 2 1 0.340238
========== Varying R52 downward from 0.2284 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.002243 0.0323779 0.0323779 -0.006112 0.756882 17 0 1 4.18945e-08
2 -0.002235 0.228447 0.196069 -0.000000 0.000000 0 0 0.000822 1.39648e-08
========== Varying R53 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 0.228447 0.228447 0.000000 0.000000 0 0 0.783 4.18945e-08
2 -0.001542 0.229295 0.000848244 0.000612 0.239179 20 0 0.309 4.18945e-08
3 0.062879 0.235923 0.00662807 0.001615 0.704397 19 5 1 0.0001716
4 0.090974 0.237425 0.00150168 0.000015 0.329426 26 0 0.467 5.72e-05
5 0.185783 0.241122 0.00369709 -0.001602 0.669539 5 0 1 5.72e-05
6 0.410037 0.247078 0.0059565 -0.006344 0.536777 9 0 1 1.90667e-05
7 0.679206 0.252286 0.00520744 -0.001790 0.496775 6 0 1 6.35555e-06
8 0.894147 0.255715 0.00342916 -0.000701 0.552109 5 0 1 2.11852e-06
9 1.226412 0.260271 0.0045563 0.001104 0.437048 5 0 1 7.06172e-07
10 1.363773 0.261967 0.00169612 0.000028 0.351577 3 0 0.637 2.35391e-07
11 1.640760 0.265142 0.00317424 -0.000649 0.490599 3 0 1 2.35391e-07
12 2.066190 0.269527 0.00438496 0.002548 0.345401 6 0 1 7.84636e-08
13 2.524423 0.273859 0.00433202 0.003219 0.313275 6 0 1 2.61545e-08
14 0.913185 0.27813 0.00427109 0.003329 2.382859 42 0 1 8.71818e-09
15 1.680405 0.287863 0.00973366 0.014974 0.011914 12 10 1 0.390045
16 2.003947 0.291259 0.00339544 0.005825 0.449468 15 0 1 0.130015
17 2.768552 0.298341 0.00708264 0.014023 0.014476 13 2 1 0.346706
18 3.149088 0.30151 0.00316892 0.018198 0.404457 15 0 1 0.115569
19 3.912367 0.30738 0.00586935 0.015554 0.016851 22 2 1 0.308183
========== Varying R53 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R54 upward from 0.02094 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.055683 0.00267106 0.00267106 -0.026110 0.686482 8 2 1 3.35156e-07
2 0.181290 0.00494464 0.00227357 -0.022245 0.620440 9 0 1 1.11719e-07
3 0.341374 0.00703501 0.00209038 -0.020357 0.587852 15 0 1 3.72396e-08
4 0.985805 0.0133196 0.00628456 -0.114538 0.009322 11 0 1 1.24132e-08
5 1.665895 0.0189512 0.00563163 -0.081995 0.006207 14 0 1 4.13773e-09
6 1.865230 0.0205483 0.00159709 -0.005650 0.000311 18 0 0.289 1.37924e-09
7 2.224648 0.0234176 0.00286933 -0.017921 0.001137 9 0 0.516 1.37924e-09
8 2.921276 0.0290563 0.00563864 -0.065996 0.005668 18 0 1 1.37924e-09
9 3.620086 0.0349762 0.00591995 -0.063542 0.005940 8 0 1 4.59748e-10
10 4.318622 0.0413316 0.00635536 -0.063237 0.006519 6 0 1 1.53249e-10
========== Varying R54 downward from 0.02094 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000650 0.000695669 0.000695669 -0.001102 0.766534 12 0 1 4.18945e-08
2 0.014237 0.0013653 0.000669628 -0.007952 0.746725 7 0 1 1.39648e-08
3 0.036651 0.00200782 0.000642525 -0.007686 0.738182 7 0 1 4.65494e-09
4 0.752920 0.00757037 0.00556254 0.158680 0.205712 9 6 1 5.08444e-05
5 0.908581 0.0081814 0.000611035 -0.006314 0.606241 12 0 1 3.98663e-05
6 1.082105 0.00878443 0.000603033 -0.005233 0.589320 11 0 1 1.32888e-05
7 1.279709 0.00939525 0.000610822 -0.002930 0.567177 11 0 1 4.42959e-06
8 1.491576 0.00998135 0.000586094 -0.002718 0.552764 10 0 1 1.47653e-06
9 1.686719 0.0104709 0.000489575 -0.003061 0.556580 6 0 0.983 4.92176e-07
10 1.925291 0.0110171 0.000546196 -0.001836 0.527102 8 0 1 4.92176e-07
11 2.141517 0.0114713 0.000454146 0.001538 0.553319 7 0 1 1.64059e-07
12 2.340540 0.0118606 0.000389303 -0.003029 0.565916 5 0 1 5.46863e-08
13 2.528607 0.0122067 0.0003461 -0.003294 0.576817 6 0 1 1.82288e-08
14 2.715994 0.0125331 0.000326428 -0.003293 0.577574 6 0 1 6.07625e-09
15 2.906554 0.0128483 0.000315237 -0.003193 0.574526 6 0 1 2.02542e-09
16 2.955006 0.012926 7.76967e-05 -0.000205 0.145371 5 0 0.253 6.75139e-10
17 3.122290 0.0131872 0.000261158 -0.002227 0.486924 6 0 0.855 6.75139e-10
18 3.323226 0.0134875 0.000300272 -0.002880 0.564471 7 0 1 6.75139e-10
19 3.529170 0.0137815 0.000294014 -0.002726 0.559621 7 0 1 2.25046e-10
20 3.738887 0.01407 0.000288486 -0.002563 0.556012 13 0 1 7.50155e-11
21 3.862304 0.0142363 0.000166313 -0.000866 0.324797 14 0 0.585 2.50052e-11
========== Varying R55 upward from 0.003472 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.037248 0.000165954 0.000165954 0.044170 0.775149 13 0 1 4.18945e-08
2 0.088938 0.000360427 0.000194473 -0.000926 0.715675 10 0 1 1.39648e-08
3 0.153052 0.000478159 0.000117732 0.000078 0.419501 4 2 0.636 3.72396e-08
4 0.199658 0.000546521 6.83618e-05 -0.000186 0.239153 5 0 0.379 3.72396e-08
5 0.228596 0.000585253 3.87321e-05 -0.000064 0.134786 7 0 0.218 3.72396e-08
6 0.383629 0.0007617 0.000176447 -0.001658 0.611599 13 0 1 3.72396e-08
7 0.550344 0.000917335 0.000155635 -0.001529 0.532170 8 0 0.914 1.24132e-08
8 0.658899 0.0010073 8.99651e-05 -0.000557 0.303908 8 0 0.543 1.24132e-08
9 0.829495 0.00113604 0.000128742 -0.001261 0.431528 7 0 0.789 1.24132e-08
10 0.930597 0.00120679 7.07451e-05 -0.000401 0.234671 7 0 0.442 1.24132e-08
11 0.983550 0.00124249 3.5699e-05 -0.000105 0.117742 6 0 0.226 1.24132e-08
12 1.014607 0.00126303 2.05453e-05 -0.000035 0.067566 3 0 0.131 1.24132e-08
13 1.052421 0.00127089 7.86322e-06 -0.000005 0.000000 0 0 0.0501 1.24132e-08
14 1.278470 0.00142766 0.000156768 -0.002251 0.539992 9 0 1 1.24132e-08
15 1.396072 0.00149625 6.85854e-05 -0.000447 0.222120 7 0 0.447 4.13773e-09
16 1.449403 0.00152653 3.02865e-05 -0.000089 0.097539 6 0 0.199 4.13773e-09
17 1.601166 0.00161023 8.36963e-05 -0.000251 0.616278 9 0 1 4.13773e-09
18 1.888800 0.00176022 0.000149986 -0.002415 0.478243 3 0 1 1.37924e-09
19 2.007183 0.00181916 5.89444e-05 -0.000382 0.185672 9 0 0.4 4.59748e-10
20 2.052752 0.00184147 2.23064e-05 -0.000055 0.069918 3 0 0.152 4.59748e-10
21 2.080010 0.00185471 1.32459e-05 -0.000020 0.041442 3 0 0.0906 4.59748e-10
22 2.828107 0.00219466 0.000339949 -0.018659 0.001536 12 0 1 4.59748e-10
23 3.165171 0.00233595 0.000141292 -0.002596 0.428631 8 0 1 1.53249e-10
24 3.512395 0.00247558 0.000139625 -0.002626 0.418442 7 0 1 5.10831e-11
25 3.792877 0.00258459 0.000109015 -0.001640 0.322831 7 0 0.789 1.70277e-11
26 4.156623 0.00272162 0.000137022 -0.002670 0.401875 7 0 1 1.70277e-11
========== Varying R55 downward from 0.003472 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000666 8.13701e-05 8.13701e-05 -0.000901 0.766718 10 0 1 4.18945e-08
2 0.032425 0.000223882 0.000142511 -0.007521 0.729008 6 0 1 1.39648e-08
3 0.067234 0.000311612 8.77304e-05 -0.002737 0.449822 12 0 0.638 4.65494e-09
4 0.143920 0.000446097 0.000134485 -0.006099 0.685505 6 0 1 4.65494e-09
5 0.245775 0.000576187 0.00013009 -0.005361 0.661075 10 0 1 1.55165e-09
6 0.371302 0.000702225 0.000126038 -0.004727 0.638037 11 0 1 5.17216e-10
7 0.394941 0.00072331 2.1085e-05 -0.000129 0.107075 6 0 0.172 1.72405e-10
8 0.651654 0.00091913 0.00019582 -0.009046 0.502532 10 0 1 1.72405e-10
9 0.840487 0.00103762 0.000118491 -0.007518 0.571941 9 0 1 5.74685e-11
10 0.892504 0.00106767 3.00527e-05 -0.000471 0.145621 6 0 0.261 1.91562e-11
11 0.911257 0.00107828 1.06017e-05 -0.000026 0.052835 6 0 0.0944 1.91562e-11
12 0.952628 0.00110125 2.29781e-05 -0.000121 0.114339 7 0 0.205 1.91562e-11
13 0.965963 0.00110854 7.29075e-06 -0.000012 0.036262 4 0 0.0654 1.91562e-11
14 0.979649 0.00111597 7.42576e-06 -0.000028 0.035907 5 0 0.0655 1.91562e-11
15 1.197057 0.00122709 0.000111122 -0.002623 0.548260 10 0 1 1.91562e-11
16 1.432221 0.0013355 0.000108411 -0.002286 0.530842 11 0 1 6.38538e-12
17 1.462496 0.00134873 1.32265e-05 -0.000032 0.064573 5 0 0.125 2.12846e-12
18 1.882811 0.00151859 0.000169861 -0.004232 0.343742 10 0 1 2.12846e-12
19 2.163330 0.00162044 0.000101849 -0.001539 0.486234 10 0 1 7.09487e-13
20 2.394385 0.00169892 7.84781e-05 -0.000765 0.371269 10 0 0.787 2.36496e-13
21 2.702086 0.00179709 9.81752e-05 -0.001170 0.459420 11 0 1 2.36496e-13
22 3.024376 0.00189339 9.62975e-05 -0.000999 0.445002 9 0 1 7.88319e-14
23 3.094919 0.00191368 2.02942e-05 -0.000036 0.029523 6 0 0.133 2.62773e-14
24 3.434518 0.00200792 9.42315e-05 -0.000674 0.428018 9 0 1 2.62773e-14
25 3.807896 0.00210564 9.77266e-05 0.007975 0.402865 7 0 1 8.7591e-15
26 4.408402 0.00225193 0.000146285 0.724441 0.892226 27 2 1 2.33576e-14
========== Varying R56 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.757619 0.0011861 0.0011861 -0.006125 0.004535 24 0 1 4.18945e-08
2 1.515922 0.00239716 0.00121106 -0.006192 0.003796 2 0 1 1.39648e-08
3 2.274160 0.00363305 0.00123589 -0.006254 0.003801 27 0 1 4.65494e-09
4 2.431316 0.00389218 0.000259137 -0.000264 0.004839 9 0 0.211 1.55165e-09
5 3.190799 0.00515996 0.00126778 -0.006334 0.002475 13 0 1 1.55165e-09
6 3.950236 0.00645443 0.00129447 -0.006397 0.002458 15 0 1 5.17216e-10
========== Varying R56 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R57 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.756719 0.00116983 0.00116983 -0.006253 0.005307 8 0 1 4.18945e-08
2 1.516082 0.00236404 0.00119421 -0.006313 0.002616 3 0 1 1.39648e-08
3 2.275375 0.00358353 0.00121949 -0.006373 0.002625 16 0 1 4.65494e-09
4 3.012445 0.00479224 0.00120871 -0.005992 0.025230 5 0 1 1.55165e-09
5 3.752648 0.00602977 0.00123753 -0.006099 0.021990 6 0 1 5.17216e-10
6 4.495706 0.00729748 0.00126771 -0.006209 0.019025 5 0 1 1.72405e-10
========== Varying R57 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R58 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.755508 0.00163435 0.00163435 -0.002253 0.010506 6 0 1 4.18945e-08
2 1.519304 0.00329404 0.00165969 -0.002028 0.002467 11 0 1 1.39648e-08
3 1.727282 0.00374883 0.000454788 -0.000152 0.000216 10 0 0.271 4.65494e-09
4 2.490973 0.00542906 0.00168023 -0.002071 0.002530 11 0 1 4.65494e-09
5 3.254651 0.00712591 0.00169685 -0.002105 0.002509 10 0 1 1.55165e-09
6 4.018244 0.00883967 0.00171375 -0.002139 0.002560 11 0 1 5.17216e-10
========== Varying R58 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R59 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.762432 0.000742119 0.000742119 -0.001093 0.004761 13 0 1 4.18945e-08
2 1.528384 0.00148644 0.00074432 -0.001119 0.001221 13 0 1 1.39648e-08
3 2.294125 0.00223303 0.000746589 -0.001141 0.001410 16 0 1 4.65494e-09
4 3.059636 0.00298194 0.000748909 -0.001161 0.001620 10 0 1 1.55165e-09
5 3.825069 0.00373321 0.000751273 -0.001182 0.001677 9 0 1 5.17216e-10
6 4.590414 0.00448689 0.000753679 -0.001201 0.001746 7 0 1 1.72405e-10
========== Varying R59 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R61 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.762149 0.000249835 0.000249835 -0.001141 0.005001 9 0 1 4.18945e-08
2 0.805801 0.000264093 1.42575e-05 -0.000004 0.000000 0 0 0.0569 1.39648e-08
3 1.571701 0.000514751 0.000250658 -0.001162 0.001230 13 0 1 1.39648e-08
4 2.337805 0.000766358 0.000251607 -0.001158 0.001029 9 0 1 4.65494e-09
5 3.103918 0.00101885 0.000252495 -0.001160 0.001020 9 0 1 1.55165e-09
6 3.220109 0.00105723 3.83722e-05 -0.000027 0.000025 7 0 0.151 5.17216e-10
7 3.864484 0.0012704 0.000213172 -0.000820 0.000713 7 0 0.841 5.17216e-10
========== Varying R61 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R62 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.759996 0.000456503 0.000456503 -0.003015 0.005280 16 0 1 4.18945e-08
2 1.523847 0.000917259 0.000460756 -0.003032 0.001409 5 0 1 1.39648e-08
3 2.287705 0.00138233 0.000465074 -0.003042 0.001392 9 0 1 4.65494e-09
4 3.051588 0.00185175 0.000469418 -0.003052 0.001357 10 0 1 1.55165e-09
5 3.815503 0.00232555 0.000473796 -0.003061 0.001315 9 0 1 5.17216e-10
6 4.579426 0.00280375 0.000478201 -0.003070 0.001299 10 0 1 1.72405e-10
========== Varying R62 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R64 upward from 0.1153 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.006893 0.000752026 0.000752026 -0.006810 0.754584 16 0 1 4.18945e-08
2 0.028914 0.001493 0.000740976 -0.005233 0.741034 13 4 1 7.15e-06
3 0.065630 0.0022384 0.000745402 0.038446 0.770017 16 0 1 2.38333e-06
4 0.116919 0.00298579 0.000747387 -0.007169 0.709833 17 0 1 7.94444e-07
5 0.183582 0.00374393 0.000758141 -0.007008 0.694611 14 0 1 2.64815e-07
6 0.264184 0.00450887 0.000764935 -0.006922 0.680761 11 0 1 8.82715e-08
7 0.285771 0.00469 0.000181133 0.123303 0.281164 22 0 0.234 2.94238e-08
8 0.384463 0.00545913 0.00076913 -0.006924 0.662669 11 0 1 2.94238e-08
9 0.506372 0.00626984 0.000810707 -0.006979 0.639394 9 0 1 9.80795e-09
10 0.649141 0.00710814 0.000838305 -0.008118 0.617394 13 0 1 3.26932e-09
11 0.657902 0.00715654 4.83995e-05 -0.000026 0.038627 5 0 0.0618 1.08977e-09
12 0.820302 0.00800353 0.000846991 -0.007996 0.597893 13 0 1 1.08977e-09
13 0.999680 0.00885077 0.000847233 -0.008106 0.580805 12 0 1 3.63257e-10
14 1.196466 0.00970062 0.000849851 -0.008096 0.563410 9 0 1 1.21086e-10
15 1.410455 0.0105529 0.000852268 -0.008085 0.546217 15 0 1 4.03619e-11
16 1.626547 0.0113537 0.000800851 -0.006859 0.545340 14 0 1 1.3454e-11
17 1.873620 0.0122109 0.000857115 -0.008066 0.513153 14 0 1 4.48466e-12
18 1.893824 0.0122785 6.76666e-05 -0.000048 0.039493 8 0 0.0778 1.49489e-12
19 1.942339 0.0124397 0.000161199 -0.000284 0.095071 10 0 0.187 1.49489e-12
20 2.214097 0.0133099 0.000870178 -0.007926 0.488608 10 0 1 1.49489e-12
21 2.503598 0.014184 0.000874142 -0.007884 0.470907 10 0 1 4.98295e-13
22 2.581294 0.0144106 0.000226526 -0.000518 0.119796 9 2 0.258 1.32879e-12
23 2.886802 0.0152716 0.000861001 -0.006810 0.455973 17 0 1 1.32879e-12
24 3.196380 0.0161052 0.000833604 0.001973 0.460686 6 0 1 4.42929e-13
25 3.518563 0.0169335 0.000828341 -0.007087 0.439022 9 0 1 1.47643e-13
26 3.685988 0.0173541 0.000420636 -0.001521 0.197380 7 0 0.477 4.92144e-14
27 3.810456 0.0176634 0.000309285 -0.000881 0.141788 7 0 0.348 4.92144e-14
28 3.840412 0.0177364 7.29433e-05 -0.000054 0.032960 10 0 0.082 4.92144e-14
29 4.208148 0.0186322 0.000895856 -0.007241 0.393315 8 0 1 4.92144e-14
========== Varying R64 downward from 0.1153 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000597 0.000547425 0.000547425 0.002357 0.770022 11 0 1 4.18945e-08
2 0.048845 0.00195344 0.00140602 -0.002762 0.717280 14 0 1 1.39648e-08
3 0.080068 0.00246706 0.000513611 0.001166 0.738234 4 0 1 4.65494e-09
4 0.103016 0.00278172 0.000314668 0.034233 0.195106 16 2 0.24 1.24132e-08
5 0.227598 0.00408896 0.00130724 0.116379 0.760084 26 0 1 1.24132e-08
6 0.233421 0.00414039 5.14306e-05 0.000012 0.072601 5 0 0.102 8.20895e-09
7 0.295021 0.00464289 0.000502498 0.001175 0.707862 9 0 1 8.20895e-09
8 0.363320 0.00514045 0.000497559 0.001163 0.701154 8 0 1 2.73632e-09
9 0.438300 0.00563447 0.000494018 0.001158 0.694469 9 0 1 9.12106e-10
10 0.499973 0.00573569 0.000101219 -0.000001 0.000000 0 0 0.0806 3.04035e-10
11 0.633506 0.00674638 0.0010107 -0.000644 0.484892 17 0 0.807 3.04035e-10
12 0.730133 0.00723107 0.000484686 0.001959 0.673623 11 0 1 3.04035e-10
13 0.833226 0.00771291 0.000481842 0.001155 0.666354 11 0 1 1.01345e-10
14 1.125883 0.00893253 0.00121962 0.002019 0.477654 14 0 1 3.37817e-11
15 1.163554 0.00906677 0.000134236 0.000027 0.048009 7 0 0.112 1.12606e-11
16 1.288314 0.00953845 0.000471676 0.001152 0.644684 8 0 1 1.12606e-11
17 1.640754 0.0107275 0.00118903 0.002237 0.418089 25 0 1 3.75352e-12
18 1.654467 0.0107709 4.34066e-05 0.000018 0.059099 4 0 0.095 1.25117e-12
19 1.802373 0.0112275 0.000456594 0.001995 0.622380 6 0 1 1.25117e-12
20 0.342011 0.0123882 0.00116068 0.475770 2.704423 36 2 1 3.33646e-12
21 0.433495 0.0130005 0.000612302 0.148221 0.825029 18 0 1 3.38173e-12
22 0.471143 0.0132317 0.000231201 0.004943 0.255021 14 0 0.375 2.59835e-12
23 0.578549 0.0138425 0.000610844 0.167133 0.828019 20 0 1 2.59835e-12
24 0.647981 0.0142059 0.000363387 0.026473 0.401768 17 0 0.579 2.1299e-12
25 0.777666 0.0148317 0.000625768 0.229073 0.867680 17 0 1 2.1299e-12
26 0.921899 0.0154654 0.000633764 0.254977 0.879037 17 0 1 1.98978e-12
27 1.082149 0.0161102 0.000644792 0.323768 0.931810 17 0 1 1.91414e-12
28 1.204048 0.016569 0.000458812 0.103606 0.506087 16 0 0.683 1.90671e-12
29 1.395444 0.0172408 0.000671803 0.517097 1.093993 20 0 1 1.90671e-12
30 1.609562 0.0179373 0.00069647 0.633743 1.187916 18 0 1 1.98575e-12
31 1.697347 0.0182089 0.00027164 0.017930 0.218918 15 0 0.376 2.53045e-12
32 2.467055 0.0203294 0.00212045 0.184231 0.176387 13 13 1 0.173891
33 3.237096 0.0221304 0.001801 0.256314 0.248227 13 0 1 0.146941
34 4.005518 0.0237265 0.00159609 0.243534 0.236958 15 0 1 0.140681
========== Varying R65 upward from 9.998e-08 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.665851 0.004076 0.004076 0.072814 0.098369 12 4 1 2.145e-05
2 1.381211 0.00850751 0.00443151 -0.007188 0.045736 13 0 1 7.15e-06
3 2.104702 0.0129944 0.00448686 -0.007313 0.037487 5 0 1 2.38333e-06
4 2.831376 0.0175311 0.00453669 0.136869 0.178486 17 0 1 7.94444e-07
5 3.562725 0.0221274 0.00459633 0.071701 0.108643 13 0 1 5.82546e-07
6 4.298691 0.0267836 0.00465619 0.138552 0.170877 13 0 1 2.69097e-07
========== Varying R65 downward from 9.998e-08 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R66 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.640310 0.00391939 0.00391939 0.051629 0.108532 13 4 1 2.145e-05
2 1.357357 0.00834734 0.00442795 -0.006847 0.044389 7 0 1 7.15e-06
3 2.037709 0.012565 0.00421769 0.019543 0.107472 14 2 1 1.90667e-05
4 2.764485 0.0171024 0.00453739 -0.007273 0.034241 7 0 1 6.35555e-06
5 3.423148 0.021238 0.00413562 0.004113 0.113736 16 2 1 1.69481e-05
6 4.157791 0.0258895 0.00465147 -0.007612 0.026036 9 0 1 5.64938e-06
========== Varying R66 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R70 upward from 0.1153 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000068 0.000569775 0.000569775 -0.004225 0.763996 9 0 1 4.18945e-08
2 0.018412 0.00130866 0.000738886 -0.007203 0.742744 17 0 1 1.39648e-08
3 0.051357 0.00205127 0.000742605 -0.007187 0.728160 12 0 1 4.65494e-09
4 0.098943 0.00279763 0.000746359 -0.007172 0.713534 10 0 1 1.55165e-09
5 0.108371 0.00292331 0.000125686 -0.000202 0.118934 7 0 0.168 5.17216e-10
6 0.173132 0.00367425 0.000750941 -0.007157 0.696374 10 0 1 5.17216e-10
7 0.202617 0.00397042 0.00029617 -0.001104 0.270603 9 0 0.392 1.72405e-10
8 0.238787 0.00430675 0.000336332 -0.001283 0.285838 8 0 0.421 1.72405e-10
9 0.330731 0.00506503 0.000758277 -0.007135 0.669212 9 0 1 1.72405e-10
10 0.343854 0.0051645 9.94734e-05 -0.000122 0.086891 7 0 0.13 5.74685e-11
11 0.452618 0.00592742 0.000762919 -0.007124 0.652404 8 0 1 5.74685e-11
12 0.478695 0.00609674 0.000169317 -0.000348 0.142989 6 0 0.221 1.91562e-11
13 0.605717 0.00686479 0.000768046 -0.007113 0.634157 9 0 1 1.91562e-11
14 0.747756 0.00763711 0.000772327 -0.007105 0.619148 10 0 1 6.38538e-12
15 0.845101 0.00812634 0.000489224 -0.002823 0.383545 9 0 0.63 2.12846e-12
16 1.011879 0.00890582 0.000779487 -0.007094 0.594419 10 0 1 2.12846e-12
17 1.193736 0.00968982 0.000783994 -0.007088 0.579347 7 0 1 7.09487e-13
18 1.280729 0.0100446 0.000354818 -0.001437 0.257022 9 0 0.45 2.36496e-13
19 1.484929 0.0108353 0.000790663 -0.007062 0.557030 12 0 1 2.36496e-13
20 1.510916 0.0109322 9.68563e-05 -0.000105 0.067375 8 2 0.122 6.30655e-13
21 1.732627 0.0117281 0.000795899 -0.006868 0.539712 13 0 1 6.30655e-13
22 1.969600 0.0125288 0.000800742 -0.007079 0.524241 11 0 1 2.10218e-13
23 2.222017 0.0133346 0.00080581 -0.007024 0.508851 10 0 1 7.00728e-14
24 2.490316 0.0141452 0.000810623 -0.007078 0.492914 12 0 1 2.33576e-14
25 2.774406 0.014961 0.000815782 -0.007052 0.477150 27 0 1 7.78587e-15
26 2.805140 0.0150469 8.59042e-05 -0.000022 0.049482 17 0 0.105 2.59529e-15
27 3.106805 0.0158683 0.000821421 -0.007082 0.459545 14 0 1 2.59529e-15
28 3.424789 0.0166958 0.000827489 0.621558 1.071866 20 0 1 8.65096e-16
29 3.454526 0.0167714 7.55867e-05 -0.000029 0.039873 5 0 0.0907 1.06931e-15
30 3.496661 0.0168782 0.000106754 -0.000032 0.056117 13 0 0.128 1.06931e-15
31 3.680829 0.0173411 0.000462901 0.042446 0.283593 16 0 0.554 1.06931e-15
32 4.023209 0.0181855 0.000844473 0.656756 1.082668 29 0 1 1.06931e-15
========== Varying R70 downward from 0.1153 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.176115 0.00360314 0.00360314 -0.004039 0.588042 9 0 1 4.18945e-08
2 0.588990 0.00650741 0.00290426 -0.001711 0.353675 12 0 1 1.39648e-08
3 0.892491 0.00801323 0.00150583 -0.000428 0.101146 14 0 0.528 4.65494e-09
4 1.552101 0.0112175 0.00320424 -0.003604 0.105077 7 0 1 4.65494e-09
5 2.176506 0.0142691 0.00305159 -0.001646 0.142242 6 0 1 1.55165e-09
6 2.753032 0.0171041 0.00283507 -0.001735 0.190030 22 0 1 5.17216e-10
7 3.395637 0.0202838 0.00317967 0.127309 0.252990 19 1 1 3.44811e-10
8 3.450532 0.0205566 0.000272748 0.009883 0.019911 12 0 0.0846 2.4175e-10
9 3.672831 0.0216624 0.00110583 0.000333 0.060366 12 2 0.368 1.934e-09
10 4.328488 0.0249375 0.0032751 -0.010295 0.102339 18 0 1 1.934e-09
========== Varying R71 upward from 0.02094 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.057324 0.00267106 0.00267106 -0.026110 0.684842 9 2 1 3.35156e-07
2 0.182729 0.00494409 0.00227303 -0.022249 0.620638 5 0 1 1.11719e-07
3 0.342663 0.00703408 0.00208999 -0.020350 0.588007 6 0 1 3.72396e-08
4 0.524475 0.00902632 0.00199224 -0.018939 0.567539 18 0 1 1.24132e-08
5 0.723306 0.0109637 0.00193733 -0.018551 0.550910 8 0 1 4.13773e-09
6 0.934762 0.0128734 0.00190977 -0.018073 0.538763 15 0 1 1.37924e-09
7 1.156221 0.0147743 0.00190084 -0.017746 0.529087 16 0 1 4.59748e-10
8 1.385848 0.0166804 0.00190613 -0.017530 0.521134 8 0 1 1.53249e-10
9 1.622673 0.0186025 0.00192208 -0.017231 0.514234 7 0 1 5.10831e-11
10 1.671691 0.0189961 0.000393593 -0.000294 0.000040 5 0 0.0712 1.70277e-11
11 1.915960 0.0209519 0.00195589 -0.017324 0.506698 8 0 1 1.70277e-11
12 2.165752 0.0229445 0.00199259 -0.017275 0.501224 7 3 1 3.63257e-10
13 2.420090 0.0249823 0.0020378 -0.017228 0.496723 7 2 1 9.68686e-10
14 2.679197 0.0270752 0.00209285 -0.017445 0.491740 7 0 1 3.22895e-10
15 3.377611 0.0328794 0.00580421 -0.064041 0.005834 9 0 1 1.07632e-10
16 4.076394 0.0390653 0.00618587 -0.063109 0.006399 16 0 1 3.58773e-11
========== Varying R71 downward from 0.02094 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.014284 0.00135177 0.00135177 -0.006457 0.747539 6 0 1 4.18945e-08
2 0.071530 0.0026911 0.00133933 -0.006392 0.704645 9 0 1 1.39648e-08
3 0.111934 0.00328863 0.000597534 -0.007195 0.720684 4 0 1 4.65494e-09
4 0.160505 0.0038657 0.000577068 -0.006970 0.712744 3 0 1 1.55165e-09
5 0.816234 0.00782753 0.00396182 0.084107 0.192452 5 6 1 1.69481e-05
6 0.980035 0.00843787 0.000610341 -0.005694 0.598624 10 0 1 8.5273e-06
7 1.136107 0.00895796 0.000520094 0.273587 0.885621 16 0 1 2.84243e-06
8 1.608726 0.0102801 0.00132218 -0.006161 0.287844 6 0 1 2.77433e-06
9 2.195698 0.0115797 0.00129953 -0.006009 0.175014 17 0 1 9.24777e-07
10 2.918599 0.012876 0.00129631 -0.006007 0.039284 63 0 1 3.08259e-07
11 3.677835 0.0141783 0.00130234 -0.006029 0.003025 53 0 1 1.02753e-07
12 4.434512 0.0155086 0.0013303 -0.006110 0.005505 12 0 1 3.4251e-08
========== Varying R72 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.762009 0.000764718 0.000764718 -0.001240 0.005043 19 0 1 4.18945e-08
2 1.527969 0.00153227 0.000767549 -0.001257 0.001074 8 0 1 1.39648e-08
3 2.293936 0.00230281 0.000770544 -0.001261 0.001063 8 0 1 4.65494e-09
4 3.059914 0.00307636 0.000773553 -0.001265 0.001048 8 0 1 1.55165e-09
5 3.518064 0.00354048 0.000464117 -0.000452 0.000374 6 0 0.598 5.17216e-10
6 4.284052 0.00431885 0.000778373 -0.001271 0.001033 9 0 1 5.17216e-10
========== Varying R72 downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
Continuation completed in 484.6600 seconds.
Preprocessing time: 0.8200 s
Computation time: 483.8400 s
Warning: Network is ill-conditioned.
Simulation completed in 0.2900 seconds.
Preprocessing time: 0.2300 s
Computation time: 0.0300 s
Postprocessing time: 0.0300 s
--- 344.1000120639801 seconds -
9.1.6. Analysis of the INCA results¶
Now that INCA has estimated the fluxes, we are ready to analyze the results. The incawrapper contains a INCAResults class, which is used to read and parse the matlab file produced by INCA. Simply provide the name of the .mat file as the first argument.
[33]:
res = incawrapper.INCAResults(OUTPUT_FILE_FRUCTOSE)
We can view the fitted fluxes in the .fitdata.fitted_parameters attribute. This attribute also contains information about the fit to the other measurements types, e.g. the MS fragments. Here, we the filter to get only the flux values.
[34]:
res.fitdata.fitted_parameters.query("type.str.contains('flux')").head()
[34]:
| type | id | eqn | val | std | lb | ub | unit | free | alf | chi2s | cont | cor | cov | vals | base | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Net flux | ex_1 | FRU.ext -> F6P | 9.999959e-01 | 0.050000 | 0.901982 | 1.097989 | [] | 0 | 0.05 | [977.9222383178287, 977.8134131582744, 977.045... | 0 | [1.0, 1.7680563727593792e-06, 1.76805637275937... | [0.002499998198652431, 8.831844977574832e-12, ... | [0.9006256173765403, 0.9020039654296124, 0.912... | {'id': []} |
| 1 | Net flux | ex_2 | GLY.ext -> GLY | 1.000000e-07 | 0.000100 | 0 | 0.000196 | [] | 0 | 0.05 | [973.9736662532712, 973.9736662532712, 974.741... | 0 | [2.107727302141344e-06, 1.0, 1.0, -1.739597081... | [1.0528578768369268e-11, 9.980928930564126e-09... | [-4.656612873077393e-10, 9.99999991702083e-08,... | {'id': []} |
| 2 | Net flux | R1 | GLY -> DHAP | 1.000000e-07 | 0.000100 | 0 | 0.000196 | [] | 0 | 0.05 | [973.9736662532712, 973.9736662532712, 974.741... | 0 | [2.107727302141344e-06, 1.0, 1.0, -1.739597081... | [1.0528578768369268e-11, 9.980928930564126e-09... | [-4.656612873077393e-10, 9.99999991702083e-08,... | {'id': []} |
| 3 | Net flux | R2 net | F6P <-> G6P | 1.345854e+00 | 11.871773 | 1.209524 | 1.484241 | [] | 0 | 0.05 | [978.3043971558807, 977.5356371882385, 976.888... | 0 | [0.005425767117719797, -1.7394281393203833e-05... | [0.0032206725517401305, -2.0630395225484932e-0... | [1.2011822990399648, 1.214549393854479, 1.2269... | {'id': []} |
| 4 | Exch flux | R2 exch | F6P <-> G6P | 1.192970e-07 | 181.019336 | 0 | inf | [] | 1 | 0.05 | [973.9736662532712, 973.9736662532712, 973.970... | 0 | [2.949294468612045e-14, 5.738918002194418e-13,... | [2.6693956696769924e-13, 1.0378640492598318e-1... | [0.0, 1.1929695279932834e-07, 5734.85643425305... | {'id': []} |
Now that we have loaded the inca results, we can start inspecting them. The first step is to investigate the diagnostics. Here we want to investigate a few factors: 1. Did the fit pass the Goodness-of-fit test 2. Are the residuals normally distributed 3. Are the any measurements that appears to be outliers
[35]:
res.fitdata.get_goodness_of_fit()
Fit accepted: False
Confidence level: 0.05
Chi-square value (SSR): 973.9736662532712
Expected chi-square range: [16.79077227 46.97924224]
We see the SSR is larger than the one reported in the paper (498). We can further see if the residuals appear to normally distributed using a shapiro-wilk test.
[36]:
res.fitdata.test_normality_of_residuals()
Residuals are normally distributed: False on a 0.05 significance level
The test find that the residuals does not appear to be normally distributed, so lets inspect the normal probability plot to see for ourself.
[37]:
visualization.plot_norm_prob(res, interactive=True)
[37]:
Indeed, there appears to measurements that did not fit very will. We can investigate the interactive plot to find the fragments that fitted the worst and investigate the measured MDVs against the fitted.
[38]:
import matplotlib.pyplot as plt
fragments = ["fructose_Methionine320_0_0_1", "fructose_Histidine338_0_0_1", "fructose_Valine260_0_0_1", "fructose_Serine362_0_0_1"]
fig, axes = plt.subplots(2, 2, figsize=(10, 7))
for frag, ax in zip(fragments, axes.ravel()):
visualization.plot_idv_bar(res, frag, ax=ax)
It is clear that some of these estimates e.g. Histidine338 M3, fits the data quite poor. There are different ways of handling poor fitting measurements. It this case it it likely that the poor fit arise from mistake that we made when formulating the model or the data. Because this data comes from another research group, we may have missed some important details when reproducing the analysis.
At the end we will shortly compare the our results the to results in figure 2 in the article. We will consider only the reactions around F6P as this is were the carbon which enters the cells is split between different metabolic pathways.
[39]:
# view_reaction = estimates_from_article['Reactions'].values
fluxes_for_f6p = res.fitdata.fitted_parameters.query("type.str.contains('Net flux')").query("eqn.str.contains('F6P')")[['id', 'type', 'eqn', 'val', 'std', 'lb', 'ub']]
[40]:
values_from_fig2 = {
'FRU.ext -> F6P': 1,
'F6P <-> G6P' : 1,
'F16P -> F6P' : 1e-6,
'E4P + X5P <-> F6P + G3P' : -0.008,
'S7P + G3P <-> E4P + F6P' : 0.04
}
fluxes_for_f6p['literature_value'] = fluxes_for_f6p['eqn'].map(values_from_fig2)
[41]:
fig, ax = plt.subplots()
errbars = fluxes_for_f6p[['lb', 'ub']].subtract(fluxes_for_f6p['val'], axis=0).abs().T
ax.scatter(x=fluxes_for_f6p['eqn'], y=fluxes_for_f6p['val'], color='black', label='fitted value')
ax.errorbar(x=fluxes_for_f6p['eqn'], y=fluxes_for_f6p['val'], yerr=errbars, color='black', fmt='none', label='95% CI of fitted value')
ax.scatter(x=fluxes_for_f6p['eqn'], y=fluxes_for_f6p['literature_value'], color='red', label='literature value')
ax.legend()
[41]:
<matplotlib.legend.Legend at 0x13d3297e0>
Also, here we see that our analysis does not agree with the literature values. This is expected because our fit is worse than the fit report.
Even though we were not capable of reproducing the literature reports, we hope that this notebook can serve as a tutorial for how to use the incawrapper analyse data from 13C labelling experiments.