9.3. INCAWrapper validation case medium size model¶
In this notebook, we use the INCAWrapper to fit a simulated data. This notebook serves as an integration test the INCAWrapper that can be run when changes are made to the codebase to ensure that the INCAWrapper performs consistently. Furthermore, this case act as a validation case the show that the INCAWrapper actually works and that it is capable of estimating correct flux distribution from simulated data.
This notebook is not meant as a tutorial and therefore code description is a bit more sparse. For a proper tutorial see the other examples at https://incawrapper.readthedocs.io/en/latest/examples/index.html.
The model we use is 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, which is also used for one of the tutorials.
The simulation mimics a two parallel experiment where C. necator is grown with different labelled fructose and labelled glycerol. We simulated MS measurements of the amino acids and a few exchanges fluxes are measured. To increase the information about the systems we simulate measurements of CO2 exchange flux. To do this we added one additional reaction to the original model, i.e. CO2 -> CO2.ext. For more details about the simulation see the simulation script.
[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
import pathlib
import matplotlib.pyplot as plt
import pytest
[2]:
# import environment variables
INCA_base_directory = dotenv.get_key(dotenv.find_dotenv(), "INCA_base_directory")
[3]:
# set up path to data
working_dir = pathlib.Path(dotenv.find_dotenv()).parent
data_directory = working_dir / 'docs' / 'examples' / 'Literature data' / 'Cupriavidus necator Alagesan 2017' / 'simulated_data'
results_file = data_directory / 'fit_simulated_fructose.mat'
[4]:
# Reading the reactions, tracers, and simulated measurements
rxn = pd.read_csv(data_directory / 'reactions_processed.csv')
tracers = pd.read_csv(
data_directory / 'tracer_info.csv',
converters={"atom_ids": ast.literal_eval, "atom_mdv": ast.literal_eval}
)
flux_measurements = pd.read_csv(data_directory / 'flux_measurements_no_noise.csv')
mdv_measurements = pd.read_csv(
data_directory / 'mdv_no_noise.csv',
converters={"labelled_atom_ids": ast.literal_eval}
)
Looking at the traces dataframe, we can see the design of the two simulated parallel experiments
[25]:
tracers
[25]:
| experiment_id | met_id | tracer_id | atom_ids | atom_mdv | enrichment | |
|---|---|---|---|---|---|---|
| 0 | simulation1 | FRU.ext | D-[1-13C]fructose | [1] | [0.0, 1.0] | 1 |
| 1 | simulation1 | GLY.ext | [1,2-13C]glycerol | [1, 2] | [0.0, 1.0] | 1 |
| 2 | simulation2 | FRU.ext | [1,6-13C]fructose | [1, 6] | [0.0, 1.0] | 1 |
| 3 | simulation2 | GLY.ext | [1,2-13C]glycerol | [1, 2] | [0.0, 1.0] | 1 |
We will now setup and run INCA.
[7]:
script = incawrapper.create_inca_script_from_data(
reactions_data=rxn,
tracer_data=tracers,
flux_measurements=flux_measurements,
ms_measurements=mdv_measurements,
experiment_ids=["simulation1", "simulation2"],
)
script.add_to_block(
"options",
incawrapper.define_options(
fit_starts=50,
sim_ss=True,
sim_na=True,
sim_more=True,
)
)
script.add_to_block(
"runner",
incawrapper.define_runner(
output_filename=results_file,
run_estimate=True,
run_continuation=True,
run_simulation=True,
)
)
[8]:
incawrapper.run_inca(
inca_script=script,
INCA_base_directory=INCA_base_directory,
)
INCA script saved to /var/folders/z6/mxpxh4k56tv0h0ff41vmx7gdwtlpvp/T/tmprvxgfgwr/inca_script.m.
Starting MATLAB engine...
ms_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation1 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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_simulation2 = 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]
60 reactions (75 fluxes)
55 states (33 balanced, 2 source, 20 sink and 0 unbalanced)
53 metabolites
2 experiments
Directional
Iteration Residual Step-size derivative Lambda
0 1.06225e+06
1 1.02512e+06 0.144 -1.02e+05 0.91001
2 975367 0.282 -6.19e+04 0.91001
3 965684 0.069 -5.92e+04 0.91001
4 950348 0.153 -3.43e+04 0.91001
5 936144 0.241 -1.48e+04 0.91001
6 925272 1 246 0.91001
7 743455 1 -8.24e+04 1.05695
8 444702 0.378 -2.91e+05 0.704553
9 322461 0.345 -1.37e+05 0.704553
10 255325 0.452 -5.17e+04 0.704553
11 224471 1 -833 0.704553
12 223926 1 -66.3 0.234851
13 223899 1 -3.18 0.0782837
14 223899 0.146 -0.977 0.0260946
15 223898 1 -0.187 0.0260946
16 223898 1 -0.0231 0.00869819
17 223897 1 -0.117 0.0028994
18 223896 0.141 -5.42 0.000966466
19 223896 0.00979 -0.453 0.000966466
20 223895 1 0.0482 0.000966466
21 224385 0.628 7.43e+03 0.000534328
22 224237 0.893 6.21e+03 0.00106866
23 224368 0.893 6.72e+03 0.00427462
24 224393 0.897 6.98e+03 0.034197
25 224622 0.925 9.49e+03 0.273576
26 224152 1 3.91e+03 2.18861
27 223559 1 -3.45 17.5089
28 223526 0.497 -21 5.83628
29 223515 0.587 -5.83 5.83628
30 223512 1 -0.435 5.83628
31 223512 1 -0.0339 1.94543
32 223511 0.0389 -8.28 0.648476
33 223505 0.498 -3.6 0.648476
34 223503 1 -0.379 0.648476
35 223502 1 -0.0828 0.216159
36 223502 1 -0.00812 0.0720529
37 223502 1 -0.000794 0.0240176
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 976810
1 976808 1.07e-05 -8.63e+04 0.489906
2 976803 2.7e-05 -8.63e+04 0.489906
3 976786 9.77e-05 -8.63e+04 0.489906
4 976576 0.00122 -8.59e+04 0.489906
5 973806 0.0165 -8.16e+04 0.489906
6 973561 0.00147 -8.27e+04 0.489906
7 968750 0.0313 -7.12e+04 0.489906
8 968744 3.47e-05 -7.85e+04 0.489906
9 960089 0.071 -4.83e+04 0.489906
10 948018 0.152 -2.73e+04 0.489906
11 942075 0.0746 -3.63e+04 0.489906
12 910461 0.324 -6.17e+04 0.489906
13 891282 0.0146 -6.45e+05 0.489906
14 822616 0.0512 1.73e+06 0.489906
15 816571 0.0119 -2.51e+05 0.489906
16 811957 0.00416 -5.51e+05 0.489906
17 811874 0.00355 -1.89e+04 0.489906
18 782442 0.0473 -2.97e+05 0.489906
19 159764 0.819 -1.72e+05 0.489906
20 122861 0.0973 -1.68e+05 0.489906
21 34112.2 0.471 -4.77e+04 0.489906
22 30042 0.197 1.84e+04 0.489906
23 12782.2 1 -638 0.489906
24 12882.5 1 1.15e+03 0.176497
25 12883 1 1.15e+03 0.352993
26 12886.2 1 1.15e+03 1.41197
27 12916.5 1 1.18e+03 11.2958
28 13181.9 1 1.4e+03 90.3663
29 14044.6 0.284 5.76e+03 722.93
30 13042.8 0.27 1.3e+03 5783.44
31 12390.6 1 -150 46267.5
32 12521.1 1 214 15422.5
33 11826.5 1 -240 30845
34 11359.5 0.226 -656 10281.7
35 11388.3 1 135 10281.7
36 11330.3 0.284 -36.7 20563.3
37 11213.9 1 -39.1 20563.3
38 11393.7 1 286 6854.45
39 11369 1 291 13708.9
40 11066.9 1 4.44 54835.6
41 10935.8 1 44.1 32125.6
42 12364.1 1 1.7e+03 10708.5
43 9620.6 1 -473 21417.1
44 8663.82 1 -335 8493.35
45 8018.15 1 -232 3944.52
46 7994.14 0.0329 -356 1417.63
47 7686.47 0.99 2.72 1417.63
48 7391.23 0.52 -245 1417.63
49 8438.69 0.625 1.82e+03 1417.63
50 7147 1 -76.8 2835.27
51 6995.43 0.394 -12.3 945.089
52 7095.77 0.485 718 945.089
53 33530.1 1 1.3e+05 1890.18
54 51719.4 1 2.63e+05 7560.71
55 6960.24 1 -14 60485.7
56 6915.79 1 -18.4 20161.9
57 6875.11 1 -18 6720.63
58 6764.66 1 -46.7 2240.21
59 64622.7 0.647 6.73e+05 746.737
60 6563.88 1 -44.6 1493.47
61 6642.37 0.778 116 497.825
62 6794.83 1 213 995.649
63 6466.41 1 -5.05 3982.6
64 6379.5 1 4.56 1327.53
65 6199.76 1 -72.1 442.511
66 63537.9 0.0451 8.25e+06 156.317
67 6210.07 1 29.3 312.634
68 6352.33 0.902 360 1250.53
69 6154.35 1 -14.8 10004.3
70 6134.01 0.889 -8.99 3334.76
71 6120.9 1 -4.85 3334.76
72 6240.1 1 173 1111.59
73 6123.27 1 9.97 2223.17
74 6115.93 1 0.825 8892.69
75 6074.49 1 -15.8 2964.23
76 6097.71 1 64.1 988.076
77 6056.85 1 29.2 1976.15
78 6024.52 0.201 -71.8 658.718
79 6009.57 0.123 -57.3 658.718
80 5993.13 1 6.91 658.718
81 6932.28 1 1.81e+03 219.573
82 5978.03 0.819 -5.7 439.145
83 5975.85 0.289 -0.847 439.145
84 5984.92 1 40.6 439.145
85 6160.52 1 312 878.29
86 5955.74 1 -6.36 3513.16
87 5934.82 0.516 10.1 1171.05
88 5915.66 1 5.28 1171.05
89 5886.51 1 -4.86 577.28
90 5881.26 0.2 -7.49 192.427
91 5880.52 0.287 0.392 192.427
92 59425.7 0.342 9.05e+05 192.427
93 59226.1 0.0349 8.67e+06 384.854
94 14646 1 2.66e+04 1539.41
95 5877.88 1 -0.854 12315.3
96 5874.4 1 -1.55 4105.1
97 5872.85 0.145 -4.84 1368.37
98 5871.9 1 -0.102 1368.37
99 5938.07 1 130 456.123
100 5884.79 1 40.4 912.246
101 5865.29 1 -2.26 3648.98
102 5862.37 0.0481 -30.1 1216.33
103 5816.22 1 -19.7 1216.33
104 5791.53 0.229 -50.5 405.442
105 5790.62 0.000692 -647 405.442
106 5727.67 1 -21.6 405.442
107 5727.59 0.0234 -0.41 135.147
108 6151.8 0.334 2.67e+03 135.147
109 5672.48 1 -17.7 270.295
110 5671.77 0.0113 -31.2 90.0983
111 5644.63 0.499 -21.8 90.0983
112 5616.92 1 -6.1 90.0983
113 5611.2 0.522 -1.26 30.0328
114 5606.21 0.0751 -31.7 30.0328
115 5598.7 0.377 2.8 30.0328
116 5586.68 0.364 17.8 30.0328
117 5665.59 1 109 30.0328
118 49109 0.293 7.13e+05 60.0655
119 5572.48 1 -2.07 240.262
120 5574.29 1 6.92 80.0874
121 5574.18 0.0842 20.9 160.175
122 5573.23 1 2.53 640.699
123 6459.87 1 861 5125.59
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.06159e+06
1 1.06158e+06 2.51e-05 -4.03e+04 1.19089e+06
2 1.06145e+06 0.00164 -4.03e+04 1.19089e+06
3 1.06144e+06 9.46e-05 -4.03e+04 1.19089e+06
4 1.06132e+06 0.00154 -4.03e+04 1.19089e+06
5 1.0613e+06 0.000203 -4.02e+04 1.19089e+06
6 1.06126e+06 0.000583 -4.02e+04 1.19089e+06
7 1.06047e+06 0.0098 -4.01e+04 1.19089e+06
8 995300 1 -2.52e+04 1.19089e+06
9 952686 1 -1.15e+04 396962
10 937836 1 -4.69e+03 132321
11 921834 1 -6.72e+03 44106.9
12 905619 1 -5.93e+03 14702.3
13 904480 0.0916 -6.07e+03 4900.77
14 895875 1 -2.85e+03 4900.77
15 894961 0.181 -2.41e+03 1633.59
16 891767 1 -1.02e+03 1633.59
17 891275 0.221 -1.05e+03 544.53
18 890560 1 -213 544.53
19 890386 0.309 -251 181.51
20 890113 1 -64.6 181.51
21 890076 0.228 -75 60.5033
22 889990 0.847 -36.3 60.5033
23 889959 0.634 -20.2 60.5033
24 889932 1 -9.83 60.5033
25 889914 1 -5.37 20.1678
26 889905 0.74 -5.09 6.72259
27 889899 1 -2.22 6.72259
28 889887 1 -6.15 2.24086
29 889886 0.00148 -32.5 0.746955
30 889884 0.0442 -32.7 0.746955
31 889879 0.061 -35.6 0.746955
32 889803 0.896 -42.7 0.746955
33 889279 1 -264 0.746955
34 888935 0.00922 -1.87e+04 0.248985
35 807283 1 -3.96e+04 0.248985
36 800042 0.0117 -3.07e+05 0.082995
37 784266 0.0346 -2.21e+05 0.082995
38 780949 0.00315 -1.84e+05 0.082995
39 770014 0.00938 -5.78e+05 0.082995
40 737530 0.0209 -7e+05 0.082995
41 310583 0.245 -6.75e+05 0.082995
42 301722 0.0148 -2.51e+05 0.082995
43 302206 0.0014 1.6e+06 0.082995
44 296188 0.00606 -2.36e+05 0.16599
45 267700 0.0484 -1.53e+05 0.16599
46 144580 0.228 -2.22e+05 0.16599
47 129481 0.0616 -9.31e+04 0.16599
48 74751.7 0.415 5.48e+03 0.16599
49 94213.4 0.000125 2.94e+09 0.16599
50 94213.6 0.000122 3.01e+09 0.33198
51 94214.6 0.000105 3.49e+09 1.32792
52 94176.7 5.36e-05 6.87e+09 10.6234
53 93183.5 0.0147 2.57e+07 84.9869
54 87912 0.104 4.25e+06 679.895
55 22959.2 1 -6.52e+03 5439.16
56 12194.4 1 -116 1813.05
57 36796 1 2.37e+04 604.351
58 12206.7 1 941 1208.7
59 95894.2 0.124 1.45e+08 4834.81
60 83812.3 0.39 3.54e+07 38678.5
61 11348.3 1 -309 309428
62 10319 1 -424 103143
63 9262.58 1 -368 34380.9
64 9125.57 0.178 -364 11460.3
65 8567.47 1 -190 11460.3
66 11118.4 1 2.79e+03 3820.09
67 77780 0.023 6.09e+09 7640.19
68 8431.39 1 -64.3 30560.8
69 8204.76 1 -98.4 10186.9
70 7532.24 1 -230 3395.64
71 7470.44 0.254 -118 1131.88
72 71026.2 0.112 3.32e+09 1131.88
73 7505.55 0.977 87.6 2263.76
74 7164.97 1 -19.7 9055.04
75 69974.7 0.151 9.31e+09 3018.35
76 7589.13 0.475 1.12e+03 6036.69
77 6738.14 1 -119 24146.8
78 6579.94 1 -51.3 8048.92
79 6456.83 0.5 -80.2 2682.97
80 6436.27 0.0654 -142 2682.97
81 6425.22 0.121 -5.79 2682.97
82 6458.53 1 47.2 2682.97
83 6420.27 0.118 -17.4 5365.95
84 6519.93 0.264 741 5365.95
85 6365.27 0.0928 -138 10731.9
86 8395.07 0.553 4.16e+03 10731.9
87 6280.83 1 -8.68 21463.8
88 16357.8 0.827 1.84e+04 7154.6
89 6209.18 1 -4.74 14309.2
90 6786.07 0.668 943 4769.73
91 6013.64 1 -66.9 9539.47
92 6634.98 0.536 1.18e+03 3179.82
93 5801.48 1 85.6 6359.64
94 5445.62 0.473 -265 2119.88
95 5287.68 1 -0.126 2119.88
96 5268.15 0.641 8.45 706.627
97 5296.42 0.937 40.1 706.627
98 5226.23 1 -2.63 1413.25
99 5220.22 1 11.2 471.085
100 5215.69 0.255 96.4 310.133
101 5302.77 1 113 310.133
102 5268.17 1 67.8 620.265
103 5369.03 1 163 2481.06
104 5236.62 1 40 19848.5
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 234)
Directional
Iteration Residual Step-size derivative Lambda
0 4.68816e+16
Maximum lambda value exceeded.
Directional
Iteration Residual Step-size derivative Lambda
0 1.10848e+06
1 1.10847e+06 1.18e-05 -2.07e+05 2.40522
2 1.10847e+06 1.38e-05 -2.07e+05 2.40522
3 1.10846e+06 1.6e-05 -2.07e+05 2.40522
4 1.10803e+06 0.00104 -2.07e+05 2.40522
5 1.03703e+06 0.183 -1.73e+05 2.40522
6 1.00252e+06 0.127 -1.29e+05 2.40522
7 919668 0.537 -4.78e+04 2.40522
8 915794 0.0689 -2.61e+04 2.40522
9 911316 0.0992 -1.99e+04 2.40522
10 901970 0.325 -9.63e+03 2.40522
11 901811 0.00669 -1.18e+04 2.40522
12 895447 0.492 -3.41e+03 2.40522
13 891880 1 -500 2.40522
14 887140 0.489 -4.44e+03 2.39512
15 886116 0.00456 -1.12e+05 2.39512
16 884613 0.00528 -1.42e+05 2.39512
17 593303 1 -1.06e+05 2.39512
18 373899 0.376 -2.26e+05 0.798372
19 224092 1 -213 0.798372
20 224019 0.0755 -455 0.266124
21 223610 1 -46.6 0.266124
22 223591 1 -0.418 0.0950586
23 223589 0.0196 -42.1 0.0316862
24 223582 0.0891 -35.8 0.0316862
25 223559 1 9.79 0.0316862
26 223548 1 -2.31 0.0303052
27 223472 1 -6.97 0.0101017
28 223579 1 550 0.00336725
29 223460 1 172 0.0067345
30 223390 1 -2.1 0.00864196
31 223389 1 -0.058 0.00288065
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.03497e+06
1 1.03495e+06 9.95e-05 -7.37e+04 545095
2 1.02543e+06 0.0673 -6.78e+04 545095
3 960486 0.75 -2.62e+04 545095
4 955233 0.169 -1.45e+04 545095
5 937083 1 -5.47e+03 545095
6 927190 1 -3.94e+03 181698
7 921287 0.428 -6.4e+03 60566.1
8 915273 0.568 -4.84e+03 60566.1
9 914506 0.135 -2.82e+03 60566.1
10 914369 0.025 -2.75e+03 60566.1
11 909382 1 -2.25e+03 60566.1
12 906412 0.322 -4.36e+03 20188.7
13 900123 1 -2.5e+03 20188.7
14 900038 0.0117 -3.63e+03 6729.57
15 897062 0.473 -2.68e+03 6729.57
16 893886 1 -1.06e+03 6729.57
17 891877 1 -747 2243.19
18 890938 0.476 -878 747.73
19 890425 1 -158 747.73
20 890064 1 -82.5 249.243
21 889943 1 -28.3 83.0811
22 889932 0.294 -16.1 27.6937
23 889922 0.467 -8.07 27.6937
24 889917 0.525 -4.19 27.6937
25 889911 1 -2.15 27.6937
26 889900 1 -5.45 9.23124
27 889895 0.102 -22.8 3.07708
28 889846 1 -24.7 3.07708
29 889603 0.578 -212 1.02569
30 889588 0.00419 -1.78e+03 1.02569
31 889512 0.0199 -1.93e+03 1.02569
32 888224 0.234 -2.76e+03 1.02569
33 825212 0.866 -3.05e+04 1.02569
34 809387 0.00328 -2.19e+06 1.02569
35 804503 0.00128 -1.9e+06 1.02569
36 775697 0.0313 -4.54e+05 1.02569
37 767018 0.0118 -3.61e+05 1.02569
38 753203 0.0134 -5.12e+05 1.02569
39 752882 0.00482 -3.37e+04 1.02569
40 729170 0.0238 -4.88e+05 1.02569
41 23795.7 0.945 5.25e+04 1.02569
42 13742.3 0.592 -2.46e+03 1.02569
43 13867 0.153 5.22e+03 1.02569
44 23844.8 0.0747 6.95e+05 2.05139
45 23900.7 0.0431 1.19e+06 8.20554
46 23694.3 0.00344 1.71e+07 65.6443
47 10482.3 1 419 525.155
48 21335.9 0.152 2.33e+06 175.052
49 25971.6 0.0676 5.1e+06 350.103
50 22524.1 0.407 9.23e+04 1400.41
51 7816.04 1 -914 11203.3
52 19632.8 0.0515 3.51e+06 3734.43
53 7139.72 1 -122 7468.87
54 5163.51 1 95.8 2489.62
55 5020.44 0.132 -517 829.874
56 4172.77 1 -133 829.874
57 4230.24 1 867 276.625
58 15621.5 1 4.23e+04 553.249
59 11631.1 1 2.16e+04 2213
60 4107.81 1 -20.8 17704
61 4065.64 1 -12.4 5901.33
62 3901.64 1 -63.4 1967.11
63 3977.77 0.0632 1.46e+03 655.703
64 3875.65 0.111 -114 1311.41
65 4040.2 1 315 1311.41
66 3870.58 0.012 -140 2622.81
67 3762.43 1 -45.6 2622.81
68 3715.37 0.332 -67.2 874.271
69 3710.83 0.103 -15.4 874.271
70 3591.89 1 -49.5 874.271
71 18469.2 0.929 5.28e+04 291.424
72 3541.58 1 17.3 582.847
73 3195.68 1 -14.4 194.282
74 3057.14 1 137 99.8734
75 2917.31 1 18.2 99.6069
76 3339.99 1 1.22e+03 62.128
77 2789.89 1 -8.88 124.256
78 2788.51 0.0228 -17.3 41.4187
79 2762.89 1 15.5 41.4187
80 2762.32 1 23.5 40.8554
81 2727.93 1 0.707 68.7158
82 2723.55 0.786 12.3 43.0003
83 2710.12 1 -1.81 43.0003
84 2699.53 1 -2.98 22.4768
85 2700.1 1 9.49 7.49226
86 2700.39 0.0136 75.4 14.9845
87 2695.2 1 -1.61 59.9381
88 3947.25 1 2.7e+03 19.9794
89 2719.9 1 53.1 39.9587
90 2789.27 1 160 159.835
91 2717.33 0.65 35.2 1278.68
92 2692.75 1 -1.01 10229.4
93 2687.93 1 -2.17 3409.81
94 2687.15 0.00409 -93.8 1136.6
95 2725.84 0.148 470 1136.6
96 2688.21 0.375 18.4 2273.21
97 3330.32 1 1.01e+03 9092.83
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 920519
1 920480 0.000641 -3.11e+04 4.18542
2 911316 0.148 -3.32e+04 4.18542
3 909710 0.0367 -2.15e+04 4.18542
4 900927 0.238 -1.62e+04 4.18542
5 890268 1 1.06e+03 4.18542
6 890147 0.201 -252 1.39514
7 889927 1 -39 1.39514
8 889849 1 -33 0.80123
9 889813 0.0412 -441 0.308613
10 889632 0.115 -793 0.308613
11 881474 1 -4.05e+03 0.308613
12 852172 0.0289 -5e+05 0.102871
13 234346 1 -2.15e+04 0.102871
14 36304.9 1 -5.32e+04 0.0342904
15 1090.73 1 3.98 0.0114301
16 1083.98 1 -1.49 0.00381004
17 1073.59 1 -0.756 0.00388618
18 1073.46 1 -0.00645 0.00129539
19 1073.46 1 -5.11e-05 0.00059209
20 1063.51 1 110 0.000234243
21 1007.23 1 -3.37 0.000318101
22 1028.54 0.00875 9.98e+05 0.000106034
23 1028.51 0.0163 5.34e+05 0.000212068
24 1028.34 0.0619 1.41e+05 0.00084827
25 1026.83 0.487 1.74e+04 0.00678616
26 1006.87 1 -0.0134 0.0542893
27 1025.02 0.96 6.35e+03 0.0180964
28 1005.36 0.623 -0.681 0.0361929
29 1005.26 1 -0.113 0.0361929
30 1021.61 0.194 7.1e+03 0.0120643
31 1021.56 0.382 3.6e+03 0.0241286
32 1005.02 1 -0.321 0.0965143
33 1019.57 0.198 2.22e+03 0.0321714
34 1019.43 0.378 1.16e+03 0.0643429
35 1004.39 1 -0.734 0.257371
36 1014.41 0.236 493 0.0857905
37 1014.04 0.423 270 0.171581
38 1003.22 1 -0.866 0.686324
39 1006.34 0.386 63.5 0.228775
40 1005.65 0.674 33.9 0.457549
41 1002.11 1 -0.639 1.8302
42 1001.59 0.813 8.16 0.610066
43 998.404 1 -0.0507 0.610066
44 998.378 1 0.00251 0.203355
45 998.376 1 0.000337 0.122267
46 998.376 1 2.07e-05 0.0955271
47 998.376 1 -2.86e-05 0.0829372
48 998.376 1 -8.66e-05 0.0324357
49 998.375 1 -0.000241 0.0108119
50 998.374 1 -0.000564 0.00360396
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.16209e+06
1 1.16208e+06 2.51e-05 -2.36e+05 1.70106
2 1.16207e+06 2.14e-05 -2.36e+05 1.70106
3 1.16205e+06 3.35e-05 -2.36e+05 1.70106
4 1.16194e+06 0.000231 -2.36e+05 1.70106
5 945177 0.451 -1.88e+05 1.70106
6 925810 0.221 -3.55e+04 1.70106
7 905404 0.722 7.47e+03 1.70106
8 904060 0.0501 -1.26e+04 1.70106
9 896488 0.456 -5.23e+03 1.70106
10 891623 1 -790 1.70106
11 891588 0.0186 -918 1.04978
12 890958 1 -89.3 1.04978
13 890930 0.0292 -442 1.02612
14 890677 0.408 -232 1.02612
15 890675 0.00107 -1.21e+03 1.02612
16 890367 0.146 -995 1.02612
17 882495 1 -3.91e+03 1.02612
18 457763 1 -4.97e+04 0.34204
19 447275 1 -274 0.114013
20 447048 1 -91.4 0.0380044
21 446122 1 -8.94 0.0126681
22 445986 1 -2.17 0.00630133
23 445980 1 -0.356 0.00210044
24 445980 1 0.0568 0.000700148
25 445980 1 0.04 0.000302356
26 445980 0.451 -0.0124 0.000286406
27 445980 1 0.00102 0.000286406
28 445980 1 0.000438 0.000231859
29 445980 0.886 0.000102 0.00023145
30 445980 1 2.31e-05 0.00023145
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 916022
1 915984 0.000696 -2.71e+04 2.84282
2 915845 0.00256 -2.7e+04 2.84282
3 915834 0.000204 -2.7e+04 2.84282
4 915653 0.00337 -2.68e+04 2.84282
5 915622 0.000582 -2.68e+04 2.84282
6 915397 0.00422 -2.66e+04 2.84282
7 914166 0.0235 -2.58e+04 2.84282
8 914128 0.00075 -2.53e+04 2.84282
9 911161 0.061 -2.34e+04 2.84282
10 910204 0.0218 -2.17e+04 2.84282
11 906832 0.0833 -1.92e+04 2.84282
12 898593 0.273 -1.24e+04 2.84282
13 898481 0.00574 -9.74e+03 2.84282
14 897791 0.0364 -9.24e+03 2.84282
15 890314 0.972 32.1 2.84282
16 889654 1 -199 2.84282
17 889509 0.0481 -1.47e+03 2.51217
18 885104 1 -2.17e+03 2.51217
19 799515 0.195 -2.1e+05 0.837389
20 625848 0.133 -6.09e+05 0.837389
21 2493.58 1 -2.29e+03 0.837389
22 1083.53 1 8 0.27913
23 1004.01 1 -7 0.0930432
24 998.544 1 -0.316 0.0310144
25 998.397 1 -0.00329 0.0103381
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.03765e+06
1 1.03765e+06 2.24e-05 -5.01e+04 345116
2 1.0376e+06 0.000482 -5.01e+04 345116
3 1.00021e+06 0.447 -3.45e+04 345116
4 991493 0.17 -2.42e+04 345116
5 979356 0.299 -1.84e+04 345116
6 955589 1 -8.14e+03 345116
7 955410 0.00802 -1.11e+04 115039
8 948715 0.324 -9.62e+03 115039
9 940471 0.542 -6.88e+03 115039
10 938435 0.18 -5.53e+03 115039
11 933988 0.442 -4.8e+03 115039
12 926051 1 -3.65e+03 115039
13 912960 1 -5.68e+03 38346.2
14 899291 1 -4.98e+03 12782.1
15 899267 0.00245 -4.85e+03 4260.69
16 892530 1 -1.85e+03 4260.69
17 890524 1 -596 1420.23
18 890297 0.161 -676 473.41
19 890109 1 -52.3 473.41
20 890014 1 -32.8 157.803
21 889952 1 -21.1 52.6011
22 889932 0.566 -13.9 17.5337
23 889918 1 -4.13 17.5337
24 889909 1 -3.6 5.84457
25 889907 0.106 -6.4 2.75087
26 889897 1 -4.24 2.75087
27 889893 0.123 -19 1.28205
28 889859 0.966 -15 1.28205
29 889772 1 -43 1.28205
30 889653 0.0951 -627 0.427351
31 885905 1 -1.87e+03 0.427351
32 880534 0.00245 -1.1e+06 0.14245
33 879709 0.00131 -3.16e+05 0.14245
34 833780 0.0124 -1.81e+06 0.14245
35 827776 0.011 -2.67e+05 0.14245
36 790401 0.0245 -7.5e+05 0.14245
37 788457 0.00124 -7.4e+05 0.14245
38 772766 0.0164 -1.84e+05 0.14245
39 726869 0.0642 -3.39e+05 0.14245
40 717984 0.0243 -1.8e+05 0.14245
41 693740 0.0376 -3.15e+05 0.14245
42 688686 0.0271 -8.69e+04 0.14245
43 665410 0.0357 -3.15e+05 0.14245
44 631146 0.0268 -5.97e+05 0.14245
45 454988 0.22 -3.31e+05 0.14245
46 334040 1 4.59e+04 0.14245
47 309767 0.0751 -1.24e+05 0.113158
48 300369 0.0742 -5.17e+04 0.113158
49 266500 0.614 3.06e+04 0.113158
50 287593 0.522 6.04e+04 0.113158
51 287593 0.522 6.04e+04 0.226316
52 287593 0.522 6.04e+04 0.905263
53 287593 0.521 6.05e+04 7.2421
54 287595 0.513 6.17e+04 57.9368
55 298034 0.53 8.28e+04 463.495
56 358257 0.198 5.66e+05 3707.96
57 252138 1 -3.63e+03 29663.7
58 253455 1 2.79e+03 9887.89
59 246314 1 -659 19775.8
60 241978 1 -685 7467.08
61 239187 1 -1.11e+03 2522.15
62 239044 0.037 -1.9e+03 997.917
63 235884 1 -1.14e+03 997.917
64 233606 1 -727 465.988
65 233036 0.28 -889 184.462
66 232588 0.155 -1.1e+03 184.462
67 231704 1 -253 184.462
68 231704 0.144 90.2 74.6033
69 231576 0.122 -487 74.6033
70 231076 1 -62.4 74.6033
71 229779 1 -357 60.0483
72 270817 0.8 2.47e+05 39.6206
73 230840 1 2.02e+03 79.2412
74 231973 1 4.04e+03 316.965
75 231102 1 2.35e+03 2535.72
76 229585 1 -77.6 20285.8
77 229404 1 -73.7 6761.92
78 229234 1 -53.8 2253.97
79 229014 1 198 751.324
80 228995 1 508 250.441
81 228994 1 240 377.7
82 228515 1 -155 750.055
83 228829 1 634 401.246
84 228556 0.292 319 802.491
85 228438 1 -30.7 3209.96
86 229447 1 1.44e+03 1069.99
87 228429 1 111 2139.98
88 228589 1 302 3578.51
89 228355 1 -17.7 7157.02
90 228292 0.0802 -384 3670.88
91 228160 0.0592 -635 3670.88
92 227431 1 -231 3670.88
93 227471 0.121 434 2137.64
94 227210 1 -16.2 4275.27
95 227130 0.883 10.5 3345.53
96 227139 0.572 22.8 3345.53
97 227119 1 6.48 6691.06
98 227152 1 38.6 5648.05
99 227129 1 15.9 11296.1
100 227143 1 57.9 45184.4
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 926165
1 925099 0.0148 -3.57e+04 31.334
2 922847 0.0326 -3.38e+04 31.334
3 922778 0.00104 -3.31e+04 31.334
4 920265 0.039 -3.14e+04 31.334
5 919617 0.0107 -3.02e+04 31.334
6 900336 0.423 -1.63e+04 31.334
7 896212 0.237 -7.36e+03 31.334
8 894380 0.165 -4.99e+03 31.334
9 894275 0.0122 -4.26e+03 31.334
10 891494 0.423 -2.39e+03 31.334
11 890656 0.332 -1.01e+03 31.334
12 890001 0.697 -238 31.334
13 889990 0.0631 -83.2 31.334
14 889900 1 -11.3 31.334
15 889875 1 -8.51 10.4447
16 889855 1 -6.57 3.48155
17 889809 1 -16.5 1.63806
18 889777 0.133 -121 0.659207
19 889719 0.125 -233 0.659207
20 888719 0.929 -538 0.659207
21 885322 0.0696 -2.44e+04 0.659207
22 480849 1 -1.58e+05 0.659207
23 1047.45 1 -303 0.219736
24 998.438 1 -0.0161 0.0732452
25 998.397 1 0.000222 0.0244151
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 949007
1 948957 0.000432 -5.82e+04 1.91754
2 948928 0.000243 -5.82e+04 1.91754
3 948926 2.42e-05 -5.82e+04 1.91754
4 948919 5.48e-05 -5.82e+04 1.91754
5 948899 0.000172 -5.81e+04 1.91754
6 948885 0.000126 -5.81e+04 1.91754
7 948811 0.000632 -5.8e+04 1.91754
8 948323 0.00423 -5.73e+04 1.91754
9 941910 0.0606 -4.86e+04 1.91754
10 938022 0.0395 -4.68e+04 1.91754
11 934407 0.0393 -4.4e+04 1.91754
12 919219 0.223 -2.59e+04 1.91754
13 918220 0.0171 -2.84e+04 1.91754
14 908800 0.224 -1.53e+04 1.91754
15 898041 1 280 1.91754
16 896822 0.0752 -6.02e+03 1.91424
17 879201 1 -8.25e+03 1.91424
18 848100 0.0363 -4.21e+05 1.69159
19 835073 0.00973 -6.65e+05 1.69159
20 38497.3 1 -6.64e+04 1.69159
21 1467.71 1 -676 0.563865
22 1103.84 1 10.5 0.187955
23 1089.32 1 1.95 0.0853889
24 1073.59 1 -3.4 0.085727
25 1070.98 1 -0.383 0.06322
26 1070.84 1 -0.0274 0.029874
27 1070.82 1 -0.00533 0.0294061
28 1070.81 1 -0.00241 0.0263506
29 1070.8 1 -0.00147 0.0245723
30 1070.8 0.979 -0.00104 0.021241
31 1070.8 1 -0.000698 0.021241
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.06115e+06
1 1.06114e+06 3.38e-05 -1.66e+05 1.16063
2 1.06114e+06 2.07e-05 -1.66e+05 1.16063
3 1.06109e+06 0.00013 -1.66e+05 1.16063
4 1.05511e+06 0.0189 -1.51e+05 1.16063
5 1.05347e+06 0.00521 -1.55e+05 1.16063
6 1.04673e+06 0.023 -1.36e+05 1.16063
7 1.04672e+06 2.28e-05 -1.52e+05 1.16063
8 1.04574e+06 0.00326 -1.49e+05 1.16063
9 1.04026e+06 0.0191 -1.36e+05 1.16063
10 1.02633e+06 0.0557 -1.07e+05 1.16063
11 1.01969e+06 0.0274 -1.11e+05 1.16063
12 1.01144e+06 0.037 -9.79e+04 1.16063
13 977559 0.322 -2.4e+04 1.16063
14 965772 0.142 -2.06e+04 1.16063
15 962108 0.0318 -4e+04 1.16063
16 889618 1 -3.03e+04 1.16063
17 847419 0.0395 -5.07e+05 1.16062
18 557527 0.262 -4.71e+05 1.16062
19 169602 0.515 -2.41e+05 1.16062
20 9285.5 1 -7.01e+03 1.16062
21 2160.27 0.827 -959 0.386873
22 1906.81 0.228 -471 0.386873
23 1685.54 0.355 -240 0.386873
24 1528.1 1 -6.15 0.386873
25 1526.69 1 -0.12 0.128958
26 1524.74 1 -0.952 0.0429858
27 1453.87 0.907 -31.4 0.0143286
28 1353.65 0.638 6.95 0.0143286
29 1299.13 1 1.81 0.0143286
30 1273.06 1 45.4 0.0133946
31 1259.63 1 -1.88 0.013101
32 1258.88 1 -0.0529 0.00436701
33 1258.85 1 -0.0101 0.00145567
34 1258.69 1 -0.0578 0.000485223
35 1258.62 1 0.00133 0.000161741
36 1258.62 1 0.000132 5.39137e-05
37 1258 0.0117 -26 2.0326e-05
38 1234.77 1 8.62 2.0326e-05
39 1997.39 0.792 3.35e+03 9.73639e-06
40 1835.15 1 1.99e+03 1.94728e-05
41 1229.51 1 11.6 7.78911e-05
42 1996.22 0.48 3.62e+03 7.8053e-05
43 1996.22 0.48 3.62e+03 0.000156106
44 1996.23 0.481 3.62e+03 0.000624424
45 1996.29 0.484 3.6e+03 0.00499539
46 1996.82 0.509 3.42e+03 0.0399631
47 2001.13 0.71 2.47e+03 0.319705
48 1250.33 1 46.3 2.55764
49 1221.44 1 -1.39 20.4611
50 1220.25 1 1.3 6.82038
51 1218.12 1 -0.304 6.87629
52 1216.86 1 -0.345 6.4993
53 1216.18 1 -0.195 5.20669
54 1215.7 1 -0.163 4.51314
55 1215.35 1 -0.116 3.52941
56 1215.09 1 -0.0918 2.88282
57 1214.89 1 -0.0704 2.28469
58 1214.73 1 -0.056 1.83784
59 1214.61 1 -0.045 1.466
60 1214.51 1 -0.0366 1.16803
61 1214.44 1 -0.0299 0.926905
62 1214.37 1 -0.0244 0.734227
63 1214.32 1 -0.02 0.581011
64 1214.28 1 -0.0163 0.459667
65 1214.28 1.03e-05 -0.0218 0.363727
66 1214.24 1 -0.0133 0.363727
67 1214.22 1 -0.0107 0.28792
68 1214.19 1 -0.00869 0.228018
69 1214.18 1 -0.00701 0.180665
70 1214.16 1 -0.00564 0.143212
71 1214.15 1 -0.00453 0.113572
72 1214.14 1 -0.00363 0.0901013
73 1214.13 1 -0.00291 0.0715046
74 1214.13 1 -0.00232 0.0567624
75 1214.12 1 -0.00185 0.0450706
76 1214.12 1 -0.00148 0.0357942
77 1214.12 1 -0.00118 0.0284319
78 1214.11 1 -0.00094 0.022587
79 1214.11 1 -0.000748 0.0179456
80 1214.11 1 -0.000596 0.0142593
81 1214.11 1 -0.000381 0.0113311
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 969272
1 969248 0.000153 -7.87e+04 7.14338
2 969244 2.47e-05 -7.87e+04 7.14338
3 969230 8.66e-05 -7.87e+04 7.14338
4 969218 7.89e-05 -7.87e+04 7.14338
5 969208 6.39e-05 -7.87e+04 7.14338
6 969177 0.000193 -7.86e+04 7.14338
7 969081 0.000612 -7.86e+04 7.14338
8 907907 0.591 -2.98e+04 7.14338
9 906884 0.0293 -1.7e+04 7.14338
10 906732 0.00453 -1.67e+04 7.14338
11 904481 0.0712 -1.5e+04 7.14338
12 890918 0.917 -2.25e+03 7.14338
13 889906 1 -173 7.14338
14 889775 0.464 -111 3.80454
15 889405 1 -176 3.80454
16 882635 1 -3.37e+03 1.26818
17 882067 0.00064 -4.43e+05 0.422727
18 874000 0.00878 -4.58e+05 0.422727
19 242598 1 -5.81e+04 0.422727
20 202653 0.0871 -2.19e+05 0.140909
21 1414.81 1 -573 0.140909
22 1414.72 0.000145 -299 0.0469697
23 1343.65 1 460 0.0469697
24 1125.46 1 -21.6 0.0537875
25 1242.86 0.264 1.88e+03 0.0179292
26 1241.84 0.267 1.85e+03 0.0358583
27 1235.94 0.29 1.69e+03 0.143433
28 1191.64 0.486 939 1.14747
29 1098.56 0.966 356 9.17973
30 1050.16 1 -2.35 9.17973
31 1048.14 0.442 -1.61 3.05991
32 1046.03 1 -0.464 3.05991
33 1045.12 1 -0.274 1.68912
34 1044.52 0.401 -0.739 0.563042
35 1041.63 1 -1.41 0.563042
36 1015.53 1 -9.49 0.187681
37 1013.25 0.0721 -15.1 0.0625602
38 1012.07 0.042 -13.6 0.0625602
39 999.103 1 -0.962 0.0625602
40 998.924 1 0.000607 0.0208534
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 922440
1 922438 1.75e-05 -3.31e+04 0.953349
2 922405 0.000502 -3.31e+04 0.953349
3 916979 0.0873 -2.91e+04 0.953349
4 915100 0.035 -2.61e+04 0.953349
5 909329 0.124 -2.1e+04 0.953349
6 902828 0.187 -1.5e+04 0.953349
7 899249 0.16 -9.87e+03 0.953349
8 891835 0.719 -2.31e+03 0.953349
9 891524 0.107 -1.24e+03 0.953349
10 891030 0.237 -774 0.953349
11 890443 0.378 -586 0.953349
12 886189 1 -2.05e+03 0.953349
13 510520 1 -1.03e+05 0.328485
14 472089 0.202 -8.76e+04 0.109495
15 456511 0.0319 -2.4e+05 0.109495
16 343919 0.282 -1.67e+05 0.109495
17 333275 0.0453 -1.15e+05 0.109495
18 301820 0.156 -9.24e+04 0.109495
19 223575 1 -112 0.109495
20 223571 0.213 9.93e+03 0.0364984
21 223302 1 17.8 0.0364984
22 223301 1 15.4 0.0121661
23 223292 1 -1.4 0.0228333
24 223292 1 -0.00498 0.0076111
25 223292 1 -0.0188 0.00763234
26 223267 1 2.16 0.00254411
27 223265 1 0.0134 0.00137516
28 223888 0.329 4.07e+06 0.000458387
29 223250 0.33 -17.8 0.000916774
30 223770 0.162 4.06e+06 0.000916774
31 223728 0.324 1.89e+06 0.00183355
32 223237 1 0.579 0.0073342
33 223597 0.139 7.62e+05 0.00297277
34 223592 0.277 3.8e+05 0.00594554
35 223235 1 1.46 0.0237821
36 223559 0.0493 1.89e+05 0.00792738
37 223559 0.0858 1.09e+05 0.0158548
38 223557 0.305 3.06e+04 0.0634191
39 223235 1 -0.259 0.507352
40 223541 0.453 1.19e+04 0.169117
41 223540 0.884 6.11e+03 0.338235
42 223234 1 -0.191 1.35294
43 223524 0.851 4.49e+03 0.45098
44 223234 1 2.66 0.90196
45 223242 0.791 37.9 1.46242
46 223233 1 0.194 2.92485
47 223232 0.114 -2.03 2.22114
48 223349 1 450 2.22114
49 223232 1 4.75 4.44228
50 223227 1 -0.774 6.27526
51 223224 1 0.796 4.42955
52 223221 1 -0.613 4.34484
53 223221 1 -0.0486 1.44828
54 223221 1 -0.00916 0.920643
55 223221 1 -0.000417 0.306881
56 223221 1 -0.000196 0.102294
57 223221 1 -0.000789 0.0340979
58 195739 0.0639 -2.08e+05 0.011366
59 1480.27 0.95 -9.69e+03 0.011366
60 998.376 1 -0.000205 0.011366
61 998.375 0.126 -0.00419 0.00378866
62 998.374 0.197 -0.00107 0.00378866
63 998.373 1 -0.000313 0.00378866
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 965600
1 965598 1.26e-05 -7.5e+04 7.2448
2 965596 1.01e-05 -7.5e+04 7.2448
3 965595 1.04e-05 -7.5e+04 7.2448
4 965593 1.08e-05 -7.5e+04 7.2448
5 955964 0.0647 -7.38e+04 7.2448
6 933827 0.174 -6.08e+04 7.2448
7 902520 1 4.82e+04 7.2448
8 890828 1 -1.8e+03 6.62805
9 890460 0.236 -598 2.47524
10 890037 0.525 -244 2.47524
11 889839 0.236 -355 2.47524
12 889570 0.188 -675 2.47524
13 889268 0.0797 -1.88e+03 2.47524
14 880934 1 -4.11e+03 2.47524
15 728723 0.194 -3.64e+05 0.825081
16 711565 0.013 -6.37e+05 0.825081
17 13412.7 0.967 -4.67e+04 0.825081
18 1473.08 1 -88.6 0.825081
19 1451.93 1 -0.528 0.275027
20 1448.24 1 -0.627 0.210782
21 1447.44 1 -0.149 0.158886
22 1447.27 1 -0.057 0.0874818
23 1447.02 1 -0.122 0.0371474
24 1446.69 0.11 -1.47 0.0123825
25 1442.96 0.454 -4.07 0.0123825
26 1369.05 1 -19.6 0.0123825
27 1331.63 1 7.35 0.00412749
28 1317.18 1 0.251 0.00290282
29 1316.38 0.717 -0.254 0.000967607
30 1316.3 1 -0.00252 0.000967607
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 974122
1 974104 0.000108 -8.23e+04 1.27317
2 974101 1.6e-05 -8.23e+04 1.27317
3 974099 1.31e-05 -8.23e+04 1.27317
4 974078 0.000132 -8.22e+04 1.27317
5 974055 0.000139 -8.22e+04 1.27317
6 973664 0.00239 -8.1e+04 1.27317
7 973570 0.000574 -8.16e+04 1.27317
8 971699 0.0119 -7.59e+04 1.27317
9 963002 0.0661 -5.41e+04 1.27317
10 962971 0.000215 -7.17e+04 1.27317
11 953266 0.0828 -4.77e+04 1.27317
12 936298 0.169 -4.06e+04 1.27317
13 927883 0.106 -3.4e+04 1.27317
14 915536 0.222 -2.05e+04 1.27317
15 901410 0.957 -659 1.27317
16 900045 0.0849 -5.41e+03 1.27317
17 895138 0.468 -3.91e+03 1.27317
18 892041 0.0111 -1.37e+05 1.27317
19 494772 1 -1.35e+05 1.27317
20 268392 0.273 -3.47e+05 0.424389
21 4298.57 1 -1.69e+03 0.424389
22 2055.94 1 -199 0.141463
23 2009.73 0.138 -158 0.0494745
24 1938.59 0.175 -191 0.0494745
25 1911.41 0.0349 -383 0.0494745
26 1484.66 1 -6.11 0.0494745
27 1347.21 1 -11.8 0.0164915
28 1339.66 1 -1.29 0.00549716
29 1330 0.794 1.56 0.00183239
30 1328.16 1 -0.149 0.00183239
31 1328.13 1 -0.00251 0.000610796
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 929613
1 929613 3.13e-05 -3.55e+03 194780
2 929611 0.000156 -3.55e+03 194780
3 924173 1 -1.88e+03 194780
4 915910 1 -3.73e+03 64926.6
5 904273 1 -4.61e+03 21642.2
6 895602 1 -2.74e+03 7214.07
7 892192 1 -1e+03 2404.69
8 890955 0.654 -782 801.563
9 890607 1 -124 801.563
10 890267 1 -134 267.188
11 890187 0.258 -147 89.0626
12 889992 1 -64.3 89.0626
13 889926 1 -13.8 29.6875
14 889913 1 -2.91 9.89585
15 889894 1 -9.05 3.29862
16 889867 0.443 -29.6 1.09954
17 889826 0.412 -50 1.09954
18 889825 0.00339 -129 1.09954
19 889790 0.137 -129 1.09954
20 889679 0.239 -235 1.09954
21 888101 1 -792 1.09954
22 708023 1 -8.29e+04 0.366513
23 658992 0.0385 -6.05e+05 0.122171
24 658631 1.4e-05 -1.31e+07 0.122171
25 655556 0.00487 -3.01e+05 0.122171
26 634780 0.0101 -8.83e+05 0.122171
27 626882 0.0126 -3.08e+05 0.122171
28 621233 0.00861 -3.09e+05 0.122171
29 573181 0.047 -4.97e+05 0.122171
30 555298 0.0202 -4.38e+05 0.122171
31 372389 0.0326 -2.4e+06 0.122171
32 356492 0.0238 -3.17e+05 0.122171
33 14378.9 1 -9.07e+03 0.122171
34 7996.28 1 634 0.0407236
35 8874.91 1 1.23e+04 0.0172154
36 9142.69 1 1.52e+04 0.0344308
37 13686.3 1 8.16e+04 0.137723
38 29514.1 1 -3.5e+05 1.10178
39 7685.17 0.672 2.31e+03 8.81427
40 7442.66 1 22.5 8.81427
41 7363.43 1 -15.9 2.93809
42 7332.93 1 -9.66 0.979364
43 7938.33 1 849 0.383638
44 7361.93 1 78 0.767276
45 7312.39 1 5.21 3.0691
46 7307.42 1 1.81 1.02303
47 7292.08 1 -7.41 0.532304
48 7293.68 0.0799 90.3 0.177435
49 7113.98 1 -54.4 0.354869
50 6925.39 0.349 138 0.11829
51 6957.58 1 73.3 0.11829
52 6470.7 1 -79.2 0.236579
53 7949.39 0.929 2.47e+03 0.0788598
54 7952.01 0.929 2.47e+03 0.15772
55 7967.92 0.931 2.5e+03 0.630879
56 8121.24 0.942 2.72e+03 5.04703
57 9163.64 0.983 4.34e+03 40.3762
58 10010 0.935 5.44e+03 323.01
59 21645.9 0.478 1.23e+05 2584.08
60 6398.23 1 -21.5 20672.6
61 7014.75 1 1.04e+03 6890.88
62 6339.31 1 -14.5 13781.8
63 6504.1 0.589 327 4593.92
64 6145.98 1 83.2 9187.84
65 6008.79 1 -25.8 3062.61
66 5316.04 0.902 -257 1020.87
67 5275.07 0.0227 -821 1020.87
68 4906.01 0.849 -90.7 1020.87
69 4528.89 1 -135 1020.87
70 5154.62 0.357 1.37e+03 340.29
71 6536.21 0.622 2.55e+03 680.58
72 4571.21 1 112 2722.32
73 4500.03 1 -11.3 21778.6
74 4750.81 1 421 7259.52
75 4462.26 1 -17.7 14519
76 4906.65 1 533 4839.68
77 4413.7 1 -22.5 9679.37
78 4407.25 0.0419 -76 3226.46
79 4404.55 0.0575 -23 3226.46
80 4390.7 0.196 -34.6 3226.46
81 4600.55 1 289 3226.46
82 4356.12 1 -5.44 6452.91
83 4203.04 1 -61.4 2150.97
84 3951.6 1 -104 716.99
85 3950.42 0.002 90.8 238.997
86 3638.89 1 -103 238.997
87 3478.75 1 -42 118.232
88 5733.72 1 4.35e+03 77.3149
89 9198.29 0.478 2.87e+04 154.63
90 3457.42 0.362 -23.5 618.519
91 3513.17 1 60.2 618.519
92 3430.71 1 -10.9 1237.04
93 3418.63 1 6.35 412.346
94 3402.61 1 44.8 189.813
95 3388.82 0.822 12 188.511
96 3630.98 1 501 188.511
97 3450.55 1 101 377.022
98 3420.13 1 44.7 1508.09
99 3385.18 1 3.55 12064.7
100 3379.79 1 -1.19 4021.56
101 3383.87 1 3.94 1340.52
102 3374.81 1 -2.26 2681.04
103 3637.11 0.683 472 893.681
104 3370.93 0.0303 -7.44 1787.36
105 3366.09 1 -1.67 1787.36
106 3356.01 1 -0.16 595.787
107 3370.61 1 15.7 198.596
108 3350.82 0.437 2.35 397.191
109 3371.8 1 24.5 397.191
110 3359.66 1 9.82 794.383
111 3305.56 0.681 -28.5 3177.53
112 3268.33 1 -14.7 3177.53
113 3425.35 0.447 542 1059.18
114 3274.9 0.607 62.3 2118.35
115 3238.73 1 -12.3 8473.42
116 3237.65 0.0268 -20 2824.47
117 3229.23 0.199 -13.4 2824.47
118 3205.24 0.491 -20.9 2824.47
119 3195.24 1 -1.41 2824.47
120 3185.67 0.041 -110 941.491
121 3162.15 0.413 -27.2 941.491
122 3103.68 1 -26.3 941.491
123 3171.2 1 54.3 313.83
124 3092.06 1 6.08 627.661
125 3501.32 0.292 2.08e+03 209.22
126 6127.05 0.848 1.43e+04 418.44
127 3060.45 1 -13.5 1673.76
128 3060.44 0.000462 -12.9 557.921
129 3038.5 1 32.2 557.921
130 3049.29 1 28 557.495
131 3017.9 1 4.09 1114.99
132 3110.87 1 160 371.663
133 2985.72 1 22.8 743.326
134 2972.84 0.121 -9.76 247.775
135 3158.69 1 315 247.775
136 2955.06 1 24 495.551
137 2955.57 1 33.7 462.096
138 3056.14 1 124 924.192
139 2943.68 1 -4.69 3696.77
140 3087.91 1 136 1232.26
141 2935.88 1 -3.32 2464.51
142 2931.55 1 -1.47 821.504
143 2908.45 1 -8.28 273.835
144 2970.32 1 85.4 91.2782
145 3323.21 1 817 182.556
146 2935.98 1 39 730.226
147 2903.67 1 -1.56 5841.81
148 2890.37 1 -5.52 1947.27
149 2890.31 0.00455 -6.74 649.09
150 2896.45 0.268 25.7 649.09
151 2866.16 0.145 -76.8 1298.18
152 2889.44 0.296 104 1298.18
153 2981.88 1 112 2596.36
154 2851.3 1 -3.81 10385.4
155 2446.53 0.803 -76.5 3461.81
156 2472.13 1 189 3461.81
157 2663.25 0.883 450 6923.62
158 2267.32 1 -35.8 27694.5
159 2186.6 1 -24.1 20565.4
160 2081.43 1 -43.2 6855.12
161 2080.34 0.00873 -57.6 2285.04
162 1968.5 1 -50.1 2285.04
163 1865.71 1 -35.5 761.681
164 1845.87 0.137 -60 253.894
165 1917.57 0.414 509 253.894
166 1837.88 0.531 -4.08 507.787
167 1823.11 0.415 -16.2 507.787
168 2021.59 0.374 1.06e+03 507.787
169 1784.41 1 -12.4 1015.57
170 1810.47 1 38.8 338.525
171 1756.65 1 -8.64 677.049
172 1750.84 1 -0.806 225.683
173 1749.88 0.119 1.31 101.092
174 1962.17 1 276 101.092
175 1740.56 1 -2.93 202.183
176 1747.77 0.39 42.4 67.3944
177 1743.73 1 6.05 134.789
178 1740.05 1 1.35 539.155
179 1751.99 1 13.2 386.542
180 1752.29 1 25.2 773.083
181 1763.25 1 39.7 3092.33
182 1735.31 1 -1.92 24738.7
183 1731.65 0.0356 -48.4 8246.22
184 1730.67 0.113 -3.74 8246.22
185 1722.88 1 -2.62 8246.22
186 1752.38 1 52.6 2748.74
187 1719.44 1 -1.41 5497.48
188 1714.53 1 -1.85 1832.49
189 1719.43 1 5.98 610.831
190 1757.28 1 87.7 1221.66
191 1708.69 1 -2.58 4886.65
192 1848.77 1 164 1628.88
193 1712.52 1 4.43 3257.77
194 1707.82 1 -0.369 13031.1
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.23115e+06
1 1.23114e+06 1.95e-05 -3.12e+05 0.556997
2 1.23113e+06 1.53e-05 -3.12e+05 0.556997
3 1.23112e+06 1.71e-05 -3.12e+05 0.556997
4 1.23102e+06 0.000155 -3.11e+05 0.556997
5 1.2168e+06 0.0255 -2.67e+05 0.556997
6 1.16722e+06 0.0715 -4.53e+05 0.556997
7 1.1066e+06 0.144 -1.77e+05 0.556997
8 1.07626e+06 0.0946 -1.26e+05 0.556997
9 1.02677e+06 0.271 -4.74e+04 0.556997
10 1.01105e+06 0.0966 -5.07e+04 0.556997
11 1.00385e+06 0.0428 -6.09e+04 0.556997
12 988455 0.336 -4.5e+03 0.556997
13 982077 0.0696 -2.93e+04 0.556997
14 654042 1 -9.47e+04 0.556997
15 269050 0.809 -7.86e+04 0.462472
16 228637 1 -2.72e+03 0.462472
17 227724 0.201 -1.95e+03 0.154157
18 227724 0.000109 -1.79e+03 0.154157
19 227575 0.0428 -1.68e+03 0.154157
20 226748 0.447 -673 0.154157
21 226152 1 -110 0.154157
22 226011 1 -42 0.0513858
23 225884 0.183 -347 0.0171286
24 225720 0.996 286 0.0171286
25 225618 1 -18.8 0.0171286
26 225590 0.0225 -611 0.00570953
27 225343 1 239 0.00570953
28 225484 1 206 0.00576259
29 225483 1 205 0.0115252
30 225475 1 199 0.0461007
31 225409 1 153 0.368806
32 225180 1 -1.05 2.95045
33 225061 1 -10.7 2.95436
34 224959 1 -8 2.04183
35 224955 1 -0.608 0.680609
36 224954 1 -0.205 0.670032
37 224952 0.00428 -252 0.644015
38 224885 0.147 -204 0.644015
39 224693 1 -22.5 0.644015
40 224668 1 -10.2 0.214672
41 225900 0.0936 6.62e+05 0.0715573
42 225894 0.157 3.93e+05 0.143115
43 225864 0.54 1.13e+05 0.572458
44 224665 1 -1.16 4.57967
45 224953 1 7.54e+03 1.52656
46 224659 1 -5.07 3.05311
47 225708 0.405 5.53e+04 1.0177
48 226009 0.667 4.86e+04 2.03541
49 224658 0.00526 -131 8.14163
50 224510 1 -23.7 8.14163
51 225601 0.426 3.02e+04 2.71388
52 225702 0.733 1.9e+04 5.42775
53 224466 1 -15.8 21.711
54 225475 0.763 1.12e+04 7.237
55 224444 1 170 14.474
56 224331 1 -20.2 14.474
57 224290 0.88 -14.7 4.82468
58 224257 1 -14.3 4.82468
59 224153 1 15.2 1.60823
60 224121 1 -0.17 0.536075
61 224121 1 0.0111 0.178692
62 224077 1 44.6 0.0595639
63 224056 1 10.4 0.0581682
64 224054 1 -0.022 0.0438857
65 224054 1 -0.119 0.0423848
66 224053 1 0.00365 0.0186102
67 224053 1 -0.00849 0.018595
68 224053 1 -0.00136 0.00984647
69 224053 1 -0.000943 0.00948068
70 224000 1 -25.3 0.00655713
71 223679 0.629 -147 0.00218571
72 223549 1 -2.59 0.00218571
73 223538 1 1.28 0.00072857
74 223538 1 1.25 0.000423289
75 223538 1 0.737 0.000468037
76 223537 0.93 0.367 0.000537013
77 223537 1 0.228 0.000537013
78 223526 1 -1.93 0.000591143
79 223519 1 -2.72 0.000197048
80 223513 0.974 -3.2 6.56825e-05
81 223504 1 -4.39 6.56825e-05
82 223502 0.213 -5.67 2.18942e-05
83 223489 1 -6.91 2.18942e-05
84 223472 1 -8.54 7.29806e-06
85 223579 0.564 1.78e+06 2.43269e-06
86 223456 1 -6.57 4.86537e-06
87 223573 0.00144 8.08e+07 1.62179e-06
88 223573 0.00182 6.41e+07 3.24358e-06
89 223573 0.00407 2.86e+07 1.29743e-05
90 223573 0.0251 4.64e+06 0.000103795
91 223569 0.193 6.01e+05 0.000830357
92 223449 1 -2.72 0.00664286
93 223556 0.0944 4.29e+05 0.00221429
94 223555 0.186 2.17e+05 0.00442857
95 223551 0.738 5.46e+04 0.0177143
96 223447 1 -0.674 0.141714
97 223446 1 -0.27 0.0472381
98 223545 0.199 6.05e+04 0.015746
99 223545 0.39 3.08e+04 0.0314921
100 223446 1 -0.397 0.125968
101 223538 0.209 1.94e+04 0.0419894
102 223537 0.399 1.01e+04 0.0839788
103 223445 1 -0.791 0.335915
104 223520 0.249 5.13e+03 0.111972
105 223519 0.448 2.84e+03 0.223944
106 223443 1 -1.06 0.895774
107 223492 0.395 984 0.298591
108 223490 0.678 560 0.597183
109 223441 1 -0.967 2.38873
110 223468 0.769 208 0.796244
111 223440 1 5.41 1.59249
112 223435 1 -1.08 1.59264
113 223433 0.34 -1.45 0.551973
114 223428 0.657 -3.94 0.551973
115 223386 1 -19.9 0.551973
116 225698 0.94 2.11e+04 0.183991
117 225699 0.989 2.01e+04 0.367982
118 223409 1 610 1.47193
119 223324 1 -27.6 11.7754
120 223292 1 143 3.92514
121 223243 1 -4.18 3.94647
122 223242 1 -0.0182 1.31549
123 223242 1 -0.00683 0.438496
124 223242 0.484 -0.0203 0.146165
125 223242 0.056 -0.000623 0.146165
126 223242 1 -4.53e-08 0.146165
127 223241 1 0.038 0.0487218
128 223225 1 7.85 0.0162406
129 223223 1 0.0441 0.013637
130 223220 1 0.00921 0.00454568
131 223220 1 0.000184 0.00151523
132 223220 1 -0.00718 0.000505076
133 223220 0.0884 -0.224 0.000168359
134 223220 0.387 -0.274 0.000168359
135 223220 1 -0.0485 0.000168359
136 222277 0.00212 -2.22e+05 5.61195e-05
137 61908 0.475 -1.16e+05 5.61195e-05
138 3138.83 0.813 -1.14e+04 5.61195e-05
139 998.925 1 0.00485 5.61195e-05
140 998.877 1 0.0166 1.87065e-05
141 998.387 1 0.0214 1.63389e-05
142 998.376 1 0.000159 5.44631e-06
143 998.375 1 4.71e-06 1.81544e-06
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.06608e+06
1 1.06606e+06 5.17e-05 -1.49e+05 14226.1
2 921898 0.791 -2.63e+04 14226.1
3 912342 0.453 -9.23e+03 14226.1
4 901514 1 -3.87e+03 14226.1
5 899859 0.188 -4.19e+03 4742.04
6 899771 0.0119 -3.69e+03 4742.04
7 897076 0.409 -2.91e+03 4742.04
8 893567 1 -1.16e+03 4742.04
9 891583 1 -669 1580.68
10 891371 0.12 -866 526.894
11 890790 1 -201 526.894
12 890351 1 -159 175.631
13 890041 1 79.6 58.5437
14 889947 1 -18.1 22.8228
15 889925 1 -5.6 7.60759
16 889922 0.152 -8.25 2.53586
17 889922 0.00246 -7.91 2.53586
18 889922 0.00423 -7.89 2.53586
19 889913 1 2.38 2.53586
20 889908 0.174 -13.3 2.47829
21 889895 1 -4.96 2.47829
22 889872 0.646 -17.6 0.893273
23 889817 0.642 -42.9 0.893273
24 889517 0.941 -160 0.893273
25 885268 1 -2.12e+03 0.893273
26 883664 0.00368 -2.18e+05 0.297758
27 863135 0.00902 -1.13e+06 0.297758
28 859546 0.00551 -3.22e+05 0.297758
29 857849 0.00392 -2.14e+05 0.297758
30 851108 0.00545 -6.15e+05 0.297758
31 845242 0.00535 -5.44e+05 0.297758
32 297732 1 -6.56e+04 0.297758
33 292573 0.0302 -8.28e+04 0.0992526
34 258826 0.301 -4.54e+04 0.0992526
35 258864 0.0626 9.51e+04 0.0992526
36 259068 0.0582 1.02e+05 0.198505
37 257100 0.0732 3.84e+04 0.794021
38 229147 0.867 9.22e+03 0.794021
39 229281 0.0101 5.29e+04 0.794021
40 229271 0.00933 5.71e+04 1.58804
41 229297 0.0168 3.26e+04 6.35217
42 234182 0.611 4.11e+04 50.8173
43 229048 0.0446 1.37e+04 406.539
44 229044 0.0372 0.249 406.539
45 241191 0.787 2.17e+04 406.539
46 230688 1 6.03e+03 813.077
47 227379 1 3.02e+03 3252.31
48 225724 0.772 -621 1084.1
49 230756 0.318 4.36e+04 1084.1
50 225704 0.0221 -439 2168.21
51 225445 1 145 2168.21
52 224964 1 -108 722.735
53 224796 1 89.1 240.912
54 224776 0.00896 -1.14e+03 80.3039
55 224768 0.123 -20.2 80.3039
56 230084 0.331 6.31e+04 80.3039
57 229895 0.691 2.93e+04 160.608
58 225055 0.749 1.59e+03 642.432
59 224576 1 -88.2 5139.45
60 224448 0.0157 -2.69e+03 1713.15
61 229386 0.0963 9e+04 1713.15
62 224407 1 58 3426.3
63 224500 0.671 384 2114.81
64 224264 1 -25 4229.61
65 224229 1 -0.693 1409.87
66 224227 1 45.6 469.957
67 224257 1 74.3 574.586
68 224195 1 6.12 1149.17
69 224195 1 12.9 383.058
70 224178 0.238 -25.1 127.686
71 225463 0.716 3.14e+03 127.686
72 224188 1 14.3 255.372
73 224174 1 8.63 1021.49
74 224230 1 53 342.409
75 224295 1 141 684.818
76 224291 1 167 2739.27
77 224182 1 40.4 21914.2
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 919223
1 911508 0.142 -2.49e+04 1.43339
2 908659 0.0677 -2.02e+04 1.43339
3 902727 0.172 -1.54e+04 1.43339
4 901154 0.0621 -1.22e+04 1.43339
5 900568 0.028 -1.03e+04 1.43339
6 900098 0.0238 -9.73e+03 1.43339
7 890711 1 -272 1.43339
8 889931 0.16 -2.41e+03 0.477796
9 885922 0.0608 -3.29e+04 0.477796
10 569236 0.603 -2.04e+05 0.477796
11 502158 0.103 -3.09e+05 0.477796
12 221104 1 -1.78e+03 0.477796
13 23487.9 0.697 -6.73e+04 0.159265
14 3891.39 0.704 -3.5e+03 0.159265
15 2660.22 0.403 8.96e+09 0.159265
16 2205.27 1 212 0.159265
17 6146.09 1 1.15e+04 0.0530884
18 2035.18 1 -44.7 0.106177
19 2033.38 0.000885 -1.02e+03 0.0353923
20 2033.37 3.91e-05 -81.4 0.0353923
21 7645.72 0.434 2.99e+04 0.0353923
22 7629.48 0.344 3.77e+04 0.0707845
23 7559.42 0.15 8.55e+04 0.283138
24 7549.27 0.266 4.85e+04 2.2651
25 7532.81 0.504 2.55e+04 18.1208
26 7700.97 0.338 3.9e+04 144.967
27 3048.34 1 1.47e+03 1159.73
28 2186.12 1 166 9277.87
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.09843e+06
1 1.09842e+06 3.59e-05 -2.02e+05 4.47273
2 1.0984e+06 4.8e-05 -2.02e+05 4.47273
3 1.09837e+06 7.76e-05 -2.02e+05 4.47273
4 1.09822e+06 0.000371 -2.02e+05 4.47273
5 1.09801e+06 0.000513 -2.02e+05 4.47273
6 1.0979e+06 0.00029 -2.01e+05 4.47273
7 1.01257e+06 0.231 -1.67e+05 4.47273
8 942305 0.36 -7.53e+04 4.47273
9 935173 0.0719 -4.75e+04 4.47273
10 929719 0.0636 -4.11e+04 4.47273
11 894459 0.793 -8.72e+03 4.47273
12 890969 1 -380 4.47273
13 890814 0.406 -123 1.49091
14 890660 1 -39.4 1.49091
15 890644 0.0534 -142 1.17499
16 890604 0.12 -158 1.17499
17 890604 0.000106 -264 1.17499
18 890566 0.0751 -251 1.17499
19 890504 0.081 -373 1.17499
20 890392 0.0897 -622 1.17499
21 887794 1 -1.29e+03 1.17499
22 881301 0.0186 -1.74e+05 0.391665
23 453432 1 -4.85e+04 0.391665
24 452026 0.0245 -2.86e+04 0.130555
25 449624 0.00578 -2.07e+05 0.130555
26 291559 0.458 -1.22e+05 0.130555
27 224200 1 -24.2 0.130555
28 224193 1 -1.01 0.0435183
29 224157 1 -16.5 0.0365688
30 223893 0.636 -159 0.0121896
31 223608 1 -68.5 0.0121896
32 223572 1 27.3 0.0040632
33 223559 1 8.77 0.00397419
34 223600 0.996 167 0.00397419
35 223598 1 159 0.00794839
36 223580 1 111 0.0317935
37 223547 1 13.7 0.254348
38 223539 1 2.68 0.254189
39 223538 1 1.99 0.232265
40 223538 0.227 -0.928 0.276957
41 223538 1 0.41 0.276957
42 223538 1 0.26 0.311698
43 223537 1 0.078 0.375025
44 223534 0.19 -7.35 0.202373
45 223525 1 -2.67 0.202373
46 223518 1 -2.91 0.0674578
47 223511 1 -3.39 0.0224859
48 223503 1 -4.68 0.00749531
49 223503 0.000407 -5.87 0.00249844
50 223490 1 -6.82 0.00249844
51 223473 1 -8.53 0.000832813
52 223580 0.543 3.68e+05 0.000277604
53 223457 1 -6.76 0.000555208
54 223572 0.0114 1.39e+06 0.000185069
55 223572 0.0149 1.06e+06 0.000370139
56 223571 0.036 4.4e+05 0.00148056
57 223567 0.233 6.77e+04 0.0118444
58 223449 1 -3 0.0947556
59 223550 0.253 2.72e+04 0.0315852
60 223548 0.493 1.39e+04 0.0631704
61 223446 1 -0.996 0.252682
62 223537 0.335 9.47e+03 0.0842272
63 223536 0.645 4.9e+03 0.168454
64 223445 1 -0.43 0.673817
65 223526 0.559 3.22e+03 0.224606
66 223452 1 95.2 0.449212
67 223445 1 -0.203 1.79685
68 223447 1 30 0.598949
69 223445 0.294 0.857 1.1979
70 223443 1 -0.869 1.1979
71 223495 0.512 936 0.399299
72 223494 0.926 509 0.798598
73 223442 1 -0.562 3.19439
74 223462 1 137 1.0648
75 223440 1 -0.81 2.1296
76 223457 0.712 121 0.709865
77 223440 1 12.3 1.41973
78 223439 1 -0.574 5.67892
79 223437 1 0.507 1.89297
80 223435 0.614 4.63 0.701199
81 223422 1 -4.63 0.701199
82 223311 1 28.7 0.233733
83 223305 0.0424 -66.5 0.141847
84 223245 1 8.51 0.141847
85 223241 1 0.0192 0.0472822
86 223241 1 0.000266 0.0157607
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 923429
1 923429 1.62e-05 -219 7.09573e+06
2 923429 0.000311 -218 7.09573e+06
3 923420 0.0213 -218 7.09573e+06
4 923358 0.143 -215 7.09573e+06
5 922967 1 -189 7.09573e+06
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 982645
1 982561 0.00047 -8.93e+04 4.92669
2 982530 0.000174 -8.92e+04 4.92669
3 982484 0.000258 -8.92e+04 4.92669
4 982245 0.00134 -8.91e+04 4.92669
5 982202 0.000239 -8.89e+04 4.92669
6 981189 0.00571 -8.85e+04 4.92669
7 978114 0.0176 -8.67e+04 4.92669
8 933431 0.304 -6.15e+04 4.92669
9 933309 0.00143 -4.23e+04 4.92669
10 921535 0.156 -3.36e+04 4.92669
11 915457 0.11 -2.52e+04 4.92669
12 910328 0.117 -1.99e+04 4.92669
13 902857 0.238 -1.27e+04 4.92669
14 899066 0.187 -8.57e+03 4.92669
15 899003 0.0038 -8.17e+03 4.92669
16 894340 0.419 -3.64e+03 4.92669
17 891776 0.629 -978 4.92669
18 891396 0.19 -787 4.92669
19 891310 0.0477 -845 4.92669
20 890511 1 -210 4.92669
21 890472 0.0182 -1.07e+03 3.99839
22 890182 0.0276 4.88e+05 3.99839
23 888214 1 -854 3.99839
24 834927 1 -2.59e+04 2.49473
25 756649 0.0633 -5.95e+05 0.831576
26 647575 0.073 -7.1e+05 0.831576
27 621037 0.0218 -5.99e+05 0.831576
28 594371 0.0162 -8.09e+05 0.831576
29 524178 0.0966 -1.09e+05 0.831576
30 144342 0.506 -2.42e+05 0.831576
31 138546 0.0205 -1.4e+05 0.831576
32 121144 0.0951 -8.39e+04 0.831576
33 27081.3 0.608 -4.21e+04 0.831576
34 8700.68 1 -996 0.831576
35 8297.39 1 -113 0.277192
36 12234 0.913 8.26e+03 0.0923973
37 10112.1 0.511 1.19e+04 0.184795
38 10210.5 0.543 1.14e+04 0.739179
39 23666.8 0.243 7.83e+04 5.91343
40 6472.01 1 197 47.3074
41 7989.96 1 1.53e+03 15.7691
42 8092.11 1 1.69e+03 31.5383
43 8234.3 1 2.02e+03 126.153
44 6087.11 1 856 1009.23
45 5916.96 0.056 -1.35e+03 336.408
46 5909.19 0.0107 -345 336.408
47 5266.27 0.492 -471 336.408
48 5407.38 1 633 336.408
49 5179.59 1 212 672.817
50 5105.79 0.219 -146 638.417
51 6995.31 0.639 6.47e+03 638.417
52 5464.31 1 660 1276.83
53 5088.01 0.254 -32.5 5107.34
54 5070.75 1 -2.31 5107.34
55 5094.82 1 198 1702.45
56 5010.6 1 48 3404.89
57 4785.55 1 -10.5 1134.96
58 4778.88 0.0129 -240 578.549
59 6220.8 1 2.71e+03 578.549
60 8487.98 0.468 1.86e+04 1157.1
61 48299 0.272 7.12e+05 4628.4
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 926434
1 926426 0.00127 -3.13e+03 396512
2 922385 1 -892 396512
3 917315 1 -2.37e+03 132171
4 908430 1 -3.77e+03 44056.8
5 908340 0.00771 -5.83e+03 14685.6
6 907908 0.0375 -5.71e+03 14685.6
7 906783 0.103 -5.36e+03 14685.6
8 898755 1 -2.91e+03 14685.6
9 893948 1 -1.53e+03 4895.2
10 892277 0.624 -1.09e+03 1631.73
11 891032 1 -454 1631.73
12 891007 0.0176 -689 543.912
13 890639 1 -116 543.912
14 890288 0.731 -189 181.304
15 890235 0.272 -92.6 181.304
16 890098 1 -55.4 181.304
17 889991 1 -27.5 60.4346
18 889954 1 -9.17 20.1449
19 889940 0.899 -5.64 6.71496
20 889940 0.0189 -4.36 6.71496
21 889932 1 -3.86 6.71496
22 889920 0.559 -7.61 2.23832
23 889907 1 -5.47 2.23832
24 889887 0.374 -26.5 0.746106
25 889861 0.212 -59.7 0.746106
26 889831 0.123 -122 0.746106
27 889794 0.0818 -226 0.746106
28 889218 0.725 -397 0.746106
29 889175 0.00232 -9.14e+03 0.746106
30 870316 1 -9.3e+03 0.746106
31 870312 1.43e-05 -1.4e+05 0.248702
32 870293 1.42e-05 -6.71e+05 0.248702
33 870284 2.26e-05 -2.13e+05 0.248702
34 867000 0.00371 -4.42e+05 0.248702
35 689660 0.32 -2.19e+05 0.248702
36 687442 0.0049 -2.26e+05 0.248702
37 578529 0.278 -1.6e+05 0.248702
38 573026 0.0073 -3.72e+05 0.248702
39 564020 0.01 -4.32e+05 0.248702
40 527448 0.0748 -1.74e+05 0.248702
41 532413 0.000813 2.85e+07 0.248702
42 532415 0.00082 2.83e+07 0.497404
43 532422 0.00085 2.72e+07 1.98962
44 532500 0.00114 2.01e+07 15.9169
45 529874 0.00715 2.89e+06 127.336
46 522046 0.0307 4.27e+05 1018.68
47 493673 0.0745 -1.36e+05 1018.68
48 482315 0.0302 -1.85e+05 1018.68
49 391879 0.239 -1.7e+05 1018.68
50 324403 0.262 -1.11e+05 1018.68
51 251109 0.399 1.08e+04 1018.68
52 231653 1 -1.12e+03 1018.68
53 267457 0.282 6.86e+05 339.561
54 261546 0.127 1.08e+06 679.123
55 263680 0.581 2.74e+05 2716.49
56 229744 1 -586 21731.9
57 229129 1 -219 7243.98
58 229063 0.0744 -419 2414.66
59 228631 1 206 2414.66
60 228477 1 -16.7 804.886
61 228408 0.669 -31.5 268.295
62 228356 1 -10.1 268.295
63 228409 1 109 89.4318
64 228355 0.661 42.1 178.864
65 228347 0.00278 -1.97e+03 178.864
66 228322 1 6.66 178.864
67 236014 1 1.62e+04 59.6212
68 228344 1 21.5 119.242
69 228366 0.326 115 476.97
70 228333 1 9.5 3815.76
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 940316
1 940309 6.37e-05 -5.03e+04 2.76561
2 940302 7.14e-05 -5.03e+04 2.76561
3 940289 0.00013 -5.02e+04 2.76561
4 940275 0.000141 -5.02e+04 2.76561
5 940268 6.91e-05 -5.02e+04 2.76561
6 940249 0.000194 -5.02e+04 2.76561
7 940240 9.05e-05 -5.02e+04 2.76561
8 940130 0.00109 -5.01e+04 2.76561
9 940040 0.000901 -5e+04 2.76561
10 940027 0.000128 -5e+04 2.76561
11 939848 0.00179 -4.98e+04 2.76561
12 939528 0.00322 -4.95e+04 2.76561
13 933996 0.0614 -4.14e+04 2.76561
14 915154 0.303 -2.24e+04 2.76561
15 911197 0.0514 -4.67e+06 2.76561
16 899007 0.506 -6.82e+03 2.76561
17 898993 0.000721 -9.77e+03 2.76561
18 898134 0.0506 -7.41e+03 2.76561
19 895935 0.182 -4.3e+03 2.76561
20 887878 1 -2.92e+03 2.76561
21 639221 1 -1.03e+05 2.64359
22 636754 0.00449 -2.39e+05 0.881196
23 621400 0.00114 -6.66e+06 0.881196
24 602829 0.0159 -5.78e+05 0.881196
25 597815 0.00707 -3.54e+05 0.881196
26 587827 0.00031 -1.6e+07 0.881196
27 583768 0.00551 -3.67e+05 0.881196
28 547576 0.0313 -5.67e+05 0.881196
29 76014.8 0.519 -2.14e+05 0.881196
30 42566.6 0.264 -4.9e+04 0.881196
31 27804.1 1 4.36e+04 0.881196
32 16573.8 0.405 -6.48e+03 0.293732
33 24961.1 0.184 2.56e+05 0.293732
34 24943.7 0.184 2.55e+05 0.587464
35 24887.5 0.185 2.54e+05 2.34986
36 24613.2 0.179 2.64e+05 18.7988
37 26547.2 0.0185 2.43e+06 150.391
38 22327.1 1 1.03e+04 1203.13
39 23936.3 1 1.29e+04 9625.01
40 9006.85 1 -2.77e+03 77000.1
41 6392.74 1 -658 25666.7
42 4974.07 1 -358 8555.57
43 4634.55 0.42 423 2851.86
44 4532.83 0.32 -108 2851.86
45 4582.95 1 61.4 2851.86
46 4465.24 1 -0.409 5703.71
47 4356.66 1 -38.8 1901.24
48 4561.04 1 292 633.746
49 4406.78 1 115 1267.49
50 4323.62 1 -11 5069.96
51 4284.85 1 -10.2 1689.99
52 4524.83 0.066 5.52e+03 563.329
53 4278.24 1 7.56 1126.66
54 4266.24 1 -1.5 375.553
55 4262.8 1 -0.91 125.184
56 4261.49 1 -0.162 41.7281
57 4260.7 1 -0.291 13.9094
58 4259.44 1 -0.502 5.54311
59 4258.02 1 -0.602 3.07959
60 4257.8 0.099 -1.09 1.57547
61 4255.76 1 -0.934 1.57547
62 4246.71 1 -4.35 0.549232
63 4246.7 1.14e-05 -252 0.183077
64 4175.78 0.126 -11.1 0.183077
65 4844.23 0.25 2.65e+04 0.183077
66 4771.44 0.0745 8.44e+04 0.366154
67 4706.48 0.0152 3.97e+05 1.46462
68 4837.16 1 1.54e+03 11.7169
69 4130.39 1 -12.8 93.7355
70 3915.98 1 -25.5 31.2452
71 3957.63 1 417 10.4151
72 3882.17 1 48.9 20.8301
73 3786.74 0.774 -30.5 18.4343
74 3742.4 1 -4.21 18.4343
75 3719.96 0.022 1.14e+03 6.14478
76 3550.56 0.485 265 6.14478
77 4455.19 0.303 1.59e+04 6.14478
78 4496.47 0.356 1.34e+04 12.2896
79 9480.87 1 1.2e+04 49.1582
80 3440.03 1 -18.2 393.266
81 3395.72 0.297 -61.3 175.728
82 3442.53 1 78.2 175.728
83 3408.45 1 46 351.455
84 3337 1 -22.7 1405.82
85 3410.48 1 104 468.607
86 3365.31 1 34.2 937.214
87 3349.94 1 14.2 3748.86
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 925564
1 925563 5.11e-05 -5.32e+03 1.3345e+06
2 925563 1.6e-05 -2.02e+03 1.3345e+06
3 925562 0.000166 -1.9e+03 1.3345e+06
4 925527 0.00921 -1.89e+03 1.3345e+06
5 923116 0.699 -1.57e+03 1.3345e+06
6 922637 0.183 -1.28e+03 1.3345e+06
7 920435 1 -969 1.3345e+06
8 917393 1 -1.23e+03 444834
9 915231 0.472 -2.17e+03 148278
10 911570 1 -1.68e+03 148278
11 905052 1 -2.81e+03 49426
12 897655 1 -2.75e+03 16475.3
13 893164 1 -1.37e+03 5491.78
14 891752 0.671 -825 1830.59
15 890808 1 -367 1830.59
16 890695 0.0966 -572 610.198
17 890495 1 -77.8 610.198
18 890417 0.391 -90.6 203.399
19 890359 0.42 -62.8 203.399
20 890283 1 -28 203.399
21 890196 1 -34.2 67.7998
22 890105 1 -19.1 22.5999
23 890076 0.568 -18.1 12.812
24 890057 0.963 -5.47 12.812
25 890053 1 -1.29 12.812
26 889987 1 7.53 4.27067
27 889965 1 -6.64 2.56627
28 889926 1 -11.7 0.855422
29 889920 0.0804 -38.3 0.52786
30 889916 0.0406 -45.4 0.52786
31 889826 1 -43.3 0.52786
32 887679 1 -1.07e+03 0.175953
33 887186 0.00127 -1.95e+05 0.0586511
34 887134 0.000108 -2.36e+05 0.0586511
35 883603 0.00176 -1e+06 0.0586511
36 570292 1 -1.29e+05 0.0586511
37 556018 0.0228 -3.07e+05 0.0195504
38 550158 0.0103 -1.24e+05 0.0195504
39 534027 0.0321 -2.43e+05 0.0195504
40 513305 0.0257 -3.93e+05 0.0195504
41 366648 0.352 -1.68e+05 0.0195504
42 353500 0.0534 -1.16e+05 0.0195504
43 294314 0.308 -7.92e+04 0.0195504
44 287575 0.0789 8.31e+04 0.0195504
45 313773 0.0163 2.01e+06 0.0195504
46 314981 0.0166 1.77e+07 0.0391008
47 314979 0.0166 1.76e+07 0.156403
48 315040 0.0102 2.85e+07 1.25122
49 315940 0.00594 5.01e+07 10.0098
50 316546 0.00742 4.08e+07 80.0783
51 320011 0.0199 1.69e+07 640.627
52 248407 1 -4.76e+03 5125.01
53 264400 0.703 7.19e+05 1708.34
54 266384 0.651 8.17e+05 3416.68
55 241728 1 -2.25e+03 13666.7
56 258289 0.583 9.19e+05 4555.57
57 239576 0.46 -1.99e+03 9111.14
58 237272 1 -943 9111.14
59 235594 1 -124 3037.05
60 232714 1 -706 1012.35
61 232330 0.411 33.6 337.449
62 252781 0.393 1.05e+09 337.449
63 251857 0.783 5.24e+08 674.899
64 231899 1 -82.8 2699.6
65 231989 0.0375 4e+03 899.865
66 251038 0.376 2.17e+09 1799.73
67 231026 1 -225 7198.92
68 230445 1 -155 2399.64
69 252999 0.0754 2.8e+10 799.88
70 252902 0.166 1.27e+10 1599.76
71 230787 1 553 6399.04
72 230208 1 -112 51192.3
73 229951 1 -110 17064.1
74 229722 1 96.4 5688.04
75 229556 0.481 -140 5354.3
76 229295 1 -88 5354.3
77 229322 1 239 1784.77
78 228992 1 -118 3569.54
79 228567 0.713 -259 1189.85
80 228185 0.605 -275 1189.85
81 227497 1 -194 1189.85
82 226843 1 -36.9 417.81
83 226556 1 -41.9 320.368
84 226878 0.735 886 106.789
85 226605 1 190 213.579
86 226515 1 19.8 854.314
87 227093 1 1.02e+03 284.771
88 226709 1 327 569.543
89 226535 1 62.5 2278.17
90 225921 1 -91.7 18225.4
91 225785 1 -23.4 14264.4
92 225784 0.0145 -24.7 9031.2
93 225754 1 -7.78 9031.2
94 225797 1 47.6 3010.4
95 225763 1 16.1 6020.8
96 225737 1 -7.02 24083.2
97 225755 1 22.1 8027.74
98 225723 1 -3.21 16055.5
99 225738 1 22.1 5351.82
100 225828 1 151 10703.6
101 181526 0.106 -1.97e+05 42814.6
102 6204.32 0.886 -2.12e+04 42814.6
103 3571.1 1 -58.7 42814.6
104 3505.78 1 -20.2 14271.5
105 3413.21 1 -42.2 4757.18
106 3330.28 1 -9.35 1585.73
107 3596.81 1 308 528.575
108 3524.47 1 258 1057.15
109 3364.36 1 52.6 4228.6
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 942143
1 936245 0.0645 -3.98e+04 0.563164
2 935246 0.011 -4.36e+04 0.563164
3 931740 0.044 -3.49e+04 0.563164
4 915433 0.387 -1.25e+04 0.563164
5 898532 1 -4.31e+03 0.563164
6 98499.6 1 -1.34e+05 0.563367
7 71722.3 0.153 -7.89e+04 0.187789
8 3874.81 1 -2.14e+03 0.187789
9 3213.03 0.133 -2.2e+03 0.0625963
10 1132.47 1 -219 0.0625963
11 1115.08 0.178 -44 0.0208654
12 1076.92 1 -1.48 0.0208654
13 1021.63 1 -14.4 0.00695515
14 1010.1 1 -0.315 0.00231838
15 1004.41 1 15.4 0.000772794
16 998.406 1 -0.16 0.000772794
17 998.379 1 0.00628 0.000257598
18 998.377 1 0.000922 0.000187074
19 998.371 1 -0.00135 0.000176568
20 998.37 1 6.85e-05 6.9036e-05
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Warning: LSQLIN did not converge. Infeasible network contraints.
> In mylsqlin
In multistart
In multistart
In estimate
In inca_script (line 234)
Warning: Network is ill-conditioned.
Directional
Iteration Residual Step-size derivative Lambda
0 5.47631e+15
Maximum lambda value exceeded.
Directional
Iteration Residual Step-size derivative Lambda
0 963309
1 963295 9.61e-05 -7.25e+04 2.14069
2 963284 7.43e-05 -7.25e+04 2.14069
3 963280 2.66e-05 -7.25e+04 2.14069
4 963268 8.02e-05 -7.25e+04 2.14069
5 963255 9.42e-05 -7.25e+04 2.14069
6 963241 9.23e-05 -7.25e+04 2.14069
7 962522 0.00498 -7.19e+04 2.14069
8 961936 0.0041 -7.13e+04 2.14069
9 934241 0.228 -5.14e+04 2.14069
10 920583 0.17 -3.61e+04 2.14069
11 891258 1 -2.12e+03 2.14069
12 890860 0.28 -362 0.713564
13 890732 0.0844 -620 0.713564
14 890729 0.0019 -870 0.713564
15 890152 1 -142 0.713564
16 885246 1 -2.41e+03 0.711964
17 885213 4.44e-05 -3.77e+05 0.237321
18 404145 1 -1.03e+05 0.237321
19 400580 0.0128 5.22e+08 0.0791071
20 399368 0.00347 -1.73e+05 0.0791071
21 391449 0.0247 -1.15e+05 0.0791071
22 378002 0.0406 -1.6e+05 0.0791071
23 376462 0.0039 -1.95e+05 0.0791071
24 375846 0.00352 -8.68e+04 0.0791071
25 325726 0.143 -1.55e+05 0.0791071
26 326364 0.0293 2.19e+05 0.0791071
27 326300 0.0296 2.16e+05 0.158214
28 326373 0.0292 2.2e+05 0.632857
29 306590 0.141 -5.82e+04 5.06285
30 305220 8.64e-05 -7.74e+06 5.06285
31 289057 0.0909 -8.05e+04 5.06285
32 271740 0.229 -3.3e+04 5.06285
33 260743 0.0229 1.44e+03 5.06285
34 257066 0.0615 2.08e+03 5.06285
35 244832 0.851 -1.39e+03 5.06285
36 229270 1 6.08e+03 5.06285
37 226696 1 -195 1.68762
38 226768 1 214 0.562539
39 226767 1 212 1.12508
40 226776 1 224 4.50031
41 231873 0.25 5.28e+04 36.0025
42 226654 1 120 288.02
43 226654 5.89e-05 -53.5 96.0067
44 226603 1 11.5 96.0067
45 226598 1 -1.54 32.0022
46 226598 0.0251 -1.63 10.6674
47 226596 1 -0.411 10.6674
48 226596 0.0532 -0.38 3.5558
49 226595 1 -0.492 3.5558
50 226596 1 0.813 1.18527
51 226595 1 0.786 2.37054
52 226594 1 0.519 0.790178
53 226583 0.0367 -149 0.263393
54 226597 1 37.6 0.263393
55 226596 1 36.3 0.526786
56 226596 1 35.9 2.10714
57 226484 1 -4.06 16.8571
58 226392 0.503 -29.7 14.264
59 226374 0.164 -53.8 14.264
60 226346 1 9.75 14.264
61 226342 1 19.1 4.75465
62 226427 1 102 4.75516
63 226422 1 95.8 9.51032
64 226412 1 80.1 38.0413
65 226480 1 123 304.33
66 226279 1 -18.2 2434.64
67 226272 1 19 811.547
68 226254 1 0.944 811.327
69 226266 1 22.7 270.442
70 226262 1 12.4 540.884
71 226241 1 -5.49 2163.54
72 226228 1 -4 721.179
73 226226 1 0.0515 240.393
74 226222 0.0625 -22.5 80.131
75 226224 0.962 2.95 80.131
76 226223 1 2.39 160.262
77 226224 1 2.09 641.048
78 226214 1 9.4 5128.39
79 226159 1 -14.4 2684.89
80 226083 1 -33.8 894.964
81 226081 0.0634 -15.2 298.321
82 225911 1 -20.4 298.321
83 225900 0.0424 -130 203.378
84 225734 0.926 -72.7 203.378
85 225585 1 -56.9 203.378
86 225564 0.193 -50 67.7927
87 225559 0.0374 -67.9 67.7927
88 226994 0.928 2.45e+03 67.7927
89 226037 1 1.2e+03 135.585
90 225762 1 257 542.341
91 225539 1 -8.7 4338.73
92 225521 1 1.54 1446.24
93 225960 1 876 482.081
94 226672 0.687 3.23e+03 964.162
95 248571 0.963 2.47e+04 3856.65
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 977083
1 977080 1.96e-05 -8.29e+04 1.32973
2 977069 6.43e-05 -8.28e+04 1.32973
3 977068 1.09e-05 -8.28e+04 1.32973
4 977043 0.000146 -8.28e+04 1.32973
5 954699 0.15 -6.61e+04 1.32973
6 952294 0.0203 -5.73e+04 1.32973
7 933387 0.223 -3.09e+04 1.32973
8 924888 0.131 -2.57e+04 1.32973
9 923255 0.0272 -2.82e+04 1.32973
10 905385 0.88 -2.04e+03 1.32973
11 899436 1 -1.61e+03 1.32973
12 841894 0.273 -1.03e+05 1.36015
13 86400.7 1 -6.4e+04 1.36015
14 85777 0.00378 -8.22e+04 0.453385
15 6589.23 1 -1.28e+03 0.453385
16 6561.68 0.00429 -3.2e+03 0.151128
17 5861.81 0.115 -2.88e+03 0.151128
18 4460.54 0.177 -3.95e+03 0.151128
19 3252.86 0.201 -2.78e+03 0.151128
20 1747.43 1 2.47e+03 0.151128
21 1244.99 1 -68.9 0.134219
22 1212.84 0.816 -7.06 0.0483188
23 1210.77 1 -0.186 0.0483188
24 1206.38 0.876 -2.5 0.0161063
25 1165.09 0.209 -94.8 0.0161063
26 1122.72 1 20.2 0.0161063
27 1098.99 1 -0.236 0.00696545
28 1097.94 1 0.025 0.00289157
29 1097.94 0.0564 -0.0233 0.000963856
30 1097.92 1 0.00422 0.000963856
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.19918e+06
1 1.19917e+06 1.03e-05 -2.77e+05 53.213
2 1.19074e+06 0.0159 -2.52e+05 53.213
3 1.18913e+06 0.00301 -2.66e+05 53.213
4 1.18215e+06 0.0135 -2.52e+05 53.213
5 1.0995e+06 0.236 -1.06e+05 53.213
6 1.0732e+06 0.072 -1.68e+05 53.213
7 953703 0.551 -6.21e+04 53.213
8 945741 0.0673 -5.72e+04 53.213
9 923029 0.248 -3.86e+04 53.213
10 891747 1 -2.87e+03 53.213
11 890792 1 -89.2 17.7377
12 890691 1 -20.2 6.91566
13 890642 1 -22 2.30522
14 890327 0.918 -172 0.768407
15 890191 0.0244 -2.79e+03 0.768407
16 884145 0.623 -4.84e+03 0.768407
17 846289 0.0567 -3.29e+05 0.768407
18 789948 0.0473 -5.81e+05 0.768407
19 748516 0.0374 -5.43e+05 0.768407
20 680489 0.0672 -4.88e+05 0.768407
21 224088 1 -358 0.768407
22 224084 0.254 -5.56 0.256136
23 224080 1 0.0106 0.256136
24 224080 1 0.0101 0.0853786
25 224080 1 -0.0102 0.0760233
26 224080 1 -0.0259 0.0451183
27 224080 1 -0.135 0.0150394
28 224076 0.513 -3.04 0.00501314
29 224060 1 0.885 0.00501314
30 224060 0.0444 0.206 0.00220663
31 224056 1 0.486 0.00220663
32 224055 1 -0.0752 0.000735544
33 224055 1 -0.011 0.000245181
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.07571e+06
1 950338 0.381 -1.36e+05 1.19133
2 944973 0.0481 -5.12e+04 1.19133
3 934624 0.119 -3.44e+04 1.19133
4 924808 0.155 -2.24e+04 1.19133
5 922621 0.0359 -2.66e+04 1.19133
6 910669 1 645 1.19133
7 908330 0.0518 -1.73e+04 1.2177
8 789913 1 -5.56e+04 1.2177
9 645453 0.109 -6.22e+05 0.605915
10 17386.8 1 -2.42e+03 0.605915
11 16061.5 0.0424 -1.51e+04 0.201972
12 2174.94 1 -1.87e+03 0.201972
13 1179.79 1 -124 0.0720022
14 1126.25 1 -1.55 0.0240007
15 1124.63 0.359 -1.93 0.00800024
16 1093.21 1 -7.18 0.00800024
17 2066.29 0.804 3.25e+03 0.00266675
18 2066.35 0.804 3.24e+03 0.00533349
19 2066.65 0.808 3.23e+03 0.021334
20 2069.53 0.837 3.13e+03 0.170672
21 1785.49 1 1.78e+03 1.36537
22 1078.47 1 9.29 10.923
23 1070.01 1 8 10.8987
24 1056.67 1 -2.71 11.1069
25 1054.44 1 -0.00341 6.18391
26 1052.55 1 -0.508 6.17879
27 1051.8 1 -0.188 3.89993
28 1051.3 1 -0.173 3.71953
29 1050.98 1 -0.116 2.82924
30 1050.74 1 -0.0881 2.36395
31 1050.56 1 -0.0683 1.87512
32 1050.42 1 -0.0542 1.48904
33 1050.31 1 -0.0433 1.17555
34 1050.22 1 -0.0348 0.927307
35 1050.15 1 -0.0279 0.731584
36 1050.1 1 -0.0224 0.577606
37 1050.05 1 -0.018 0.456458
38 1050.01 1 -0.0144 0.361053
39 1049.98 1 -0.0115 0.285828
40 1049.96 1 -0.0092 0.226442
41 1049.94 1 -0.00734 0.179505
42 1049.93 1 -0.00586 0.142371
43 1049.92 1 -0.00467 0.112967
44 1049.91 1 -0.00372 0.0896666
45 1049.9 1 -0.00296 0.0711924
46 1049.89 1 -0.00236 0.0565374
47 1049.89 1 -0.00188 0.0449073
48 1049.88 1 -0.00149 0.0356749
49 1049.88 1 -0.000962 0.0283439
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Warning: LSQLIN did not converge. Infeasible network contraints.
> In mylsqlin
In multistart
In multistart
In estimate
In inca_script (line 234)
Directional
Iteration Residual Step-size derivative Lambda
0 2.22218e+15
1 2.22218e+15 1 -3.93e+04 100098
2 2.22218e+15 0.829 -2.81e+04 33366.1
3 2.22218e+15 0.744 -8.6e+03 33366.1
4 2.22218e+15 0.459 -4.1e+03 33366.1
5 2.22218e+15 1 -1.83e+03 33366.1
Warning: Network is ill-conditioned.
6 2.22218e+15 0.596 -1.57e+03 11122
Warning: Network is ill-conditioned.
7 2.22218e+15 0.657 -1.23e+03 11122
Warning: Network is ill-conditioned.
8 2.22218e+15 1 -843 11122
9 2.22218e+15 1 -1.38e+03 3707.35
10 2.22218e+15 1 -1.22e+03 1235.78
Warning: Network is ill-conditioned.
11 2.22218e+15 1 -40.6 432.61
Warning: Network is ill-conditioned.
12 2.22218e+15 1 -19.4 362.208
Warning: Network is ill-conditioned.
13 2.22218e+15 1 -42.9 141.514
Warning: Network is ill-conditioned.
14 2.22218e+15 0.211 -1.15 137.449
Warning: Network is ill-conditioned.
15 2.22218e+15 1 -1.57 137.449
Warning: Network is ill-conditioned.
16 2.22218e+15 1 -0.184 128.155
Warning: Network is ill-conditioned.
17 2.22218e+15 1 -2.1 108.868
18 2.22218e+15 1 0.214 162.437
19 2.22218e+15 1 1.39 324.874
Warning: Network is ill-conditioned.
20 2.22218e+15 1 -0.241 108.291
21 2.22218e+15 1 -1.5 117.798
Warning: Network is ill-conditioned.
22 2.22218e+15 1 -3.46 39.2661
Warning: Network is ill-conditioned.
23 2.22218e+15 1 -1.79 78.5322
24 2.22218e+15 1 -0.654 314.129
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 927410
1 927409 1.42e-05 -3.82e+04 1.06468
2 908796 0.301 -2.45e+04 1.06468
3 904437 0.122 -1.62e+04 1.06468
4 901136 0.118 -1.26e+04 1.06468
5 901063 0.00298 -1.22e+04 1.06468
6 900127 0.0437 -1.03e+04 1.06468
7 892433 0.683 -2.35e+03 1.06468
8 891772 0.163 -1.49e+03 1.06468
9 891021 0.226 -1.19e+03 1.06468
10 885101 1 -2.66e+03 1.06468
11 883076 0.00315 -3.21e+05 0.679007
12 359099 1 -1.26e+05 0.679007
13 341751 0.0248 -3.37e+05 0.226336
14 2878.85 1 -2.6e+03 0.226336
15 1099.4 1 -3.37 0.0754452
16 1074.83 1 -2.2 0.0251484
17 1065.26 1 -4.1 0.0083828
18 1043.52 0.184 -53.8 0.00279427
19 1004.81 1 16 0.00279427
20 999.031 1 -0.136 0.0016385
21 998.924 1 -0.001 0.000546165
22 998.882 0.46 -0.0272 0.000182055
23 998.87 1 0.0014 0.000182055
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.03222e+06
1 1.02735e+06 0.0205 -1.01e+05 0.566358
2 993939 0.161 -8.7e+04 0.566358
3 955485 0.571 -1.02e+04 0.566358
4 953023 0.0245 -3.85e+04 0.566358
5 950120 0.0341 -2.84e+04 0.566358
6 945196 0.112 -1.02e+04 0.566358
7 849572 0.694 -6.48e+04 0.566358
8 116848 1 -1.66e+04 0.566358
9 2991.23 1 -2.69e+03 0.188786
10 1631.53 0.566 -700 0.0629287
11 1177.88 1 -48.6 0.0629287
12 1163 1 -0.658 0.0209762
13 1160.35 1 -1.21 0.00699208
14 1151.7 1 1.85 0.00233069
15 1151.16 1 0.169 0.00161808
16 1151.12 1 0.0186 0.00141595
17 1151.12 1 0.00212 0.00134597
18 1066.44 1 9.33 0.00129823
19 1058.31 1 -0.374 0.000592779
20 1056.91 0.0643 -10.6 0.000197593
21 1052.45 1 15.6 0.000197593
22 1051.54 0.0771 -5.68 0.000197975
23 1046.27 1 -0.174 0.000197975
24 1046.26 1 0.000165 6.59918e-05
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.07675e+06
1 1.07675e+06 2.08e-05 -1.81e+05 2.68989
2 1.07674e+06 1.11e-05 -1.81e+05 2.68989
3 1.07673e+06 2.45e-05 -1.81e+05 2.68989
4 1.07673e+06 1.11e-05 -1.81e+05 2.68989
5 1.07671e+06 4.54e-05 -1.81e+05 2.68989
6 1.03098e+06 0.17 -9.96e+04 2.68989
7 1.00814e+06 0.0908 -1.15e+05 2.68989
8 997185 0.0498 -1.04e+05 2.68989
9 936896 0.42 -4.69e+04 2.68989
10 918296 0.271 -2.59e+04 2.68989
11 908007 0.187 -4.01e+04 2.68989
12 899668 0.387 -6.41e+03 2.68989
13 894728 0.967 7.53e+03 2.68989
14 894699 0.00215 -6.57e+03 2.68989
15 889072 1 -2.27e+03 2.68989
16 680635 1 -8.61e+04 2.60641
17 680503 0.000227 -2.91e+05 0.868804
18 680461 6.31e-05 -3.31e+05 0.868804
19 673924 0.0104 -3.13e+05 0.868804
20 654962 0.0304 -3.08e+05 0.868804
21 627541 0.0528 2.11e+06 0.868804
22 576084 0.0193 -1.26e+06 0.868804
23 529149 0.0758 -1.89e+10 0.868804
24 490712 0.0547 -3.35e+05 0.868804
25 392397 0.235 -1.82e+05 0.868804
26 389730 0.0319 8.85e+05 0.868804
27 294035 0.0127 -1.3e+06 0.868804
28 280718 1 -5.11e+03 0.868804
29 265069 1 -6.48e+03 0.289601
30 247263 1 -5.8e+03 0.0965338
31 245088 0.964 6.5e+03 0.0321779
32 241668 1 -852 0.0321779
33 238842 1 600 0.010726
34 238099 1 -150 0.00357533
35 237965 0.153 -226 0.00292667
36 251169 0.052 2.98e+07 0.00292667
37 251203 0.0531 2.92e+07 0.00585334
38 242777 0.0033 3.25e+08 0.0234133
39 250636 0.0738 2.05e+07 0.187307
40 249564 0.173 8.14e+06 1.49845
41 250036 0.963 1.41e+06 11.9876
42 237907 1 -20.6 95.901
43 237713 1 -158 31.967
44 253279 0.636 5.23e+05 10.6557
45 253269 0.867 3.84e+05 21.3113
46 237505 1 -136 85.2454
47 237438 1 519 28.4151
48 237299 1 -19 29.1836
49 237251 1 -22.9 12.8336
50 237131 1 -57.4 4.27787
51 237089 0.141 -150 1.42596
52 236793 1 -143 1.42596
53 236117 1 -317 0.475319
54 235739 0.217 -844 0.15844
55 235728 0.000588 -8.87e+03 0.15844
56 235714 0.00104 -6.93e+03 0.15844
57 234223 1 -618 0.15844
58 233916 0.363 -72.5 0.0528133
59 231253 0.362 -2.92e+03 0.0528133
60 230751 0.111 -2.11e+03 0.0528133
61 228814 1 -764 0.0528133
62 227862 0.377 -407 0.0176044
63 227865 0.0322 5.58e+03 0.0176044
64 228715 0.488 3.2e+03 0.0352088
65 227483 1 -153 0.140835
66 226724 0.998 -305 0.0469451
67 226390 1 -143 0.0469451
68 226046 1 -136 0.0156484
69 225536 1 4.29 0.00521612
70 225420 1 0.0325 0.00173871
71 225416 0.301 -4.29 0.000579569
72 225413 1 0.948 0.000579569
73 225422 0.376 30 0.000550332
74 225474 0.669 98.7 0.00110066
75 225425 1 15.9 0.00440266
76 225414 1 4.74 0.0352212
77 225411 1 -0.304 0.28177
78 225410 1 0.087 0.0939233
79 225410 1 -0.14 0.0313078
80 225407 1 -0.956 0.0104359
81 225430 0.294 86.5 0.00347864
82 225402 1 0.299 0.00695728
83 228399 0.824 8.31e+04 0.00231909
84 228558 0.898 8.69e+04 0.00463819
85 225560 0.89 400 0.0185528
86 225383 1 -3.1 0.148422
87 225383 0.0261 -0.862 0.12367
88 225741 1 499 0.12367
89 225630 1 330 0.247339
90 244660 0.493 1.32e+05 0.989358
91 225389 1 16.6 7.91486
92 225380 1 0.517 63.3189
93 225379 1 0.867 21.1063
94 225376 1 0.189 14.7246
95 225374 1 0.0479 4.9082
96 225374 1 2.04 1.63607
97 225412 0.247 301 3.27214
98 225380 0.223 30.4 13.0885
99 225374 1 1.74 104.708
100 225374 1 0.708 837.667
101 225372 1 -0.27 1020.36
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 995927
1 995381 0.00262 -1.04e+05 2.85551
2 995182 0.000961 -1.04e+05 2.85551
3 994903 0.00135 -1.03e+05 2.85551
4 994719 0.000894 -1.03e+05 2.85551
5 993892 0.00402 -1.02e+05 2.85551
6 993524 0.0018 -1.02e+05 2.85551
7 992611 0.0045 -1.01e+05 2.85551
8 962793 0.178 -6.87e+04 2.85551
9 960001 0.0199 -6.82e+04 2.85551
10 933904 0.265 -3.45e+04 2.85551
11 922009 0.174 -2.62e+04 2.85551
12 904628 0.649 -5.05e+03 2.85551
13 903522 0.041 -1.17e+04 2.85551
14 896836 1 -991 2.85551
15 851255 0.975 -2.23e+04 2.86474
16 749038 0.128 3.2e+06 2.86474
17 742971 0.00572 -5.27e+05 2.86474
18 727972 0.0136 -5.46e+05 2.86474
19 700081 0.0255 -5.18e+05 2.86474
20 46969 1 -5.07e+04 2.86474
21 10503.6 0.597 -1.75e+04 0.954914
22 2026.2 1 -286 0.954914
23 1893.83 0.789 -27.6 0.318305
24 1886.32 1 -0.379 0.318305
25 1885.38 0.977 -0.466 0.106102
26 1877.98 1 -3.54 0.106102
27 1877.82 0.00206 -38.1 0.0353672
28 1844.87 1 9.2 0.0353672
29 1839.91 1 0.537 0.027604
30 1839.76 0.45 -0.11 0.00924678
31 1839.69 1 -0.00382 0.00924678
32 1839.08 1 1.02 0.00483138
33 1837.94 1 -0.175 0.00492669
34 1836.92 0.199 -1.35 0.00164223
35 1834.36 0.49 -1.79 0.00164223
36 1833.16 1 -0.102 0.00164223
37 1833 1 -0.0316 0.00054741
38 1832.98 1 -0.00479 0.00018247
39 1832.98 1 -0.000725 6.08234e-05
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.0959e+06
1 1.09589e+06 3.11e-05 -8.9e+04 3.73776e+06
2 1.09589e+06 1.5e-05 -8.89e+04 3.73776e+06
3 1.09587e+06 7.84e-05 -8.89e+04 3.73776e+06
4 1.09584e+06 0.000219 -8.89e+04 3.73776e+06
5 1.09579e+06 0.00025 -8.84e+04 3.73776e+06
6 1.04362e+06 0.338 -6.68e+04 3.73776e+06
7 1.03898e+06 0.0422 -5.42e+04 3.73776e+06
8 1.03886e+06 0.00813 -6.84e+03 3.73776e+06
9 1.02574e+06 1 -6.29e+03 3.73776e+06
10 1.01805e+06 0.259 -1.45e+04 1.24592e+06
11 993197 1 -1.12e+04 1.24592e+06
12 959753 1 -1.28e+04 415306
13 937646 1 -6.55e+03 138435
14 932336 0.374 -6.61e+03 46145.1
15 928808 0.327 -5.13e+03 46145.1
16 927717 0.121 -4.46e+03 46145.1
17 920315 1 -3.19e+03 46145.1
18 912272 0.815 -4.13e+03 15381.7
19 907361 1 -2.02e+03 15381.7
20 905644 0.267 -3.04e+03 5127.24
21 901332 1 -1.69e+03 5127.24
22 896528 1 -1.48e+03 1709.08
23 894772 0.272 -2.82e+03 805.699
24 894453 0.0745 -2.08e+03 805.699
25 891643 1 -908 805.699
26 890475 1 -193 268.566
27 890247 1 -18.2 89.5221
28 890072 1 -22.1 29.8407
29 889990 1 -13.2 13.4913
30 889949 1 -13 9.70685
31 889924 0.195 -55.7 4.76346
32 889862 1 -14.8 4.76346
33 889826 0.157 -110 3.62145
34 889771 0.221 -119 3.62145
35 889755 0.0447 -179 3.62145
36 889519 0.595 -196 3.62145
37 887904 1 -807 3.62145
38 848808 0.445 -4.29e+04 1.20715
39 836609 0.00302 -1.73e+06 1.20715
40 830824 0.00609 -4.64e+05 1.20715
41 785454 0.0222 -1.01e+06 1.20715
42 778724 0.00825 -4.07e+05 1.20715
43 777402 0.000838 -7.89e+05 1.20715
44 698750 0.0767 -4.96e+05 1.20715
45 689425 0.00565 -8.02e+05 1.20715
46 544476 0.154 -4.39e+05 1.20715
47 355164 0.182 -4.53e+05 1.20715
48 350853 0.004 -5.35e+05 1.20715
49 347395 0.00396 -4.35e+05 1.20715
50 346281 0.0298 8.9e+04 1.20715
51 331582 0.0199 -3.64e+05 1.20715
52 13939.3 1 -6.65e+03 1.20715
53 12412.4 0.185 1.8e+04 0.402383
54 11014.7 0.154 -3.94e+03 0.402383
55 8385.94 1 208 0.402383
56 9668.14 1 2.55e+03 0.134128
57 8288.89 1 72.3 0.268256
58 8524.22 1 843 0.140699
59 10062.2 0.402 1.48e+04 0.281398
60 8283.43 1 368 1.12559
61 8057.56 1 -0.298 2.06734
62 7950.53 1 -46.5 0.689114
63 7721.56 0.0205 -3.42e+03 0.229705
64 7592.42 0.0152 -4.05e+03 0.229705
65 6961.42 1 482 0.229705
66 6556.29 1 41 0.0765682
67 6527.01 1 -1.85 0.0255227
68 8956.97 0.619 1.32e+04 0.00850758
69 6516.14 1 13.3 0.0170152
70 6415.78 1 -25.9 0.0167709
71 6390.65 1 -6.87 0.0055903
72 4511.92 1 -267 0.00186343
73 3884.12 1 -34.9 0.001335
74 3653.32 1 -38.3 0.00111848
75 3470.23 0.083 -1.04e+03 0.000836694
76 2320.13 1 -123 0.000836694
77 2095.11 1 -34.2 0.000278898
78 1926.19 1 58.6 0.000100024
79 1917.02 0.275 -13.7 3.33413e-05
80 1911.54 0.332 -6.46 3.33413e-05
81 1907.36 1 0.067 3.33413e-05
82 1905.68 1 -0.107 1.11138e-05
83 1905.5 1 -0.0348 3.70459e-06
84 1905.5 0.135 -0.0111 1.23486e-06
85 1905.49 0.362 -0.00746 1.23486e-06
86 1905.48 1 -0.00172 1.23486e-06
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 951671
1 951662 7.52e-05 -6.09e+04 1.24613
2 951660 1.41e-05 -6.09e+04 1.24613
3 951654 5.66e-05 -6.09e+04 1.24613
4 951638 0.000131 -6.09e+04 1.24613
5 951631 5.68e-05 -6.09e+04 1.24613
6 951610 0.000169 -6.08e+04 1.24613
7 949890 0.0144 -5.88e+04 1.24613
8 944017 0.0526 -5.27e+04 1.24613
9 943677 0.00319 -5.3e+04 1.24613
10 931123 0.138 -3.91e+04 1.24613
11 924148 0.097 -3.17e+04 1.24613
12 916593 0.134 -2.36e+04 1.24613
13 910519 0.143 -1.72e+04 1.24613
14 907342 0.0985 -1.33e+04 1.24613
15 899867 0.44 -4.71e+03 1.24613
16 898799 0.0603 -6.99e+03 1.24613
17 898167 0.0236 -1.2e+04 1.24613
18 879319 0.658 -1.29e+04 1.24613
19 772006 0.121 -4.19e+05 1.24613
20 576709 0.203 -4.27e+05 1.24613
21 245462 0.78 -7.7e+04 1.24613
22 221780 1 -1.75e+03 1.24613
23 193622 0.0698 -1.95e+05 0.415376
24 2067 1 172 0.415376
25 1922.97 1 -9.48 0.138459
26 1919.43 1 -0.0917 0.0461529
27 1918.04 1 -0.61 0.0153843
28 1878.56 1 -0.753 0.0051281
29 1862.07 1 0.887 0.00446959
30 1859.12 1 -0.572 0.00390671
31 1858.07 0.0237 -21.9 0.00308025
32 1856.96 0.0265 -20.7 0.00308025
33 1838.73 1 3.04 0.00308025
34 1837.44 1 0.219 0.0014432
35 1827.09 0.117 -44 0.00105726
36 1794.17 0.0352 -453 0.00105726
37 1412.88 1 -1.08 0.00105726
38 1337.89 0.918 -12.1 0.000352418
39 1333.53 1 -0.416 0.000352418
40 1333.46 1 -0.00733 0.000117473
41 1319.81 1 -4.49 3.91576e-05
42 1316.92 0.307 -3.84 1.30525e-05
43 1314.35 1 0.373 1.30525e-05
44 1314.11 1 -0.002 4.35084e-06
45 1314.11 0.000888 -0.000426 1.45028e-06
46 1314.11 0.000892 -0.000371 2.90056e-06
47 1314.11 1 -4.99e-05 2.90056e-06
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.21819e+06
1 1.21795e+06 0.000382 -3.09e+05 11.7882
2 1.21762e+06 0.000531 -3.09e+05 11.7882
3 1.21754e+06 0.000133 -3.09e+05 11.7882
4 1.21729e+06 0.000397 -3.09e+05 11.7882
5 1.21679e+06 0.000822 -3.09e+05 11.7882
6 1.21644e+06 0.000562 -3.08e+05 11.7882
7 1.21627e+06 0.000271 -3.08e+05 11.7882
8 1.21454e+06 0.0028 -3.09e+05 11.7882
9 1.12997e+06 0.138 -2.8e+05 11.7882
10 943604 0.569 -8.54e+04 11.7882
11 926730 0.165 -4.87e+04 11.7882
12 895567 1 2.06e+04 11.7882
13 889937 1 -301 7.16513
14 889851 1 -21.8 2.38838
15 889792 0.584 -46.8 1.08911
16 889630 0.566 -143 1.08911
17 887913 1 -858 1.08911
18 887532 0.00179 -1.07e+05 0.363036
19 865275 0.0788 -1.4e+05 0.363036
20 89455.8 1 -6.41e+04 0.363036
21 1004.05 1 -7.99 0.121012
22 998.472 0.886 -0.537 0.0403373
23 998.397 1 0.000109 0.0403373
24 998.397 0.0879 -0.000386 0.0134458
25 998.397 1 7.62e-06 0.0134458
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 994252
1 994234 8.45e-05 -1.04e+05 3.51621
2 994211 0.000112 -1.04e+05 3.51621
3 994201 4.69e-05 -1.04e+05 3.51621
4 994105 0.000466 -1.03e+05 3.51621
5 994094 5.38e-05 -1.03e+05 3.51621
6 964464 0.169 -7.4e+04 3.51621
7 919449 0.506 -2.62e+04 3.51621
8 902626 0.495 -9.62e+03 3.51621
9 900798 0.0818 -9.56e+03 3.51621
10 893323 1 -1.35e+03 3.51621
11 892752 0.0395 -6.47e+03 3.44118
12 885172 0.48 -7.3e+03 3.44118
13 880433 0.0117 -2.01e+05 3.44118
14 874026 0.0102 -3.13e+05 3.44118
15 517977 0.564 -2.34e+05 3.44118
16 194265 0.43 -2.8e+05 3.44118
17 3508.23 1 -616 3.44118
18 2586.4 1 399 1.14706
19 2318.29 0.59 -126 1.06804
20 2232.43 1 -8.14 1.06804
21 2228.84 1 -0.719 0.356012
22 3775.66 0.501 4.97e+04 0.118671
23 3789.7 0.514 4.86e+04 0.237342
24 3871.93 0.584 4.36e+04 0.949366
25 2896.34 0.868 3.14e+03 7.59493
26 2006.36 1 87.7 60.7594
27 1920.35 1 15 43.3436
28 1863.31 1 -19.4 36.3528
29 1833.23 1 0.805 15.6437
30 1813.54 1 -5.21 14.7148
31 1806.79 0.7 -3.14 8.3088
32 1801.31 1 -1.8 8.3088
33 1797.65 1 -1.17 5.20351
34 1795.02 1 -0.912 3.67372
35 1792.78 1 -0.825 2.24348
36 1789.95 1 -1.2 1.34667
37 1788.66 0.0147 -43.8 0.552441
38 1735.2 1 -11.8 0.552441
39 1522.77 1 -71.1 0.29461
40 3456.77 0.126 4.04e+05 0.114229
41 3427.64 0.182 2.82e+05 0.228458
42 3314.26 0.517 1.04e+05 0.913833
43 1335.87 1 -9.31 7.31067
44 1636.01 1 4.31e+03 2.43689
45 1299.82 1 -12.1 4.87378
46 2742.83 0.478 3.74e+04 1.62459
47 2724.76 0.797 2.24e+04 3.24918
48 1285.51 1 -8.35 12.9967
49 2506.76 0.858 1.32e+04 4.33225
50 1272.62 1 52.1 8.66449
51 1230.88 1 -2.6 8.18234
52 1220.35 1 -1.3 2.72745
53 1219.57 1 -0.257 0.909149
54 1218.01 1 -0.772 0.30305
55 1202.42 1 -7.69 0.101017
56 1737.41 0.488 2.83e+05 0.0336722
57 1185.3 0.919 394 0.0673444
58 1541.85 0.103 4.05e+04 0.0673444
59 1518.38 0.169 2.38e+04 0.134689
60 1408.67 0.547 5.91e+03 0.538755
61 1115.6 1 -8.02 4.31004
62 1089.45 1 67.4 1.43668
63 1162.76 0.537 422 1.39967
64 1137.82 0.981 196 2.79934
65 1066.71 1 -4.53 11.1973
66 1107.66 0.951 159 3.73245
67 1059.75 1 3.34 7.4649
68 1042.32 1 -6.55 7.17844
69 1018.31 0.881 -9.49 2.39281
70 1001.63 1 -4.32 2.39281
71 998.796 1 -0.609 0.797605
72 998.57 1 -0.0892 0.265868
73 998.462 1 -0.0439 0.0886227
74 998.42 1 -0.0177 0.0295409
75 998.405 1 -0.00696 0.00984697
76 998.399 0.463 -0.00637 0.00328232
77 998.396 0.748 -0.00151 0.00328232
78 998.396 1 2.26e-08 0.00328232
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 978580
1 978249 0.00385 -4.28e+04 263273
2 972517 0.0691 -4.03e+04 263273
3 969733 0.0398 -3.44e+04 263273
4 969688 0.000685 -3.26e+04 263273
5 965797 0.0612 -3.1e+04 263273
6 965395 0.00676 -2.96e+04 263273
7 951243 0.268 -2.35e+04 263273
8 950248 0.0393 -1.26e+04 263273
9 950242 0.000214 -1.24e+04 263273
10 929737 1 -7.94e+03 263273
11 914901 1 -4.89e+03 87757.5
12 904127 1 -3.87e+03 29252.5
13 897504 1 -2.06e+03 9750.84
14 894392 0.927 -1.17e+03 3250.28
15 893175 1 -499 3250.28
16 892183 0.594 -710 1083.43
17 891791 1 -139 1083.43
18 891494 1 -112 361.142
19 891181 1 -121 120.381
20 890632 1 -238 40.1269
21 890038 1 -115 13.3756
22 889938 1 -11.9 4.45854
23 889933 0.361 -5.12 1.48618
24 889926 1 -2.34 1.48618
25 889926 0.0291 -9.4 0.495394
26 889909 1 -6.78 0.495394
27 889908 0.00547 -62.4 0.28449
28 889816 0.81 -55.2 0.28449
29 889037 0.482 -818 0.28449
30 823200 1 -3.16e+04 0.28449
31 823097 0.000143 -3.6e+05 0.09483
32 807027 0.017 -4.51e+05 0.09483
33 806494 3.09e-05 -8.6e+06 0.09483
34 799547 0.00582 -5.95e+05 0.09483
35 787747 0.00989 -5.92e+05 0.09483
36 765442 0.0235 -4.68e+05 0.09483
37 578894 0.18 -4.64e+05 0.09483
38 564853 0.0186 -3.72e+05 0.09483
39 546774 0.0246 -2.64e+05 0.09483
40 520964 0.0306 -4.07e+05 0.09483
41 515783 0.017 -1.46e+05 0.09483
42 517502 0.00135 3.95e+06 0.09483
43 517514 0.00132 4.04e+06 0.18966
44 517589 0.00117 4.62e+06 0.75864
45 524319 0.000415 4.47e+08 6.06912
46 524252 1.52e-05 1.22e+10 48.553
47 520193 0.00424 4.26e+07 388.424
48 503198 0.0423 3.59e+06 3107.39
49 448129 0.0858 -2.49e+05 3107.39
50 379876 1 2.82e+05 3107.39
51 333140 0.18 -1.09e+05 1035.8
52 237489 1 1.06e+03 1035.8
53 234600 1 -260 345.266
54 234705 0.991 6.02e+03 115.089
55 233207 1 404 230.177
56 232585 1 164 179.319
57 237496 0.936 1.38e+04 59.7728
58 236124 0.0504 1.46e+05 119.546
59 234936 1 5.32e+03 478.183
60 232409 1 -28.9 3825.46
61 232318 1 -36.9 1275.15
62 232315 0.00743 -218 425.051
63 249194 0.563 1.53e+05 425.051
64 248618 0.934 8.76e+04 850.103
65 232315 4.34e-05 -71.7 3400.41
66 234713 1 2.67e+03 3400.41
67 232117 1 -78.6 6800.82
68 229296 1 -934 2266.94
69 227744 1 -550 1553.05
70 226485 1 -396 517.685
71 226095 0.516 1.28e+03 318.392
72 236441 0.103 3.57e+05 318.392
73 252670 0.64 1.34e+05 636.785
74 225749 1 -77.9 2547.14
75 225654 1 -29.6 849.046
76 225609 1 4.97 283.015
77 225625 1 23.9 94.3385
78 225551 1 -17.6 188.677
79 225551 1 92.6 79.7577
80 225520 1 -10.2 159.515
81 225520 1.41e-05 -8.46 61.9069
82 226144 1 1.47e+03 61.9069
83 225693 1 312 123.814
84 225733 0.48 835 495.255
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.13459e+06
1 1.13459e+06 1.16e-05 -2.37e+05 0.922334
2 1.13458e+06 1.18e-05 -2.37e+05 0.922334
3 1.13457e+06 1.6e-05 -2.37e+05 0.922334
4 991522 0.437 -1.03e+05 0.922334
5 989353 0.0114 -9.12e+04 0.922334
6 972360 0.134 -4.19e+04 0.922334
7 958927 0.208 -1.36e+04 0.922334
8 940068 1 -3.93e+03 0.922334
9 453658 1 -6.4e+04 1.06612
10 42870.7 1 -1.28e+04 0.56127
11 35067 0.105 -3.4e+04 0.18709
12 4550.78 0.864 -603 0.18709
13 3488.1 0.304 -1.26e+03 0.18709
14 2322.23 1 -128 0.18709
15 1881.39 1 -117 0.120477
16 1599.56 1 -15.6 0.0401589
17 1484.52 1 4.86 0.0133863
18 1481.53 1 0.36 0.0044621
19 1481.39 1 0.0355 0.00260014
20 1481.37 1 0.0045 0.00199752
21 1478.58 0.00958 -145 0.00169028
22 1477.93 0.00229 -143 0.00169028
23 1345.39 1 -5.45 0.00169028
24 1347.17 1 9.32 0.000652984
25 1340.41 1 4.09 0.00130597
26 1338.22 0.119 -8.66 0.00144176
27 1337.46 0.0506 -7.27 0.00144176
28 1330.48 1 -0.148 0.00144176
29 1330.48 0.000499 -1.66 0.000480586
30 1328.76 1 -0.833 0.000480586
31 1324.79 1 30.2 0.000160195
32 1313.55 1 -0.426 0.000175428
33 1313.52 1 -0.000887 5.84759e-05
34 1313.52 1 -0.000146 1.9492e-05
Optimization terminated: Constrained optimum found.
Norm of gradient less than tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 988538
1 988513 0.000567 -2.14e+04 9.10257e+06
2 963504 0.674 -1.58e+04 9.10257e+06
3 963187 0.092 -1.72e+03 9.10257e+06
4 962954 0.068 -1.71e+03 9.10257e+06
5 962887 0.0197 -1.7e+03 9.10257e+06
6 962182 0.209 -1.68e+03 9.10257e+06
7 961090 0.332 -1.63e+03 9.10257e+06
8 960725 0.114 -1.59e+03 9.10257e+06
9 958561 0.696 -1.53e+03 9.10257e+06
10 958292 0.0916 -1.46e+03 9.10257e+06
11 955511 1 -1.36e+03 9.10257e+06
12 954453 0.15 -3.5e+03 3.03419e+06
13 948010 1 -3.01e+03 3.03419e+06
14 936911 1 -4.64e+03 1.0114e+06
15 926110 1 -3.78e+03 337132
16 917817 1 -3.21e+03 112377
17 907618 1 -4.18e+03 37459.1
18 907215 0.0348 -5.73e+03 12486.4
19 905606 0.148 -5.22e+03 12486.4
20 898500 1 -2.55e+03 12486.4
21 893944 1 -1.49e+03 4162.13
22 891519 1 -857 1387.38
23 891219 0.147 -979 462.458
24 890587 1 -226 462.458
25 890198 1 -117 154.153
26 890063 1 -25.9 51.3843
27 890008 1 -15.2 17.1281
28 889980 1 -7.77 6.09154
29 889962 1 -6.41 2.03051
30 889942 0.498 -18.9 0.772723
31 889863 1 -39.5 0.772723
32 889757 0.0739 -714 0.257574
33 885220 1 -2.26e+03 0.257574
34 884371 0.000281 -1.51e+06 0.0858581
35 862647 0.00326 -3.31e+06 0.0858581
36 859653 0.000509 -2.92e+06 0.0858581
37 855590 0.00606 -3.32e+05 0.0858581
38 849587 0.00537 -3.24e+05 0.0858581
39 847974 0.00438 -1.77e+05 0.0858581
40 768726 0.124 -2.81e+05 0.0858581
41 680854 0.0498 -7.12e+05 0.0858581
42 633102 0.0607 -2.9e+05 0.0858581
43 592492 0.0554 1.29e+06 0.0858581
44 591035 0.00819 -1.42e+05 0.0858581
45 613987 0.000331 3.05e+12 0.0858581
46 588239 0.00526 -2.6e+05 0.171716
47 622309 0.00678 2.56e+07 0.171716
48 622291 0.0068 2.55e+07 0.343433
49 613541 0.00039 2.72e+12 1.37373
50 612946 0.00167 6.41e+11 10.9898
51 605285 0.018 6.69e+10 87.9187
52 559188 0.164 1.09e+10 703.35
53 558675 0.000221 -1.14e+06 703.35
54 405736 0.292 -1.99e+05 703.35
55 325963 0.227 -1.61e+04 703.35
56 285420 1 4.6e+03 703.35
57 282438 1 1.79e+03 234.45
58 327999 0.123 1.17e+07 78.15
59 255131 1 -569 156.3
60 320207 0.000458 1.19e+11 52.1
61 320209 0.000507 1.08e+11 104.2
62 320198 0.000484 1.13e+11 416.8
63 319229 0.0184 2.95e+09 3334.4
64 246778 1 -2.46e+03 26675.2
65 239865 1 -2.19e+03 8891.73
66 285475 0.129 2.12e+10 2963.91
67 286947 0.0116 2.35e+11 5927.82
68 239170 1 297 23711.3
69 239170 0.000113 -207 8147.31
70 239116 1 960 8147.31
71 238027 1 -62.8 8223.64
72 237145 1 -264 2741.21
73 236317 1 -127 913.738
74 236276 0.233 141 304.579
75 323720 0.832 1.09e+06 304.579
76 254979 0.336 1.91e+09 609.158
77 236268 1 100 2436.63
78 256158 0.532 3.67e+08 3124.61
79 236268 0.000633 -20.2 6249.23
80 236236 1 -14.6 6249.23
81 256307 0.357 4.77e+08 2083.08
82 256368 0.609 2.81e+08 4166.15
83 236236 0.0365 -7.15 16664.6
84 236235 0.000584 -646 16664.6
85 236228 1 -3.06 16664.6
86 255855 0.726 1.9e+08 5554.87
87 236225 1 5.05 11109.7
88 236223 0.0648 -10.9 6689.46
89 236198 1 17.2 6689.46
90 236294 0.403 207 2229.82
91 256092 0.519 4.91e+08 4459.64
92 234690 1 -511 17838.6
93 234195 0.499 -391 10402.6
94 233690 1 -186 10402.6
95 258178 0.624 1.17e+09 4863.16
96 233498 1 -57.8 9726.33
97 233336 1 -27.7 4421.45
98 233368 0.547 84 1473.82
99 257295 0.0334 1.28e+10 2947.63
100 233772 0.501 1.95e+03 11790.5
101 233284 1 -18.8 94324.2
102 233283 0.00464 343 31441.4
103 233254 1 -13 31441.4
104 233213 0.646 -27.8 10480.5
105 233224 1 30.4 10480.5
106 233207 1 11.3 20960.9
107 233205 1 34.4 6986.98
108 258033 0.486 2.91e+08 8630.03
109 233161 1 -14.1 17260.1
110 233099 1 -10.4 5753.35
111 233099 5.55e-05 -500 1917.78
112 255295 0.0545 3.99e+09 1917.78
113 233390 1 949 3835.57
114 233096 0.00658 -225 15342.3
115 233092 0.000913 -2.35e+03 15342.3
116 255347 0.0892 2.29e+09 15342.3
117 233099 1 31.5 30684.5
118 233040 1 -24.8 122738
119 232974 1 -31.1 40912.7
120 232737 1 -81 13637.6
121 255140 0.189 2.7e+09 4545.86
122 232525 1 -20.4 9091.71
123 253908 0.132 1.75e+09 3850.23
124 232437 0.045 -905 7700.47
125 232282 0.212 -229 7700.47
126 232484 0.158 2.82e+03 7700.47
127 232812 0.294 2.93e+03 15400.9
128 232234 0.0786 -258 61603.7
129 231953 1 228 61603.7
130 231712 1 -44.2 49366.3
131 231718 0.774 46.7 16455.4
132 231630 0.108 88.3 32910.9
133 231516 1 -33.6 32910.9
134 231050 1 -195 10970.3
135 231360 0.881 648 3656.77
136 300536 0.767 7.12e+05 7313.53
137 231061 1 94.4 29254.1
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.01545e+06
1 1.01544e+06 1.81e-05 -1.23e+05 1.61448
2 1.01542e+06 7.79e-05 -1.23e+05 1.61448
3 1.01539e+06 0.00015 -1.23e+05 1.61448
4 1.01538e+06 1.85e-05 -1.23e+05 1.61448
5 1.01536e+06 9.93e-05 -1.23e+05 1.61448
6 1.00895e+06 0.0269 -1.15e+05 1.61448
7 988544 0.0984 -9.17e+04 1.61448
8 983769 0.0253 -9.12e+04 1.61448
9 962876 0.133 -6.64e+04 1.61448
10 950519 0.0975 -5.5e+04 1.61448
11 926025 0.305 -2.64e+04 1.61448
12 906129 0.819 -3.36e+03 1.61448
13 899012 1 -1.61e+03 1.61448
14 731383 1 -7.81e+04 1.64476
15 17565.2 1 -6.82e+03 0.548252
16 1380.43 1 -1e+03 0.182751
17 1086.51 1 -12.4 0.0609169
18 1078.19 1 -0.782 0.0203056
19 1057.26 1 -9.24 0.00676854
20 1004.59 0.738 -8.25 0.00225618
21 998.458 1 -0.138 0.00225618
22 998.397 1 -0.000288 0.00075206
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 234)
Directional
Iteration Residual Step-size derivative Lambda
0 2.22218e+15
1 2.22218e+15 1.34e-05 -7.83e+04 6.00318e+07
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 1.12022e+06
1 1.12019e+06 7.73e-05 -2.21e+05 2.49125
2 1.12015e+06 8.84e-05 -2.21e+05 2.49125
3 1.12014e+06 2.05e-05 -2.21e+05 2.49125
4 1.12013e+06 3.23e-05 -2.21e+05 2.49125
5 1.11992e+06 0.000477 -2.21e+05 2.49125
6 1.1195e+06 0.000945 -2.2e+05 2.49125
7 1.11922e+06 0.000638 -2.2e+05 2.49125
8 1.11902e+06 0.000451 -2.2e+05 2.49125
9 1.09682e+06 0.0528 -2.01e+05 2.49125
10 1.05124e+06 0.124 -1.67e+05 2.49125
11 949081 0.453 -7.53e+04 2.49125
12 946596 0.0216 -5.66e+04 2.49125
13 931052 0.156 -4.4e+04 2.49125
14 906136 0.459 -1.75e+04 2.49125
15 901947 0.153 -1.17e+04 2.49125
16 893392 0.64 -3.35e+03 2.49125
17 890502 1 -465 2.49125
18 889795 1 -195 1.96117
19 888960 0.311 -1.29e+03 1.81281
20 869043 1 -9.81e+03 1.81281
21 198948 1 -8.57e+04 0.604268
22 3682.99 0.895 -2.12e+04 0.201423
23 3245.55 0.0938 -2.22e+03 0.201423
24 1237.92 1 32.1 0.201423
25 1220.38 1 -0.688 0.0671409
26 1220 1 -0.0343 0.0223803
27 1219.97 1 -0.0122 0.0074601
28 1219.85 1 -0.0557 0.0024867
29 1219.49 1 -0.0201 0.0008289
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 234)
Directional
Iteration Residual Step-size derivative Lambda
0 1.6244e+15
1 1.6243e+15 0.152 -3.53e+11 0.482762
2 1.62426e+15 1.01e-05 -1.58e+15 0.482762
3 1.59418e+15 0.0291 -5.09e+14 0.482762
4 1.09968e+15 1 2.53e+04 0.482762
5 1.09968e+15 0.0134 -3.62e+04 0.160921
6 1.09968e+15 0.762 -3.46e+03 0.160921
7 1.09968e+15 1 -0.00569 0.160921
8 1.09968e+15 0.33 -4.48e-05 0.0536402
9 1.09968e+15 1 -4.47e-05 0.0536402
10 1.09968e+15 1 -2.24e-05 0.10728
11 1.09968e+15 1 -3.52e+03 0.429122
12 1.09968e+15 1 -0.000701 0.167477
13 1.09958e+15 8.27e-05 -5.87e+14 0.0558256
14 1.0974e+15 0.000992 -1.1e+15 0.0558256
15 7.52543e+14 0.172 -9.09e+14 0.0558256
16 6.35175e+14 0.0813 -6.91e+14 0.0558256
17 6.35175e+14 1 -0.0795 0.0558256
18 6.35175e+14 1 -2.61e+03 0.0186085
19 6.35175e+14 0.0427 -7.13e+03 0.00620284
20 6.35175e+14 0.752 -2.92e+03 0.00620284
21 6.35175e+14 1 -9.41e-05 0.00620284
22 6.35175e+14 1 -0.0368 0.00206761
23 6.35175e+14 0.734 -6.23e+03 0.000689205
24 6.35175e+14 0.395 -1.35e+03 0.000689205
25 6.35175e+14 1 -2.89e-06 0.000689205
26 6.35175e+14 1 -56.8 0.000229735
27 6.35175e+14 1 -0.236 7.65783e-05
28 6.35175e+14 0.668 -1.08e+03 2.55261e-05
29 6.35175e+14 0.162 -40.9 2.55261e-05
30 6.35175e+14 1 1.46 2.55261e-05
31 5.38842e+14 0.0789 -5.85e+14 8.5087e-06
32 5.38842e+14 1 1.7 8.5087e-06
33 5.38842e+14 1 -333 4.99758e-06
34 5.38842e+14 3.08e-05 -1.01e+03 4.2577e-06
35 5.38842e+14 0.698 -144 4.2577e-06
36 5.38842e+14 1 0.7 4.2577e-06
37 5.38842e+14 1 0.388 1.41923e-06
38 5.38842e+14 1 -42.8 4.73078e-07
39 5.38842e+14 0.322 -25.2 2.77786e-07
40 5.38842e+14 1 0.0709 2.77786e-07
41 5.38842e+14 1 -11.7 9.25952e-08
42 5.38842e+14 0.0508 -100 4.46776e-08
43 5.38842e+14 1 -3.11 4.46776e-08
44 5.38842e+14 1 -0.164 1.48925e-08
45 5.38842e+14 1 -0.0177 4.96418e-09
46 5.38842e+14 1 -0.00467 1.65473e-09
47 5.38842e+14 1 0.0123 5.51576e-10
48 5.38842e+14 0.14 -1.57e+04 1.10315e-09
49 5.38842e+14 0.15 -3.61e+03 1.10315e-09
50 5.38842e+14 1 -4.04 1.10315e-09
51 5.38842e+14 1 -0.0221 3.67717e-10
52 5.38842e+14 0.175 -0.0275 1.22572e-10
53 5.38842e+14 1 -0.000154 1.22572e-10
54 5.38842e+14 1 -9.34e-05 2.45145e-10
55 4.11031e+14 0.127 -4.71e+14 9.80579e-10
56 3.95887e+14 0.0186 1.23e+17 9.80579e-10
57 3.95884e+14 0.000286 -5.02e+12 9.80579e-10
58 3.95884e+14 1 -4.53 9.80579e-10
59 3.95884e+14 1 26.1 3.2686e-10
60 3.95884e+14 0.642 -30 3.11472e-10
61 3.95884e+14 1 0.722 3.11472e-10
62 3.95884e+14 1 -238 1.03824e-10
63 3.95884e+14 1 -62.3 9.42224e-11
64 3.95884e+14 0.222 -48.5 7.62809e-11
65 3.95884e+14 1 1.02 7.62809e-11
66 3.95884e+14 1 2.81 7.54036e-11
67 3.95884e+14 1 1.33 2.51345e-11
68 3.95884e+14 1 1.33 5.02691e-11
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 938598
1 938577 0.000212 -4.87e+04 3.49017
2 938573 4.34e-05 -4.87e+04 3.49017
3 938571 2.32e-05 -4.87e+04 3.49017
4 938564 6.5e-05 -4.87e+04 3.49017
5 938563 1.46e-05 -4.87e+04 3.49017
6 938553 0.000102 -4.87e+04 3.49017
7 938504 0.000503 -4.86e+04 3.49017
8 937690 0.00846 -4.77e+04 3.49017
9 936073 0.0172 -4.59e+04 3.49017
10 935807 0.00288 -4.6e+04 3.49017
11 920449 0.205 -3.04e+04 3.49017
12 903763 0.39 -1.43e+04 3.49017
13 896230 0.44 -5.12e+03 3.49017
14 895348 0.0774 -4.99e+03 3.49017
15 891687 1 -187 3.49017
16 891668 0.00252 -3.8e+03 3.44795
17 888294 0.838 -1.68e+03 3.44795
18 887385 0.0107 -4.25e+04 3.44795
19 771347 1 -5.26e+04 3.44795
20 664523 0.129 -3.9e+05 1.14932
21 457719 0.277 6.19e+09 1.14932
22 438472 0.0442 -2.13e+05 1.14932
23 363666 0.199 -1.67e+05 1.14932
24 338591 0.129 -7.6e+04 1.14932
25 329392 0.0479 -5.75e+04 1.14932
26 314520 0.0843 -7.45e+04 1.14932
27 236114 1 7.65e+03 1.14932
28 280949 0.216 2.21e+06 0.383106
29 281560 0.164 3.01e+06 0.766211
30 365330 1 1.11e+06 3.06485
31 376275 0.887 1.5e+06 24.5188
32 233129 0.425 -2.61e+03 196.15
33 234259 1 1.24e+03 196.15
34 234590 1 1.55e+03 392.3
35 235181 1 4.18e+03 1569.2
36 229506 1 -997 12553.6
37 228713 1 -297 4184.54
38 228099 1 -149 1394.85
39 227171 1 -378 464.948
40 227157 0.0423 -156 154.983
41 227108 0.21 -104 154.983
42 227060 1 141 154.983
43 226953 0.0769 407 153.728
44 227314 1 577 153.728
45 227252 1 625 307.456
46 227802 0.906 1.91e+03 1229.82
47 226851 1 -28.1 9838.59
48 226702 1 -55.4 3279.53
49 226583 1 -49.6 1093.18
50 226537 1 12.3 364.392
51 226525 0.0355 -146 121.464
52 226445 1 -23.8 121.464
53 230314 1 3.36e+03 40.488
54 227952 1 2.86e+03 80.976
55 226477 1 328 323.904
56 226389 1 -19.4 2591.23
57 226425 1 92.4 863.744
58 226347 1 -16.4 1727.49
59 226707 1 580 575.83
60 226272 1 -35 1151.66
61 226276 1 64.7 383.886
62 226224 1 -18.5 767.773
63 226224 0.0141 -2.52 255.924
64 226210 1 13.4 255.924
65 226167 0.406 -30.7 85.3081
66 226147 1 3.79 85.3081
67 226098 1 -10 28.436
68 226126 0.853 44 14.1124
69 226085 0.0269 -223 28.2247
70 226054 0.348 -43 28.2247
71 226003 0.409 -51.3 28.2247
72 227723 0.25 1.57e+04 28.2247
73 226440 1 417 56.4495
74 226022 1 48 225.798
75 225915 1 -25.3 1806.38
76 231821 1 1.36e+04 602.128
77 225949 1 96.6 1204.26
78 225933 1 51.6 4817.02
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Directional
Iteration Residual Step-size derivative Lambda
0 998.37
1 997.99 0.000191 -998 1.38939e-09
2 987.275 0.00539 -992 1.38939e-09
3 938.632 0.025 -960 1.38939e-09
4 938.377 0.000136 -938 1.38939e-09
5 911.937 0.0142 -923 1.38939e-09
6 819.411 0.0523 -859 1.38939e-09
7 344.67 0.358 -514 1.38939e-09
8 4.15936 1 -4.22 1.38939e-09
9 1.39752 1 -0.0684 4.6313e-10
Optimization terminated: Constrained optimum found.
Parameters converged to within tolerance.
Estimation completed in 184.5100 seconds.
Preprocessing time: 15.6900 s
Computation time: 168.1100 s
Postprocessing time: 0.7100 s
========== Varying ex_1 upward from 100 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.621701 0.17621 0.17621 -0.000031 1.389963 7 0 1 1.66351e-09
2 0.146581 0.252722 0.0765122 -0.000009 0.000000 0 0 1 5.54504e-10
3 0.914867 0.311519 0.0587967 -0.000006 0.000000 0 0 1 1.84835e-10
4 1.683153 0.361117 0.0495977 -0.000005 0.000000 0 0 1 6.16115e-11
5 2.451440 0.404828 0.0437109 -0.000005 0.000000 0 0 1 2.05372e-11
6 3.219728 0.444354 0.0395261 -0.000004 0.000000 0 0 1 6.84573e-12
7 3.310552 0.448802 0.0044477 -0.000000 0.000000 0 0 0.122 2.28191e-12
8 4.078840 0.484828 0.0360268 -0.000004 0.000000 0 0 1 2.28191e-12
========== Varying ex_1 downward from 100 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.666994 0.19032 0.19032 0.000724 1.436008 4 0 1 1.66351e-09
2 0.101308 0.268273 0.0779528 0.000009 0.000000 0 0 1 5.54504e-10
3 0.869599 0.327637 0.0593642 -0.000001 0.000000 0 0 1 1.84835e-10
4 1.637890 0.377534 0.0498971 -0.000000 0.000000 0 0 1 6.16115e-11
5 2.406184 0.421423 0.0438893 0.000002 0.000000 0 0 1 2.05372e-11
6 3.174475 0.461062 0.0396387 -0.000001 0.000000 0 0 1 6.84573e-12
7 3.942766 0.497488 0.0364262 -0.000001 0.000000 0 0 1 2.28191e-12
========== Varying R1 upward from 127 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.673055 0.24177 0.24177 0.000630 1.441976 5 0 1 1.66351e-09
2 0.095229 0.341117 0.0993475 -0.000007 0.000000 0 0 1 5.54504e-10
3 0.863515 0.416681 0.0755635 -0.000005 0.000000 0 0 1 1.84835e-10
4 1.631803 0.480163 0.0634826 -0.000005 0.000000 0 0 1 6.16115e-11
5 2.400090 0.535988 0.0558247 -0.000004 0.000000 0 0 1 2.05372e-11
6 3.168358 0.586398 0.0504103 0.000102 0.000127 1 0 1 6.84573e-12
7 3.936645 0.632718 0.0463198 -0.000004 0.000000 0 0 1 2.28191e-12
========== Varying R1 downward from 127 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.620714 0.223165 0.223165 0.000035 1.389041 5 0 1 1.66351e-09
2 0.147574 0.32033 0.0971651 -0.000003 0.000000 0 0 1 5.54504e-10
3 0.345730 0.341099 0.0207693 -0.000000 0.000000 0 0 0.278 1.84835e-10
4 1.114020 0.412153 0.0710534 -0.000002 0.000000 0 0 1 1.84835e-10
5 1.882310 0.472939 0.0607863 -0.000002 0.000000 0 0 1 6.16115e-11
6 2.650600 0.526933 0.0539939 -0.000002 0.000000 0 0 1 2.05372e-11
7 3.418890 0.576003 0.0490704 -0.000002 0.000000 0 0 1 6.84573e-12
8 4.187181 0.621293 0.0452895 -0.000001 0.000000 0 0 1 2.28191e-12
========== Varying R2 exch upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.000000 2.08522e+06 2.08522e+06 -0.000000 0.000000 0 0 1 1.66351e-09
2 -0.078657 2.08522e+06 3.3144 -0.000286 0.846663 7 0 1 5.54504e-10
3 0.546078 2.08522e+06 1.40158 0.000903 0.000248 1 0 0.829 1.84835e-10
4 1.316682 2.08523e+06 1.42286 0.002571 0.000259 1 0 1 1.84835e-10
5 1.493013 2.08523e+06 0.291599 0.000107 0.000006 1 0 0.242 6.16115e-11
6 1.873573 2.08523e+06 0.596743 0.000487 0.000035 1 0 0.511 6.16115e-11
7 2.643608 2.08523e+06 1.09806 0.006470 0.004727 1 0 1 6.16115e-11
8 3.413459 2.08523e+06 0.986595 0.001695 0.000136 1 0 1 2.05372e-11
9 4.106685 2.08523e+06 0.816031 0.001250 0.000096 1 0 0.904 6.84573e-12
========== Varying R2 exch downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R5 net upward from -38.92 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.022292 4.75207 4.75207 0.070183 1.128583 6 0 0.292 1.66351e-09
2 -0.553583 10.6581 5.90603 0.053402 0.055293 1 0 0.676 1.66351e-09
3 -0.408886 12.1026 1.44447 0.000135 0.000263 2 0 0.217 1.66351e-09
4 0.336462 18.0289 5.92632 -0.005327 0.017618 1 0 1 1.66351e-09
5 0.443787 18.7553 0.726394 -0.000312 0.000133 1 0 0.155 5.54504e-10
6 1.193820 23.333 4.57773 -0.012373 0.005885 1 0 1 5.54504e-10
7 1.946928 27.3724 4.03944 -0.012523 0.002660 1 0 1 1.84835e-10
8 2.701028 31.0718 3.69938 -0.011893 0.002300 1 0 1 6.16115e-11
9 2.778660 31.4387 0.366843 -0.000125 0.000075 1 0 0.106 2.05372e-11
10 3.533108 34.8841 3.44545 -0.011432 0.002412 1 0 1 2.05372e-11
11 4.289103 38.1739 3.28977 -0.011087 0.001209 1 0 1 6.84573e-12
========== Varying R5 net downward from -38.92 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.387131 5.23636 5.23636 0.078800 1.342600 5 0 0.219 1.66351e-09
2 -1.397515 7.19761 1.96125 0.002252 0.002284 4 0 0.103 1.66351e-09
3 -1.318205 12.6463 5.44873 0.059268 0.264639 2 12 1 14.2895
4 -1.033456 18.9168 6.27045 0.272451 0.410755 2 0 1 4.76315
5 -0.625061 24.2137 5.29693 0.420932 0.522917 3 1 1 3.17543
6 -0.190222 28.2968 4.08311 0.331752 0.453271 4 0 1 2.56977
7 -0.131510 28.7465 0.449714 0.000306 0.003795 1 0 0.145 1.73257
8 0.328460 31.7117 2.96519 0.104881 0.287510 15 0 1 1.73257
9 0.939105 34.0663 2.35455 -0.009549 0.121325 27 0 1 0.577522
10 1.688598 35.6653 1.59901 -0.010890 0.004841 10 0 1 0.192507
11 2.446747 36.8907 1.22536 -0.007427 0.001881 7 0 1 0.0641691
12 3.208355 37.9284 1.03774 -0.005935 0.000542 3 0 1 0.0213897
13 3.971234 38.8485 0.920068 -0.005077 0.000285 1 0 1 0.0071299
========== Varying R5 exch upward from 2.533 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000001 609174 609174 0.000000 0.000000 0 0 1 1.66351e-09
2 0.000008 4.07531e+06 3.46613e+06 -0.000000 0.000000 0 0 1 5.54504e-10
3 -1.397515 4.07531e+06 4.82899 0.074976 1.592747 9 0 0.34 1.84835e-10
4 -1.397515 4.07532e+06 6.51948 -0.017444 0.366033 3 13 1 12.7017
5 -1.397515 4.09776e+06 22443.7 -0.000000 0.000000 0 0 1 4.23391
6 -1.397515 4.13663e+06 38873.8 0.000000 0.000000 0 0 1 1.4113
7 -1.397515 4.20397e+06 67332.1 -0.000000 0.000000 0 0 1 0.470435
8 -1.397515 4.32055e+06 116581 -0.000000 0.000000 0 0 1 0.156812
9 -1.397515 4.52277e+06 202226 -0.000000 0.000000 0 0 1 0.0522705
10 -1.397515 4.8732e+06 350422 0.000000 0.000000 0 0 1 0.0174235
11 -1.397515 5.47759e+06 604397 -0.000000 0.000000 0 0 1 0.00580784
12 -1.397515 6.5375e+06 1.05991e+06 0.000000 0.000000 0 0 1 0.00193595
13 -1.397515 8.42812e+06 1.89062e+06 0.000000 0.000000 0 0 1 0.000645315
14 -1.397515 9.99995e+06 1.57183e+06 0.000000 0.000000 0 0 0.428 0.000215105
15 -1.221966 9.99996e+06 7.56443 0.076503 0.282297 2 6 1 7.04856
16 -0.671789 9.99997e+06 7.75599 0.094640 0.145455 2 0 1 2.34952
17 -0.184116 9.99997e+06 5.98467 -0.002680 0.249468 3 0 1 0.783174
18 0.555968 9.99998e+06 5.38756 -0.011423 0.009714 1 0 1 0.261058
19 1.305777 9.99998e+06 4.47808 -0.012924 0.004068 1 0 1 0.0870193
20 2.058453 9.99999e+06 3.97801 -0.012542 0.002713 1 0 1 0.0290064
21 2.812642 9.99999e+06 3.66182 -0.012006 0.002003 1 0 1 0.00966881
22 3.567767 9.99999e+06 3.44269 -0.011501 0.001640 1 0 1 0.00322294
23 4.323599 1e+07 3.28255 -0.011059 0.001394 1 0 1 0.00107431
========== Varying R5 exch downward from 2.533 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 2.5335 2.5335 0.000000 0.000000 0 0 4.19e-06 1.66351e-09
========== Varying R7 net upward from 25.1 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.006549 4.24338 4.24338 0.260197 1.034758 9 0 1 1.66351e-09
2 0.764729 5.73193 1.48856 0.004751 0.001765 2 0 1 1.66351e-09
3 1.535671 6.95508 1.22315 0.003412 0.000761 1 0 1 5.54504e-10
4 2.306389 8.01478 1.0597 0.002886 0.000460 1 0 1 1.84835e-10
5 3.076931 8.96071 0.945936 0.002590 0.000339 2 0 1 6.16115e-11
6 3.847322 9.82156 0.860846 0.002382 0.000282 1 0 1 2.05372e-11
========== Varying R7 net downward from 25.1 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.395476 1.65294 1.65294 0.016585 1.304616 3 0 0.224 1.66351e-09
2 -0.634127 6.55927 4.90634 0.513958 0.520901 2 0 1 1.66351e-09
3 0.132850 8.51121 1.95194 0.030651 0.031966 3 0 1 1.7277e-09
4 0.876034 10.0118 1.50062 0.013458 0.038566 8 0 1 5.75901e-10
5 1.643215 11.2922 1.28032 0.008740 0.009851 5 0 1 1.91967e-10
6 1.687452 11.3609 0.0687386 0.000003 0.000000 0 0 0.0608 6.39891e-11
7 2.454584 12.4843 1.12336 0.006041 0.007200 13 0 1 6.39891e-11
8 3.221788 13.5041 1.01988 0.004359 0.005447 17 0 1 2.13297e-11
9 3.988120 14.4448 0.940694 0.003294 0.005255 12 0 1 7.10989e-12
========== Varying R7 exch upward from 85.5 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.394463 2.26191 2.26191 0.005190 1.359424 7 0 0.142 1.66351e-09
2 -0.676403 13.0118 10.7499 -0.022861 0.027370 4 0 1 1.66351e-09
3 -0.419337 14.8273 1.81556 -0.001063 0.017717 4 0 0.402 5.54504e-10
4 0.293799 18.9355 4.1082 -0.006455 0.048700 2 0 1 5.54504e-10
5 0.361297 19.261 0.325482 -0.000044 0.000008 1 0 0.0961 1.84835e-10
6 1.123506 22.596 3.33499 -0.005300 0.000783 1 0 1 1.84835e-10
7 1.886486 25.4929 2.89687 -0.004690 0.000622 1 0 1 6.16115e-11
8 2.003837 25.9101 0.417271 -0.000102 0.000015 1 0 0.16 2.05372e-11
9 2.767262 28.4816 2.57142 -0.004255 0.000612 1 0 1 2.05372e-11
10 3.377546 30.391 1.90939 -0.002547 0.000306 1 0 0.805 6.84573e-12
11 3.589754 31.0298 0.638807 -0.000296 0.000036 1 0 0.284 6.84573e-12
12 4.353753 33.2387 2.20897 -0.003766 0.000527 1 0 1 6.84573e-12
========== Varying R7 exch downward from 85.5 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.121075 9.7481 9.7481 0.048287 0.937653 7 0 1 1.66351e-09
2 0.652695 13.0211 3.27304 0.006009 0.000530 1 0 1 5.54504e-10
3 1.425128 15.6807 2.65953 0.017493 0.013352 1 0 1 1.84835e-10
4 2.196808 17.9719 2.29126 0.003794 0.000405 1 0 1 6.16115e-11
5 2.968014 20.0107 2.03881 0.003284 0.000370 1 0 1 2.05372e-11
6 3.738876 21.8627 1.85192 0.002919 0.000349 1 0 1 6.84573e-12
7 3.861133 22.1422 0.279561 0.000067 0.000008 1 0 0.164 2.28191e-12
========== Varying R9 net upward from -15.8 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.359109 3.90527 3.90527 0.019042 1.342971 6 0 0.176 1.66351e-09
2 -1.343085 4.48527 0.579993 0.007769 0.007756 1 0 0.0531 1.66351e-09
3 -1.322961 5.00317 0.517908 0.000026 0.000012 1 0 0.0879 1.66351e-09
4 -0.543289 10.4529 5.44976 0.143094 0.131713 1 0 1 1.66351e-09
5 -0.208305 11.7262 1.27325 0.001004 0.000517 1 0 0.477 1.25248e-09
6 0.562066 14.0671 2.34095 0.005572 0.003492 1 0 1 1.25248e-09
7 1.331628 15.9574 1.89027 0.003064 0.001794 2 0 1 4.17495e-10
8 2.100872 17.5852 1.62778 0.002090 0.001138 1 0 1 1.39165e-10
9 2.363287 18.0971 0.511968 0.000153 0.000099 1 0 0.353 4.63883e-11
10 2.414153 18.1942 0.097069 0.000005 0.000000 0 0 0.0692 4.63883e-11
11 3.182959 19.5872 1.39295 0.001462 0.000948 1 0 1 4.63883e-11
12 3.391249 19.9434 0.356191 0.000073 0.000064 1 0 0.279 1.54628e-11
13 4.159926 21.1932 1.24989 0.001138 0.000752 1 0 1 1.54628e-11
========== Varying R9 net downward from -15.8 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.264626 2.40079 2.40079 -0.000832 1.292165 4 0 0.145 1.66351e-09
2 -0.503011 7.62635 5.22555 0.137570 0.144247 2 0 1 1.66351e-09
3 0.261826 10.7371 3.11072 0.025263 0.028717 1 0 1 1.22358e-09
4 0.363301 11.0916 0.354574 -0.000020 0.000053 1 0 0.144 4.07859e-10
5 1.128340 13.4973 2.40566 0.011018 0.014271 2 0 1 4.07859e-10
6 1.203817 13.7142 0.216927 -0.000009 0.000000 0 0 0.104 1.35953e-10
7 1.968199 15.7653 2.05109 0.007424 0.011333 5 0 1 1.35953e-10
8 2.733795 17.6103 1.84501 0.004684 0.007380 7 0 1 4.53177e-11
9 3.148259 18.5433 0.932978 0.000731 0.001465 3 0 0.551 1.51059e-11
10 3.913458 20.1695 1.62615 0.002923 0.006016 13 0 1 1.51059e-11
========== Varying R9 exch upward from 101 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.919050 5.42262 5.42262 0.003871 1.019966 7 0 0.234 1.66351e-09
2 -0.827429 6.75877 1.33615 -0.000379 0.000025 1 0 0.15 1.66351e-09
3 -0.084968 15.2104 8.45164 -0.018579 0.007252 2 0 1 1.66351e-09
4 0.664877 21.7709 6.56047 -0.016249 0.002198 1 0 1 5.54504e-10
5 0.937148 23.9021 2.1312 -0.001888 0.000102 1 0 0.376 1.84835e-10
6 1.183394 25.743 1.8409 -0.001605 0.000044 1 0 0.34 1.84835e-10
7 1.936869 30.9656 5.22258 -0.014327 0.000490 1 0 1 1.84835e-10
8 2.107003 32.0769 1.11139 -0.000643 0.000028 1 0 0.232 6.16115e-11
9 2.168458 32.4733 0.39631 -0.000082 0.000003 1 0 0.0842 6.16115e-11
10 2.923945 37.1538 4.68059 -0.012358 0.000447 1 0 1 6.16115e-11
11 3.407510 39.995 2.84118 -0.004631 0.000192 1 0 0.646 2.05372e-11
12 4.164486 44.2549 4.25986 -0.010858 0.000459 1 0 1 2.05372e-11
========== Varying R9 exch downward from 101 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.070555 18.9029 18.9029 0.287262 1.778649 5 11 0.922 1.78618
2 -0.399588 26.5528 7.64996 0.037495 0.090330 17 0 1 1.78618
3 -0.315619 27.3168 0.763969 0.000242 0.002755 2 0 0.135 0.595394
4 0.372729 32.8416 5.52477 0.036797 0.094777 16 0 1 0.595394
5 1.063047 37.8827 5.04111 0.150553 0.209304 20 0 1 0.198465
6 1.789454 42.5017 4.61907 0.034775 0.064468 34 0 1 0.141892
7 2.575967 46.2684 3.76665 0.022081 0.002690 8 0 1 0.0472975
8 3.353981 49.2706 3.00225 0.017213 0.007199 6 0 1 0.0157658
9 4.135927 51.8037 2.53306 0.014415 0.000681 1 0 1 0.00525528
========== Varying R11 net upward from 101.9 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.882646 3.87262 3.87262 0.009271 0.748970 4 0 0.156 1.66351e-09
2 -0.209019 9.18281 5.31019 0.036124 0.042222 1 0 0.905 1.66351e-09
3 -0.170155 9.43537 0.252565 -0.000008 0.000000 0 0 0.0574 1.66351e-09
4 -0.117450 9.76379 0.328411 0.000110 0.000110 1 0 0.0888 1.66351e-09
5 0.011060 10.4946 0.730849 0.000975 0.000792 1 0 0.205 1.66351e-09
6 0.786171 13.7899 3.29524 0.335676 0.328856 2 1 1 3.32702e-09
7 0.852465 14.0203 0.230442 0.000185 0.000305 1 0 0.096 3.32034e-09
8 1.626218 16.3735 2.35314 0.227393 0.221933 1 0 1 3.32034e-09
9 1.741997 16.6854 0.3119 0.000371 0.000268 1 0 0.161 3.09474e-09
10 2.515072 18.5817 1.89637 0.205941 0.201157 2 0 1 3.09474e-09
11 2.620769 18.8201 0.238377 0.000259 0.000198 1 0 0.144 2.78578e-09
12 2.669014 18.9275 0.107394 0.000033 0.000014 1 0 0.0661 2.78578e-09
13 3.441487 20.5403 1.61284 0.210864 0.206683 3 0 1 2.78578e-09
14 3.531785 20.7173 0.176985 0.000162 0.000100 1 0 0.122 2.53009e-09
15 3.642327 20.9311 0.213754 0.000285 0.000197 1 0 0.149 2.53009e-09
16 4.414333 22.3443 1.41324 0.235631 0.231917 3 0 1 2.53009e-09
========== Varying R11 net downward from 101.9 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.273515 11.7177 11.7177 0.004224 1.294123 8 0 0.136 1.66351e-09
2 -0.511033 15.95 4.2323 0.089088 0.094897 1 0 1 1.66351e-09
3 -0.035119 17.5821 1.63214 0.001346 0.002399 1 0 0.656 9.09704e-10
4 0.731049 19.701 2.11892 0.000781 0.002905 1 0 1 9.09704e-10
5 1.497670 21.4704 1.76937 -0.000381 0.001289 1 0 1 3.03235e-10
6 1.626116 21.7434 0.272937 -0.000033 0.000008 1 0 0.176 1.01078e-10
7 2.393048 23.2674 1.52402 -0.000647 0.000712 1 0 1 1.01078e-10
8 3.160146 24.6479 1.38055 -0.000665 0.000529 1 0 1 3.36927e-11
9 3.927373 25.9199 1.272 -0.000636 0.000429 1 0 1 1.12309e-11
========== Varying R11 exch upward from 56.75 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.059445 4.05375 4.05375 0.005066 1.129650 4 0 0.205 1.66351e-09
2 -0.308983 9.98224 5.92849 0.049669 0.067499 2 0 1 1.66351e-09
3 0.448692 14.1552 4.173 -0.002004 0.008612 1 0 1 5.65426e-10
4 1.208848 17.6123 3.45705 -0.005153 0.002983 1 0 1 1.88475e-10
5 1.970344 20.6511 3.03885 -0.005650 0.001146 1 0 1 6.28251e-11
6 2.732716 23.4072 2.75601 -0.005275 0.000645 1 0 1 2.09417e-11
7 3.104597 24.6723 1.26515 -0.001231 0.000126 1 0 0.496 6.98056e-12
8 3.867475 27.1391 2.46679 -0.004775 0.000638 1 0 1 6.98056e-12
========== Varying R11 exch downward from 56.75 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.307741 6.49202 6.49202 0.192621 1.525612 3 0 0.476 1.66351e-09
2 -0.679582 12.5308 6.0388 0.165323 0.193040 3 11 1 1.78618
3 -0.301640 14.6884 2.15762 0.019293 0.021380 3 0 0.562 0.641034
4 0.323651 17.5239 2.83547 0.055729 0.062019 2 0 0.869 0.641034
5 1.049935 20.2028 2.67888 0.043865 0.062839 16 0 1 0.641034
6 1.785299 22.518 2.31519 0.038563 0.058070 28 0 1 0.213678
7 2.541794 24.5538 2.03582 0.005586 0.014897 26 0 1 0.071226
8 3.287110 26.2883 1.73449 0.003178 0.025899 14 0 1 0.023742
9 3.744634 27.2495 0.96118 -0.000216 0.000448 3 0 0.611 0.007914
10 4.512954 28.7196 1.47008 0.001698 0.001617 3 0 1 0.007914
========== Varying R13 net upward from -46.26 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.397515 8.71344 8.71344 0.004372 1.397574 8 0 0.125 1.66351e-09
2 -1.396659 16.4318 7.7184 0.200919 0.968354 7 0 1 1.66351e-09
3 -0.638430 23.503 7.07119 0.116221 0.126284 1 0 1 1.483e-09
4 0.126308 26.5879 3.08491 0.014088 0.017641 2 0 1 9.79858e-10
5 0.892029 28.9697 2.38178 0.006473 0.009044 1 0 1 3.26619e-10
6 1.070127 29.465 0.49531 -0.000054 0.000079 1 0 0.245 1.08873e-10
7 1.485993 30.5583 1.09329 0.000152 0.000801 1 0 0.559 1.08873e-10
8 2.252185 32.39 1.83165 0.004598 0.006698 2 0 1 1.08873e-10
9 3.018527 34.0454 1.65542 0.004511 0.006460 1 0 1 3.6291e-11
10 3.784960 35.569 1.52366 0.004910 0.006768 1 0 1 1.2097e-11
11 4.551490 36.9894 1.42035 0.005299 0.007061 1 0 1 4.03234e-12
========== Varying R13 net downward from -46.26 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.604757 3.25251 3.25251 0.014731 0.496527 6 0 0.147 1.66351e-09
2 -0.149345 7.62964 4.37713 0.000230 0.313110 4 0 1 1.66351e-09
3 0.610139 10.4561 2.82643 -0.006798 0.002010 1 0 1 5.54504e-10
4 0.652120 10.582 0.125911 -0.000017 0.000001 1 0 0.0618 1.84835e-10
5 0.864130 11.1892 0.607197 -0.000420 0.000019 1 0 0.302 1.84835e-10
6 0.905118 11.3016 0.112439 -0.000015 0.000000 3 0 0.0592 1.84835e-10
7 1.259545 12.2191 0.917455 -0.001046 0.000067 1 0 0.489 1.84835e-10
8 2.023227 13.9492 1.73017 -0.004065 0.000545 3 0 1 1.84835e-10
9 2.787590 15.4567 1.50748 -0.003498 0.000431 1 0 1 6.16115e-11
10 2.831207 15.5377 0.0809828 -0.000011 0.000001 1 0 0.0597 2.05372e-11
11 3.010587 15.8659 0.32816 -0.000182 0.000010 1 0 0.243 2.05372e-11
12 3.172032 16.1548 0.288975 -0.000144 0.000007 2 0 0.219 2.05372e-11
13 3.936995 17.4529 1.29807 -0.002980 0.000348 1 0 1 2.05372e-11
========== Varying R13 exch upward from 95.17 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.397129 2.25005 2.25005 0.015990 1.304935 6 0 0.186 1.66351e-09
2 -1.208450 8.0758 5.82576 0.030097 0.609711 4 0 1 1.66351e-09
3 -0.700455 11.5969 3.52114 -0.006460 0.253836 2 0 1 5.54504e-10
4 -0.218585 13.3245 1.72756 -0.003844 0.000810 1 0 0.675 1.84835e-10
5 -0.103227 13.683 0.358451 -0.000202 0.000005 1 0 0.168 1.84835e-10
6 0.656609 15.7393 2.05634 -0.006766 0.001689 1 0 1 1.84835e-10
7 1.257496 17.1209 1.38158 -0.003782 0.000451 1 0 0.801 6.16115e-11
8 2.019777 18.6822 1.56129 -0.005257 0.000754 1 0 1 6.16115e-11
9 2.782732 20.0954 1.41325 -0.004747 0.000590 1 0 1 2.05372e-11
10 3.546166 21.4003 1.30485 -0.004364 0.000493 1 0 1 6.84573e-12
11 4.309965 22.6214 1.22113 -0.004059 0.000434 1 0 1 2.28191e-12
========== Varying R13 exch downward from 95.17 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.397515 11.1421 11.1421 0.132458 1.633341 4 11 1 1.78618
2 -1.397515 25.9382 14.7961 0.248316 0.370532 5 0 1 0.595394
3 -1.397515 38.8112 12.8729 0.129279 0.302631 4 2 1 1.58772
4 -1.397515 60.4405 21.6294 0.731636 0.829979 4 0 1 0.529239
5 -1.397515 81.0849 20.6443 0.635109 0.813742 6 1 1 0.432421
6 -1.185728 95.1749 14.0901 0.270665 0.414664 31 0 0.846 0.14414
========== Varying R15 upward from 107.8 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.353425 2.62133 2.62133 0.015695 0.509840 4 0 0.39 1.66351e-09
2 0.252410 5.72454 3.10321 0.001043 0.163497 3 0 1 1.66351e-09
3 0.565663 6.87125 1.14671 -0.000206 0.045571 2 0 0.495 5.54504e-10
4 1.265299 8.98076 2.10951 -0.000953 0.067703 2 0 1 5.54504e-10
5 1.990973 10.7908 1.81 -0.000861 0.041756 2 0 1 1.84835e-10
6 2.582601 12.0912 1.30041 -0.000526 0.021283 2 0 0.807 6.16115e-11
7 3.333729 13.5852 1.49404 -0.000726 0.016437 3 0 1 6.16115e-11
8 4.093864 14.9554 1.37021 -0.000500 0.007658 3 0 1 2.05372e-11
========== Varying R15 downward from 107.8 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.343001 10.4902 10.4902 0.002931 1.353961 6 0 0.126 1.66351e-09
2 -1.397515 12.6481 2.1579 0.000066 0.000079 4 0 0.202 1.66351e-09
3 -0.962243 16.3 3.65189 0.082594 0.228999 4 11 1 1.78618
4 -0.559283 18.4792 2.17922 0.083638 0.402130 5 0 1 0.595394
5 0.174982 20.5161 2.03689 0.234035 0.231386 3 0 1 0.198465
6 0.933652 22.0799 1.56378 0.125606 0.115196 4 0 1 0.175649
7 1.704016 23.3622 1.28233 0.084695 0.072802 1 0 1 0.108665
8 1.887575 23.6363 0.274055 0.001017 0.000445 1 0 0.251 0.0519603
9 2.661887 24.6931 1.05681 0.056672 0.046796 2 0 1 0.0519603
10 3.244937 25.4046 0.711502 0.018876 0.014505 24 0 0.763 0.0186204
11 3.965923 26.2085 0.803907 0.024652 0.019467 18 0 0.935 0.0186204
========== Varying R17 net upward from 88.57 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.425633 3.63973 3.63973 0.004533 0.857242 4 0 0.615 1.66351e-09
2 0.325789 7.50335 3.86362 -0.015356 0.001511 1 0 1 1.66351e-09
3 0.738598 9.28815 1.7848 -0.003852 0.000157 2 0 0.566 5.54504e-10
4 1.126457 10.6139 1.32575 0.006109 0.006537 1 0 0.57 5.54504e-10
5 1.894165 12.4804 1.86646 0.036205 0.036789 1 0 1 5.54504e-10
6 2.662369 13.9174 1.43707 0.020889 0.020976 1 0 1 1.84835e-10
7 2.719678 14.0142 0.096812 0.000003 0.000000 0 0 0.0799 6.16115e-11
8 3.197986 14.7804 0.766113 0.002686 0.002672 1 0 0.639 6.16115e-11
9 3.259685 14.8743 0.0939622 0.000005 0.000000 0 0 0.0849 6.16115e-11
10 4.028100 15.9698 1.09549 0.012552 0.012429 1 0 1 6.16115e-11
========== Varying R17 net downward from 88.57 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.390273 10.8376 10.8376 0.004504 1.401112 7 0 0.13 1.66351e-09
2 -1.397515 11.8632 1.02562 0.000061 0.001028 6 0 0.0823 1.66351e-09
3 -0.746468 16.8974 5.03424 0.042453 0.159697 2 0 1 1.66351e-09
4 0.032287 19.2399 2.34243 0.013656 0.003193 2 0 1 5.54504e-10
5 0.807778 20.9479 1.70798 0.008982 0.001783 1 0 1 1.84835e-10
6 1.581904 22.349 1.4011 0.011913 0.006078 2 0 1 6.16115e-11
7 2.355273 23.5593 1.21038 0.006240 0.001164 1 0 1 2.05372e-11
8 3.128145 24.6363 1.07692 0.031975 0.027395 1 0 1 6.84573e-12
9 3.816610 25.5109 0.87464 0.003995 0.000624 1 0 0.895 2.28191e-12
10 4.085315 25.8343 0.323378 0.000518 0.000040 1 0 0.357 2.28191e-12
========== Varying R17 exch upward from 0.001058 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 1.90335e+06 1.90335e+06 0.000000 0.000000 0 0 1 1.66351e-09
2 -1.391025 1.90336e+06 10.8375 0.008260 1.405623 5 0 0.13 5.54504e-10
3 -1.397515 1.90336e+06 1.02624 0.000033 0.000248 4 0 0.0823 5.54504e-10
4 -0.746453 1.90336e+06 5.03549 0.042524 0.159753 3 0 1 5.54504e-10
5 -0.136776 1.90336e+06 1.90722 0.007973 0.001476 2 0 0.814 1.84835e-10
6 0.639168 1.90337e+06 1.80362 0.010817 0.003164 1 0 1 1.84835e-10
7 0.701770 1.90337e+06 0.127779 0.000042 0.000005 1 0 0.0878 6.16115e-11
8 1.476042 1.90337e+06 1.43413 0.007362 0.001382 1 0 1 6.16115e-11
9 1.732787 1.90337e+06 0.42744 0.019898 0.019323 1 0 0.347 2.05372e-11
10 1.784165 1.90337e+06 0.0831979 0.000023 0.000007 1 0 0.0705 2.05372e-11
11 1.995703 1.90337e+06 0.334878 0.000393 0.000025 1 0 0.286 2.05372e-11
12 2.768771 1.90337e+06 1.1338 0.005843 0.001066 1 0 1 2.05372e-11
13 3.013374 1.90337e+06 0.333731 0.000470 0.000034 1 0 0.327 6.84573e-12
14 3.785919 1.90337e+06 0.990068 0.005189 0.000936 1 0 1 6.84573e-12
15 4.558187 1.90337e+06 0.908595 0.004896 0.000919 1 0 1 2.28191e-12
========== Varying R17 exch downward from 0.001058 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 0.00105833 0.00105833 0.000000 0.000000 0 0 5.56e-10 1.66351e-09
========== Varying R19 upward from 47.83 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.790928 3.57299 3.57299 -0.002301 1.160941 4 0 0.542 1.66351e-09
2 -0.034486 9.04045 5.46746 0.028903 0.040753 1 0 1 1.66351e-09
3 0.724808 13.1864 4.14597 0.005866 0.014864 1 0 1 5.54504e-10
4 0.847827 13.7897 0.603237 0.000104 0.000318 1 0 0.171 1.84835e-10
5 1.068569 14.836 1.04637 -0.000508 0.000097 1 0 0.304 1.84835e-10
6 1.823930 17.6988 2.86277 0.198564 0.211495 3 0 1 1.84835e-10
7 2.606464 20.0636 2.36485 0.188887 0.174644 1 0 1 1.63994e-10
8 2.695269 20.3092 0.24553 0.000262 0.000099 1 0 0.121 1.42458e-10
9 3.251495 21.761 1.45184 0.048426 0.042098 3 0 0.726 1.42458e-10
10 4.003052 23.4684 1.7074 0.272679 0.262345 3 0 0.967 1.42458e-10
========== Varying R19 downward from 47.83 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.397237 6.86562 6.86562 0.006712 1.406356 7 0 0.13 1.66351e-09
2 -0.645044 13.6096 6.74396 0.514216 0.530315 3 0 1 1.66351e-09
3 0.121473 16.3866 2.77705 0.008545 0.010320 1 0 1 1.72809e-09
4 0.890043 18.496 2.10942 0.002779 0.002501 1 0 1 5.76029e-10
5 1.204402 19.2536 0.757547 0.000196 0.000213 1 0 0.427 1.9201e-10
6 1.575712 20.0916 0.838029 0.000134 0.000168 1 0 0.5 1.9201e-10
7 2.345259 21.6642 1.57257 0.001844 0.000589 1 0 1 1.9201e-10
8 3.114558 23.0661 1.40195 0.001585 0.000577 1 0 1 6.40032e-11
9 3.259639 23.3155 0.249327 0.000059 0.000031 1 0 0.195 2.13344e-11
10 4.028739 24.5716 1.25614 0.001359 0.000551 1 0 1 2.13344e-11
========== Varying R21 upward from 47.83 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.241935 5.68922 5.68922 0.093374 1.004119 17 0 0.933 1.66351e-09
2 0.393200 9.14857 3.45936 0.343296 0.476453 3 0 1 1.66351e-09
3 1.083656 11.523 2.37445 0.188836 0.266672 4 0 1 1.66151e-09
4 1.797531 13.4329 1.90984 0.135838 0.190254 4 0 1 1.44314e-09
5 2.524613 15.0633 1.63046 0.107697 0.148907 4 0 1 1.05339e-09
6 2.883873 16.2682 1.20489 0.045069 0.324655 16 0 0.838 6.60795e-10
7 3.409536 17.2589 0.990682 0.021313 0.019562 2 0 0.693 6.60795e-10
8 3.540040 17.4936 0.234658 0.000225 0.000153 1 0 0.176 6.60795e-10
9 3.610035 17.6178 0.124196 0.000051 0.002766 3 0 0.0981 6.60795e-10
10 3.811325 17.9686 0.350828 0.000685 0.000462 1 0 0.27 6.60795e-10
11 3.863892 18.0588 0.09018 0.000027 0.001958 3 0 0.0735 6.60795e-10
========== Varying R21 downward from 47.83 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.397250 6.86562 6.86562 0.006712 1.406369 6 0 0.13 1.66351e-09
2 -0.645059 13.6096 6.74397 0.538872 0.554973 3 0 1 1.66351e-09
3 0.123545 16.371 2.76145 0.009027 0.008714 2 0 1 1.77221e-09
4 0.891749 18.4812 2.1102 0.002231 0.002319 1 0 1 5.90737e-10
5 1.252777 19.3485 0.867303 0.000073 0.000137 1 0 0.488 1.96912e-10
6 2.018007 21.0197 1.67121 0.002000 0.005061 2 0 1 1.96912e-10
7 2.787410 22.4874 1.46761 0.001684 0.000573 1 0 1 6.56374e-11
8 3.059529 22.9704 0.483066 0.000177 0.000067 1 0 0.364 2.18791e-11
9 3.828666 24.2547 1.28423 0.001665 0.000819 1 0 1 2.18791e-11
10 4.295301 24.9842 0.729553 0.000455 0.000195 1 0 0.616 7.29305e-12
========== Varying R22 net upward from 88.57 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.661208 1.79197 1.79197 0.009709 0.557114 16 0 0.227 1.66351e-09
2 -0.517330 3.01979 1.22782 -0.000826 0.000029 1 0 0.219 1.66351e-09
3 0.239684 6.05958 3.03979 0.010836 0.022114 1 0 1 1.66351e-09
4 0.315238 6.25756 0.197985 -0.000046 0.000004 1 0 0.115 5.54504e-10
5 1.079014 7.93181 1.67425 -0.000986 0.003530 1 0 1 5.54504e-10
6 1.843921 9.26487 1.33306 -0.001673 0.001712 1 0 1 1.84835e-10
7 1.972145 9.46752 0.202647 -0.000074 0.000007 1 0 0.177 6.16115e-11
8 2.190505 9.80185 0.334326 -0.000194 0.000032 1 0 0.298 6.16115e-11
9 2.250114 9.89093 0.0890819 -0.000015 0.000001 1 0 0.0822 6.16115e-11
10 3.015771 10.9651 1.0742 -0.001481 0.001154 1 0 1 6.16115e-11
11 3.077965 11.0474 0.0822891 -0.000014 0.000002 1 0 0.0847 2.05372e-11
12 3.656104 11.7831 0.735637 -0.001030 0.000308 1 0 0.763 2.05372e-11
13 4.065851 12.2763 0.49322 -0.000531 0.000101 1 0 0.544 2.05372e-11
========== Varying R22 net downward from 88.57 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.389705 10.8376 10.8376 0.004504 1.400544 5 0 0.13 1.66351e-09
2 -1.397420 11.9182 1.0806 0.000445 0.029609 6 0 0.204 1.66351e-09
3 -1.343467 13.3373 1.41913 0.000886 0.012855 1 0 0.285 1.66351e-09
4 -0.549874 17.5884 4.25107 0.038326 0.013025 1 0 1 1.66351e-09
5 0.227612 19.7096 2.12118 0.012318 0.003123 1 0 1 5.54504e-10
6 1.002656 21.3231 1.61352 0.008536 0.001784 1 0 1 1.84835e-10
7 1.672549 22.4992 1.17611 0.005050 0.000849 1 0 0.874 6.16115e-11
8 2.445838 23.6916 1.1924 0.006141 0.001144 1 0 1 6.16115e-11
9 3.218645 24.7554 1.06377 0.006119 0.001604 1 0 1 2.05372e-11
10 3.991114 25.722 0.966586 0.005462 0.001284 1 0 1 6.84573e-12
========== 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 -0.000002 1.90335e+06 1.90335e+06 0.000000 0.000000 0 0 1 1.66351e-09
2 -1.397515 1.90336e+06 10.8341 0.004465 1.408320 7 0 0.13 5.54504e-10
3 -0.746452 1.90336e+06 5.03549 0.042796 0.160025 2 0 1 5.54504e-10
4 0.032307 1.90337e+06 2.34241 0.013627 0.003159 1 0 1 1.84835e-10
5 0.809476 1.90337e+06 1.70795 0.009081 0.000204 1 0 1 6.16115e-11
6 1.581157 1.90337e+06 1.39984 0.007485 0.004095 3 0 1 2.05372e-11
7 2.354519 1.90337e+06 1.21052 0.006200 0.001130 1 0 1 6.84573e-12
8 3.127374 1.90337e+06 1.07703 0.005617 0.001053 3 0 1 2.28191e-12
9 3.899866 1.90337e+06 0.976832 0.005130 0.000930 2 0 1 7.60636e-13
========== 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 72.25 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.001495 57.0702 57.0702 -0.000007 0.000000 0 0 0.0985 1.66351e-09
2 -0.560495 59.9825 2.91227 0.017172 0.446581 4 0 0.187 1.66351e-09
3 -0.469935 60.9725 0.990036 -0.000398 0.000007 1 0 0.138 1.66351e-09
4 0.279935 65.544 4.57147 -0.001256 0.017166 2 0 1 1.66351e-09
5 1.039572 68.3339 2.78992 -0.006948 0.001706 1 0 1 5.54504e-10
6 1.402345 69.4448 1.11091 -0.001409 0.000059 1 0 0.498 1.84835e-10
7 2.164843 71.5107 2.06586 -0.005360 0.000434 1 0 1 1.84835e-10
8 2.437542 72.1842 0.673524 -0.000615 0.000017 1 0 0.37 6.16115e-11
9 2.673551 72.7452 0.561021 -0.000439 0.000012 1 0 0.32 6.16115e-11
10 3.437312 74.446 1.70073 -0.004306 0.000224 1 0 1 6.16115e-11
11 4.201529 76.0085 1.56257 -0.003895 0.000180 1 0 1 2.05372e-11
========== Varying R24 net downward from 72.25 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.397515 13.1492 13.1492 0.005144 1.407450 4 0 0.105 1.66351e-09
2 -1.358652 15.0832 1.93405 0.000509 0.001545 1 0 0.228 1.66351e-09
3 -0.560776 21.9178 6.8346 0.037303 0.007719 1 0 1 1.66351e-09
4 0.216867 25.1978 3.28001 0.010770 0.001419 2 0 1 5.54504e-10
5 0.991585 27.6886 2.49076 0.007359 0.000933 1 0 1 1.84835e-10
6 1.764951 29.7667 2.07808 0.005834 0.000759 1 0 1 6.16115e-11
7 1.875380 30.0397 0.273065 0.000098 0.000006 1 0 0.151 2.05372e-11
8 2.230877 30.8861 0.846394 0.000997 0.000118 1 0 0.475 2.05372e-11
9 2.291637 31.0262 0.140048 0.000027 0.000002 1 0 0.0827 2.05372e-11
10 3.063706 32.7057 1.67949 0.004467 0.000689 1 0 1 2.05372e-11
11 3.835353 34.2308 1.52514 0.003963 0.000608 1 0 1 6.84573e-12
12 4.606635 35.6354 1.40459 0.003576 0.000586 1 0 1 2.28191e-12
========== Varying R24 exch upward from 10.35 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.397515 8.85734 8.85734 0.015408 1.320762 5 0 0.189 1.66351e-09
2 -1.397271 31.472 22.6146 -0.056577 0.711471 3 0 1 1.66351e-09
3 -1.397464 51.2465 19.7745 -0.026396 0.370359 3 0 0.718 5.54504e-10
4 -1.397515 73.4815 22.235 -0.023358 0.340548 3 0 0.688 5.54504e-10
5 -1.397515 101.572 28.0906 -0.021045 0.394000 4 0 0.735 5.54504e-10
6 -1.383848 110.543 8.97132 -0.001759 0.013222 1 0 0.193 5.54504e-10
7 -1.316294 124.688 14.1442 -0.003503 0.001528 2 0 0.231 5.54504e-10
8 -1.153627 141.767 17.0796 -0.012853 0.004427 1 0 0.381 5.54504e-10
9 -1.057151 149.302 7.53505 -0.003001 0.000174 1 0 0.183 5.54504e-10
10 -1.359927 189.151 39.8487 -0.048863 1.022205 4 0 1 5.54504e-10
11 -1.397515 268.184 79.0334 0.104243 0.910123 6 0 1 1.84835e-10
12 -1.397515 380.643 112.458 0.156155 0.924447 4 0 1 1.13333e-10
13 -1.397502 557.52 176.877 0.449297 1.217576 9 0 1 8.96398e-11
14 -1.397515 704.568 147.049 -0.012953 0.113678 3 0 0.406 9.00771e-11
15 -1.397510 1127.38 422.813 0.317099 1.085385 3 0 1 9.00771e-11
16 -1.397515 1728.57 601.187 0.107445 0.410880 4 0 0.628 8.95981e-11
17 -1.397515 3663.76 1935.19 0.529627 1.297919 5 0 1 8.95981e-11
18 -1.397500 11221.7 7557.89 0.690778 1.411891 4 0 0.969 9.44648e-11
19 -1.396924 59460.1 48238.4 0.638684 0.638108 1 0 0.0598 9.44648e-11
20 -1.397052 1.13684e+06 1.07738e+06 0.566414 0.566542 1 0 0.73 9.44648e-11
21 -1.397515 2.34024e+06 1.2034e+06 -0.000056 0.000407 2 0 0.979 9.44648e-11
22 -1.397515 4.4695e+06 2.12926e+06 0.000000 0.000000 0 0 1 9.44648e-11
23 -1.397515 7.02757e+06 2.55807e+06 0.000000 0.000000 0 0 1 3.14883e-11
24 -1.397515 8.18715e+06 1.15959e+06 0.000000 0.000000 0 0 0.823 1.04961e-11
25 -1.397515 9.99999e+06 1.81283e+06 0.000000 0.000000 0 0 0.613 1.04961e-11
========== Varying R24 exch downward from 10.35 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.397515 10.3484 10.3484 0.002013 1.399528 4 0 7.76e-06 1.66351e-09
========== Varying R27 upward from 97.03 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.352750 2.10082 2.10082 0.009813 1.282162 7 0 0.176 1.66351e-09
2 -1.376156 2.43434 0.333515 0.000046 0.003175 1 0 0.0525 1.66351e-09
3 -1.397321 3.19675 0.762408 0.000015 0.000013 1 0 0.128 1.66351e-09
4 -0.896777 8.33205 5.1353 0.015739 0.283487 6 0 1 1.66351e-09
5 -0.239143 10.4955 2.16349 -0.001039 0.001409 1 0 0.884 5.54504e-10
6 0.526334 12.3006 1.80508 -0.001175 0.001639 2 0 1 5.54504e-10
7 0.759322 12.774 0.473373 -0.000068 0.000030 1 0 0.322 1.84835e-10
8 1.526744 14.1742 1.4002 -0.000160 0.000710 1 0 1 1.84835e-10
9 2.294321 15.3998 1.22563 -0.000163 0.000552 1 0 1 6.16115e-11
10 2.469847 15.6616 0.261796 -0.000021 0.000015 1 0 0.237 2.05372e-11
11 3.124987 16.5898 0.928216 -0.000152 0.000290 2 0 0.859 2.05372e-11
12 3.892747 17.5959 1.00608 -0.000084 0.000447 1 0 1 2.05372e-11
========== Varying R27 downward from 97.03 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.345535 3.31443 3.31443 -0.001602 0.421153 4 0 1 1.66351e-09
2 0.735137 5.09163 1.77721 0.001472 0.380162 4 0 1 5.54504e-10
3 1.505646 6.45094 1.35931 0.002405 0.000187 1 0 1 1.84835e-10
4 2.275799 7.61687 1.16592 0.002033 0.000172 2 0 1 6.16115e-11
5 2.649440 8.1331 0.516235 0.000414 0.000029 1 0 0.499 2.05372e-11
6 2.662479 8.15063 0.017525 0.000001 0.000000 0 0 1 2.05372e-11
7 3.432320 9.13488 0.98425 0.001845 0.000295 2 0 1 6.84573e-12
8 4.202033 10.0356 0.900707 0.001543 0.000122 1 0 1 2.28191e-12
========== Varying R29 upward from 40.74 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.657186 2.00427 2.00427 0.026869 0.644231 5 0 0.244 1.66351e-09
2 0.084764 4.69368 2.68941 -0.018565 0.007776 1 0 1 1.66351e-09
3 0.770555 6.70603 2.01235 -0.014801 0.001395 1 0 0.921 5.54504e-10
4 1.398524 8.24592 1.53989 -0.000914 0.002652 1 0 0.837 5.54504e-10
5 2.162448 9.83534 1.58942 -0.002082 0.002286 1 0 1 5.54504e-10
6 2.553002 10.5675 0.73218 -0.000851 0.000124 1 0 0.525 1.84835e-10
7 3.111520 11.5448 0.977252 -0.001565 0.000324 1 0 0.74 1.84835e-10
8 3.208516 11.7073 0.162573 -0.000049 0.000002 1 0 0.132 1.84835e-10
9 3.972454 12.9197 1.21234 -0.004175 0.000179 1 0 1 1.84835e-10
========== Varying R29 downward from 40.74 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.389875 4.27918 4.27918 0.001454 1.404795 6 0 0.135 1.66351e-09
2 -1.397515 4.81717 0.537989 0.000094 0.000190 3 0 0.089 1.66351e-09
3 -0.935852 8.74902 3.93186 0.083776 0.238062 2 11 1 1.78618
4 -0.230615 10.9988 2.24976 0.081971 0.111390 3 0 1 0.595394
5 0.528414 12.6654 1.66665 0.117962 0.112100 3 0 1 0.198465
6 1.295792 13.9982 1.33271 0.123156 0.115614 1 0 1 0.120527
7 2.068066 15.1181 1.11992 0.079170 0.070223 1 0 1 0.0789355
8 2.202467 15.2964 0.178337 0.000364 0.000108 1 0 0.183 0.0374763
9 2.976526 16.2493 0.952863 0.059319 0.051182 5 0 1 0.0374763
10 3.162173 16.4616 0.212326 0.000732 0.000351 4 0 0.249 0.0143186
11 3.244998 16.5545 0.0929437 0.000104 0.000043 3 0 0.112 0.0143186
12 3.299237 16.6148 0.0602997 0.000042 0.000004 2 0 0.0734 0.0143186
13 4.072945 17.4306 0.815716 0.046887 0.040512 13 0 1 0.0143186
========== Varying R30 upward from 57.06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.397515 2.58077 2.58077 0.016159 1.374609 6 0 0.184 1.66351e-09
2 -1.397515 8.35691 5.77613 0.558563 1.224205 3 0 0.931 1.66351e-09
3 -1.397515 14.1324 5.77548 0.560969 1.226462 4 0 0.931 1.66351e-09
4 -1.397515 19.9079 5.77547 0.563416 1.228906 3 0 0.931 1.66351e-09
5 -1.397515 25.6833 5.77546 0.566087 1.231575 3 0 0.931 1.66351e-09
6 -1.397515 31.4588 5.77544 0.569113 1.234596 3 0 0.931 1.66351e-09
7 -1.397515 37.2342 5.77542 0.572700 1.238179 4 0 0.931 1.66351e-09
8 -1.397515 43.0103 5.7761 0.577026 1.242661 3 0 0.931 1.66351e-09
9 -1.397515 48.7856 5.77536 0.583177 1.248641 3 0 0.931 1.66351e-09
10 -1.397514 54.561 5.77532 0.591811 1.257263 3 0 0.931 1.66351e-09
11 -1.397512 60.3362 5.77524 0.605572 1.271003 3 0 0.931 1.66351e-09
12 -1.397496 66.1113 5.77511 0.630821 1.296202 3 0 0.931 1.66351e-09
13 -1.397422 71.8861 5.77479 0.688666 1.353904 4 0 0.931 1.66351e-09
14 -1.397515 77.705 5.81885 0.132893 0.842474 4 10 1 0.223273
15 -1.158441 97.0992 19.3943 0.502551 0.563701 16 0 0.856 0.105872
16 -0.581680 101.934 4.83448 0.011126 0.158338 6 0 1 0.105872
17 0.180382 104.584 2.65018 -0.003499 0.002240 1 0 1 0.0352906
18 0.390588 105.166 0.58243 -0.000286 0.000010 1 0 0.298 0.0117635
19 1.153844 106.996 1.82954 -0.004733 0.000277 14 0 1 0.0117635
20 1.917987 108.538 1.54252 -0.003863 0.000280 9 0 1 0.00392118
21 2.681905 109.902 1.36354 -0.003349 0.001023 3 0 1 0.00130706
22 3.351441 111.14 1.23845 -0.003001 0.095751 26 0 1 0.000435687
23 4.117124 112.322 1.18163 -0.002409 0.000194 1 0 1 0.000145229
========== Varying R30 downward from 57.06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.000001 57.0575 57.0575 -0.000004 0.000000 0 0 0.0994 1.66351e-09
========== Varying R31 net upward from 82.6 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.397515 4.02726 4.02726 0.010627 1.271165 6 0 0.171 1.66351e-09
2 -1.397515 12.0588 8.03154 0.001407 0.044947 5 0 0.238 1.66351e-09
3 -1.338458 21.3302 9.27138 0.003319 0.712553 3 0 1 1.66351e-09
4 -1.212176 27.2018 5.87164 -0.001471 0.000221 1 0 0.305 5.54504e-10
5 -0.485102 42.6142 15.4124 -0.020887 0.007582 1 0 0.988 5.54504e-10
6 -1.397486 48.7209 6.10668 0.069695 1.750371 18 0 1 5.54504e-10
7 -1.397512 56.5402 7.81932 0.001206 0.044651 14 0 0.233 2.50363e-10
8 -1.397426 64.5006 7.96041 0.001378 0.044797 32 0 0.236 2.50363e-10
9 -1.394794 66.353 1.85235 0.000028 0.000225 4 0 0.0536 2.50363e-10
10 -1.341257 73.4325 7.07956 0.001889 0.001964 1 0 0.224 2.50363e-10
11 -0.617875 93.3788 19.9463 -0.039954 0.004954 3 0 1 2.50363e-10
12 -0.617857 93.3792 0.000377502 0.000000 0.000000 0 0 1 8.34545e-11
13 -0.057175 101.892 8.51329 -0.010516 0.000954 3 0 0.775 2.78182e-11
14 0.070875 103.543 1.65075 -0.000077 0.000055 1 0 0.201 2.78182e-11
15 0.829899 109.235 5.69144 0.011492 0.020761 4 0 1 2.78182e-11
16 1.593747 112.774 3.53962 0.001120 0.005563 3 0 1 9.27272e-12
17 1.631397 112.926 0.151765 -0.000008 0.000000 0 0 0.0538 3.09091e-12
18 2.396390 115.723 2.79718 0.000074 0.003373 3 0 1 3.09091e-12
19 2.599907 116.395 0.671369 -0.000162 0.000035 2 0 0.279 1.0303e-12
20 3.365589 118.726 2.33101 -0.000167 0.002442 3 0 1 1.0303e-12
21 4.131584 120.822 2.09618 -0.000151 0.002145 3 0 1 3.43434e-13
========== Varying R31 net downward from 82.6 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.382527 21.8626 21.8626 0.003770 1.392727 6 0 0.13 1.66351e-09
2 -1.397515 25.1347 3.27213 0.000013 0.000014 3 0 0.121 1.66351e-09
3 -1.331697 27.8234 2.68875 -0.000074 0.000475 1 0 0.294 1.66351e-09
4 -0.565114 34.7091 6.88565 0.002244 0.003954 1 0 1 1.66351e-09
5 0.202104 38.4196 3.71049 -0.000146 0.000927 1 0 1 5.54504e-10
6 0.703434 40.3681 1.94854 -0.000195 0.000218 1 0 0.675 1.84835e-10
7 1.470784 42.9483 2.58016 -0.000388 0.000553 1 0 1 1.84835e-10
8 2.238160 45.2056 2.25732 -0.000414 0.000501 1 0 1 6.16115e-11
9 3.005549 47.2391 2.03348 -0.000429 0.000474 1 0 1 2.05372e-11
10 3.231878 47.805 0.56596 -0.000043 0.000035 1 0 0.303 6.84573e-12
11 3.999276 49.63 1.82499 -0.000440 0.000454 1 0 1 6.84573e-12
========== Varying R31 exch upward from 47.69 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.092443 25.7415 25.7415 -0.028528 1.355278 6 0 0.744 1.66351e-09
2 -0.365743 40.6209 14.8794 -0.029065 0.012526 3 0 1 1.66351e-09
3 -0.217766 42.9973 2.37641 -0.000983 0.000041 1 0 0.217 5.54504e-10
4 0.512297 53.2398 10.2424 -0.017577 0.001966 1 0 0.978 5.54504e-10
5 1.263634 62.2222 8.9824 -0.014820 0.002135 1 0 1 5.54504e-10
6 1.421272 63.9777 1.75558 -0.000616 0.000029 1 0 0.217 1.84835e-10
7 2.174928 71.9285 7.95079 -0.013395 0.001240 1 0 1 1.84835e-10
8 2.507285 75.2465 3.31798 -0.002433 0.000144 1 0 0.448 6.16115e-11
9 2.589731 76.0548 0.80829 -0.000146 0.000006 1 0 0.112 6.16115e-11
10 2.990667 79.9109 3.8561 -0.003408 0.000203 1 0 0.538 6.16115e-11
11 3.746455 86.8931 6.9822 -0.011499 0.001004 1 0 1 6.16115e-11
12 3.893627 88.2157 1.32259 -0.000422 0.000021 1 0 0.198 2.05372e-11
========== Varying R31 exch downward from 47.69 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.054962 7.30131 7.30131 0.002668 1.169995 5 0 0.258 1.66351e-09
2 -0.256388 20.1713 12.87 0.041987 0.011706 3 0 1 1.66351e-09
3 0.531351 28.2069 8.03565 0.021344 0.001897 1 0 1 5.54504e-10
4 1.313750 34.4221 6.21512 0.015790 0.001682 2 0 1 1.84835e-10
5 2.076561 39.6236 5.20156 0.012130 0.017610 2 0 1 6.16115e-11
6 2.851897 44.287 4.66341 0.008079 0.001035 2 0 1 2.05372e-11
7 3.470361 47.6909 3.40387 0.004245 0.004611 3 0 0.812 6.84573e-12
========== Varying R33 upward from 6.486e-05 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 147.064 147.064 0.000000 0.000000 0 0 0.0994 1.66351e-09
2 -1.150194 154.003 6.93867 0.032416 1.182712 6 0 0.322 1.66351e-09
3 -1.081331 155.567 1.56447 -0.000002 0.000000 0 0 0.132 1.66351e-09
4 -1.014562 156.514 0.946427 0.000013 0.000179 1 0 0.202 1.66351e-09
5 -0.761514 158.343 1.82922 -0.000519 0.000670 1 0 0.458 1.66351e-09
6 0.000046 161.355 3.01177 -0.002494 0.004238 1 0 1 1.66351e-09
7 0.316365 162.277 0.922122 -0.000672 0.000054 1 0 0.445 5.54504e-10
8 1.079658 164.146 1.86979 -0.004862 0.000138 2 0 1 5.54504e-10
9 1.843918 165.712 1.56532 -0.003931 0.000100 1 0 1 1.84835e-10
10 2.608739 167.09 1.37862 -0.003393 0.000078 2 0 1 6.16115e-11
11 3.373929 168.34 1.24909 -0.003032 0.000070 1 0 1 2.05372e-11
12 4.139386 169.492 1.15248 -0.002769 0.000065 1 0 1 6.84573e-12
========== Varying R33 downward from 6.486e-05 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 6.47557e-05 6.47557e-05 0.000000 0.000000 0 0 4.38e-08 1.66351e-09
========== Varying R34 net upward from 2.971 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.360171 2.65863 2.65863 -0.016650 2.111814 4 0 1 1.66351e-09
2 -0.594169 4.93083 2.2722 0.050063 0.052353 1 0 1 5.54504e-10
3 0.173124 6.08447 1.15364 0.005254 0.006253 1 0 1 1.89769e-10
4 0.940602 6.97763 0.893161 0.002043 0.002857 1 0 1 6.32563e-11
5 1.087148 7.13059 0.152963 -0.000017 0.000009 1 0 0.202 2.10854e-11
6 1.805162 7.82263 0.692041 0.000809 0.001422 3 0 0.939 2.10854e-11
7 2.081652 8.06829 0.245658 -0.000036 0.000046 1 0 0.373 2.10854e-11
8 2.849321 8.70383 0.635545 0.000728 0.001350 1 0 1 2.10854e-11
9 3.116545 8.91155 0.207713 -0.000030 0.000036 1 0 0.357 7.02848e-12
10 3.884265 9.47674 0.565191 0.000485 0.001057 1 0 1 7.02848e-12
========== Varying R34 net downward from 2.971 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.968611 3.92215 3.92215 0.013711 1.088503 4 0 0.266 1.66351e-09
2 -0.207975 6.37853 2.45638 -0.006838 0.000818 1 0 1 1.66351e-09
3 0.478021 7.95695 1.57842 -0.003676 0.000293 1 0 0.908 5.54504e-10
4 1.242162 9.41302 1.45607 -0.003791 0.000359 1 0 1 5.54504e-10
5 2.006782 10.6808 1.26775 -0.003326 0.000347 1 0 1 1.84835e-10
6 2.051027 10.7498 0.0690514 -0.000010 0.000000 0 0 0.0605 6.16115e-11
7 2.815927 11.8848 1.13502 -0.002963 0.000429 1 0 1 6.16115e-11
8 3.581082 12.929 1.04411 -0.002782 0.000355 1 0 1 2.05372e-11
9 4.346400 13.9027 0.973791 -0.002629 0.000345 1 0 1 6.84573e-12
========== Varying R34 exch upward from 95.81 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.313478 10.1266 10.1266 0.062938 1.461328 6 0 0.364 1.66351e-09
2 -0.817297 24.3689 14.2423 0.332822 0.412083 2 11 1 1.78618
3 -0.184795 34.8003 10.4314 0.190523 0.237697 3 0 1 1.32748
4 -0.184789 35.2561 0.455807 -0.000037 0.033162 3 0 0.0538 0.800991
5 -0.112731 36.255 0.998953 -0.000160 0.000349 1 0 0.119 0.800991
6 0.563016 44.4889 8.2339 0.072947 0.109868 4 0 1 0.800991
7 0.678177 45.7376 1.24865 -0.000316 0.000220 1 0 0.17 0.266997
8 1.400607 52.9043 7.16672 0.042286 0.064338 6 0 1 0.266997
9 1.571150 54.4662 1.5619 -0.000492 0.000450 2 0 0.24 0.0889991
10 2.309843 60.8414 6.37525 0.029858 0.049584 26 0 1 0.0889991
11 2.560833 62.8957 2.05427 -0.000202 0.001804 1 0 0.344 0.0296664
12 3.303590 68.7464 5.85073 0.024974 0.045578 14 0 1 0.0296664
13 3.567546 70.7628 2.01634 -0.000147 0.002313 16 0 0.358 0.00988878
14 4.311040 76.3238 5.56099 0.016600 0.038489 13 0 1 0.00988878
========== Varying R34 exch downward from 95.81 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.239243 12.0165 12.0165 0.221611 0.442434 5 0 0.359 1.66351e-09
2 -0.346708 23.6884 11.6719 0.232684 1.108441 4 0 1 1.66351e-09
3 0.230647 29.3708 5.68247 0.020508 0.009141 1 0 0.762 1.56155e-09
4 1.016580 35.3974 6.02654 0.024602 0.006961 1 0 1 1.56155e-09
5 1.070817 35.7646 0.367256 0.000072 0.000001 1 0 0.0754 5.20516e-10
6 1.854909 40.5311 4.76645 0.017469 0.001669 1 0 1 5.20516e-10
7 2.636526 44.5304 3.99929 0.014342 0.001017 1 0 1 1.73505e-10
8 3.416531 48.0077 3.47736 0.013156 0.001443 1 0 1 5.78351e-11
9 3.855498 49.7916 1.78382 0.003515 0.000139 1 0 0.577 1.92784e-11
========== Varying R36 net upward from -104.9 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.392278 1.9279 1.9279 0.017706 1.405611 8 0 0.191 1.66351e-09
2 -1.345344 3.08871 1.1608 0.000931 0.000563 1 0 0.192 1.66351e-09
3 -1.322468 3.35874 0.270032 0.000047 0.000017 1 0 0.101 1.66351e-09
4 -0.553242 5.77319 2.41446 0.106691 0.105757 4 0 1 1.66351e-09
5 0.215624 6.9702 1.19701 0.013786 0.013211 3 0 1 1.03674e-09
6 0.985320 7.88997 0.91977 0.007099 0.005696 1 0 1 3.45578e-10
7 1.754482 8.66484 0.774864 0.004998 0.004127 2 0 1 1.15193e-10
8 2.523330 9.34732 0.68249 0.004026 0.003469 3 0 1 3.83976e-11
9 2.563979 9.38141 0.03409 0.000003 0.000000 0 0 0.0553 1.27992e-11
10 2.639674 9.44442 0.0630028 0.000009 0.000000 0 0 0.103 1.27992e-11
11 3.407986 10.0529 0.608477 0.003620 0.003600 2 0 1 1.27992e-11
12 4.176203 10.6139 0.560989 0.003512 0.003587 2 0 1 4.2664e-12
========== Varying R36 net downward from -104.9 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.687268 1.5981 1.5981 0.023484 1.153725 3 0 0.689 1.66351e-09
2 -0.495488 2.0262 0.428096 -0.000364 0.002327 1 0 0.293 1.66351e-09
3 0.265057 3.28395 1.25775 0.000887 0.008634 1 0 1 1.66351e-09
4 1.027062 4.29158 1.00764 -0.002542 0.003745 1 0 1 5.54504e-10
5 1.043038 4.34265 0.0510713 -0.000016 0.026123 3 0 0.0586 1.84835e-10
6 1.799197 5.21031 0.867659 -0.002982 0.002636 1 0 0.992 1.84835e-10
7 2.564221 5.9932 0.782887 0.015144 0.018411 1 0 1 1.84835e-10
8 3.329535 6.70473 0.711524 0.014930 0.017907 1 0 1 6.16115e-11
9 4.095059 7.36261 0.657885 0.015775 0.018543 1 0 1 2.05372e-11
========== Varying R36 exch upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.382666 34.1574 34.1574 0.223347 1.405767 7 0 0.314 1.66351e-09
2 -1.329560 90.0634 55.906 0.182646 0.306276 1 11 1 1.78618
3 -1.075213 169.79 79.7267 0.128378 0.260731 3 0 1 0.595394
4 -1.011858 189.171 19.3809 -0.003738 0.000258 1 0 0.14 0.198465
5 -0.603185 338.505 149.334 0.143933 0.369061 4 0 1 0.198465
6 -0.165521 608.218 269.713 0.061416 0.346929 4 0 1 0.0661549
7 0.115187 948.819 340.601 -0.082682 0.062046 7 0 0.597 0.0220516
8 0.434064 1889.46 940.642 -0.114218 0.188840 14 0 0.856 0.0220516
9 0.678568 5261.73 3372.27 -0.121455 0.331301 7 0 1 0.0220516
10 0.800183 26591 21329.3 -0.122866 0.402761 20 0 1 0.00735054
11 0.829330 352312 325721 -0.170205 0.201259 10 0 1 0.00245018
12 0.831365 2.38999e+06 2.03768e+06 -0.011620 0.000219 4 0 1 0.000816727
13 0.831576 5.95046e+06 3.56046e+06 -0.000315 0.000000 1 0 1 0.000272242
14 0.831634 9.9999e+06 4.04944e+06 -0.000039 0.000000 1 0 0.656 9.07474e-05
15 0.846371 9.9999e+06 1.1071 0.021315 0.017738 3 0 0.124 9.07474e-05
16 1.430173 9.9999e+06 1.83831 0.015324 0.111247 16 6 1 2.97361
17 2.133416 9.9999e+06 1.01549 0.017922 0.058810 2 0 1 0.991204
18 2.883190 9.9999e+06 0.804303 0.017869 0.029227 3 0 1 0.330401
19 3.644459 9.99991e+06 0.685328 0.003692 0.008831 1 0 1 0.110134
20 4.407445 9.99991e+06 0.605528 0.000934 0.005739 1 0 1 0.0367113
========== Varying R36 exch downward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
========== Varying R38 net upward from -36.04 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.394524 1.7057 1.7057 0.014678 1.412467 7 0 0.188 1.66351e-09
2 -1.352948 2.73377 1.02806 0.001093 0.000824 2 0 0.19 1.66351e-09
3 -0.576384 4.20692 1.47316 0.114228 0.105956 3 0 1 1.66351e-09
4 0.194661 4.8549 0.647973 0.012672 0.009919 1 0 1 1.08643e-09
5 0.336815 4.95465 0.0997533 0.000095 0.000051 1 0 0.201 3.62145e-10
6 1.106807 5.43315 0.478497 0.006342 0.004642 3 0 1 3.62145e-10
7 1.876380 5.83968 0.406531 0.004732 0.003452 1 0 1 1.20715e-10
8 2.645628 6.19902 0.359342 0.004154 0.003197 1 0 1 4.02383e-11
9 3.414633 6.52439 0.325369 0.003857 0.003144 1 0 1 1.34128e-11
10 4.183374 6.82382 0.29943 0.003889 0.003441 2 0 1 4.47093e-12
========== Varying R38 net downward from -36.04 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.513501 0.688453 0.688453 -0.005350 0.924846 7 0 0.613 1.66351e-09
2 0.182871 1.45683 0.768377 -0.006889 0.065030 3 0 1 1.66351e-09
3 0.801938 1.9834 0.526569 -0.004006 0.000305 1 0 0.826 5.54504e-10
4 1.534584 2.49802 0.514616 -0.002918 0.032728 4 0 1 5.54504e-10
5 1.584905 2.53993 0.0419139 -0.000020 0.016792 2 0 0.0923 1.84835e-10
6 2.349152 3.01805 0.47812 -0.003617 0.000428 1 0 1 1.84835e-10
7 2.863036 3.31458 0.296532 -0.001526 0.000096 1 0 0.681 6.16115e-11
8 3.627922 3.72741 0.41283 -0.003179 0.000226 1 0 1 6.16115e-11
9 4.393024 4.11299 0.385577 -0.002976 0.000214 1 0 1 2.05372e-11
========== Varying R38 exch upward from 58.36 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.378382 15.3939 15.3939 0.147198 1.355182 5 0 0.247 1.66351e-09
2 -1.387721 32.0237 16.6297 -0.030774 0.127640 2 12 1 14.2895
3 -1.262987 60.3424 28.3187 0.235865 0.381616 4 0 1 4.76315
4 -1.039125 101.368 41.0258 0.521738 0.673033 5 1 1 3.17543
5 -1.006049 107.952 6.5841 -0.001304 0.000439 3 0 0.104 2.24066
6 -0.779001 161.421 53.469 0.306167 0.416713 3 1 1 4.48132
7 -0.755544 168.163 6.74185 -0.000716 0.000446 3 0 0.0639 1.49377
8 -0.612152 215.825 47.6619 0.027229 0.063317 5 1 0.538 2.98755
9 -0.592488 223.495 7.67029 -0.000552 0.000054 2 0 0.0687 2.98755
10 -0.372890 338.576 115.08 0.446943 0.551708 3 0 1 2.98755
11 -0.299788 395.131 56.5553 -0.003585 0.007129 1 0 0.224 0.995849
12 -0.114415 628.737 233.606 0.465651 0.571371 4 1 1 1.9917
13 0.033486 1033.71 404.971 0.329348 0.420117 5 0 0.709 0.663899
14 0.116390 1524.1 490.395 0.030366 0.068182 3 0 0.495 0.663899
15 0.211121 3033.43 1509.33 0.291365 0.384502 3 0 1 0.663899
16 0.261708 5993.99 2960.56 0.055641 0.104919 1 0 0.579 0.2213
17 0.296178 16602.2 10608.3 0.093179 0.154697 2 0 1 0.2213
18 0.309686 51588.6 34986.4 0.004374 0.032967 1 0 0.677 0.0737666
19 0.314606 216120 164531 -0.005729 0.010016 2 0 1 0.0737666
20 0.315598 602358 386238 -0.001646 0.000128 1 0 1 0.0245889
21 0.315890 1.27228e+06 669925 -0.000321 0.000004 2 0 1 0.00819629
22 0.316016 2.43291e+06 1.16063e+06 -0.000114 0.000001 1 0 1 0.0027321
23 0.316078 4.44335e+06 2.01044e+06 -0.000051 0.000000 2 0 1 0.000910698
24 0.316111 7.92565e+06 3.4823e+06 -0.000026 0.000000 1 0 1 0.000303566
25 0.316120 9.99991e+06 2.07426e+06 -0.000002 0.000000 0 0 0.344 0.000101189
26 0.346277 9.99991e+06 0.456141 -0.000145 0.009343 4 0 0.22 0.000101189
27 1.048611 9.99991e+06 1.50958 0.106377 0.172250 5 0 1 0.000101189
28 1.227248 9.99991e+06 1.03356 0.006195 0.521920 3 0 1 6.2898e-05
29 1.996263 9.99991e+06 0.712576 0.012689 0.011963 3 0 1 2.0966e-05
30 2.765200 9.99991e+06 0.52753 0.005619 0.004973 3 0 1 6.98867e-06
31 3.534061 9.99991e+06 0.437787 0.003691 0.003123 2 0 1 2.32956e-06
32 4.302858 9.99991e+06 0.382026 0.002879 0.002373 2 0 1 7.76519e-07
========== Varying R38 exch downward from 58.36 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.905481 11.9011 11.9011 0.103809 1.143982 5 0 0.344 1.66351e-09
2 -0.635670 17.7434 5.84237 0.020310 0.003671 1 0 0.388 1.66351e-09
3 0.230401 28.1465 10.4031 0.151303 0.053524 2 0 1 1.66351e-09
4 1.042046 33.9754 5.82886 0.051010 0.007657 1 0 1 1.29307e-09
5 1.105372 34.3577 0.382277 0.000199 0.000006 1 0 0.0885 4.49736e-10
6 1.902114 38.5963 4.23865 0.031371 0.002920 2 0 1 4.49736e-10
7 2.379771 40.7537 2.15735 0.008686 0.000551 1 0 0.625 1.49912e-10
8 3.161718 43.8561 3.10246 0.020178 0.006523 2 0 1 1.49912e-10
9 3.266795 44.2401 0.383977 0.000303 0.000006 1 0 0.141 4.99706e-11
10 4.050812 46.9078 2.66771 0.016676 0.000952 1 0 1 4.99706e-11
========== Varying R40 net upward from 26.93 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.211651 5.04098 5.04098 0.035422 1.289442 5 0 0.242 1.66351e-09
2 -0.580347 14.0533 9.01227 0.471477 0.486739 1 0 0.885 1.66351e-09
3 -0.227117 17.4588 3.40554 0.003141 0.007667 2 0 0.508 1.66351e-09
4 -0.162480 18.0238 0.565031 -0.000088 0.000023 1 0 0.0954 1.66351e-09
5 0.579028 23.6178 5.59403 -0.019215 0.007569 1 0 1 1.66351e-09
6 1.326789 28.3016 4.68375 -0.017982 0.002549 1 0 1 5.54504e-10
7 2.077381 32.49 4.18842 -0.016117 0.001583 1 0 1 1.84835e-10
8 2.829858 36.3629 3.87293 -0.014988 0.000827 1 0 1 6.16115e-11
9 3.583636 40.0151 3.65218 0.001189 0.015703 1 0 1 2.05372e-11
10 4.338396 43.5041 3.48898 -0.013032 0.000499 1 0 1 6.84573e-12
========== Varying R40 net downward from 26.93 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.473358 5.1342 5.1342 0.080580 0.528210 5 0 0.275 1.66351e-09
2 -0.454139 11.5212 6.387 0.073660 0.429556 4 12 1 14.2895
3 -0.172603 17.8105 6.28933 0.237438 0.433239 3 0 1 4.76315
4 -0.322975 22.7593 4.94872 0.376481 1.061451 5 1 1 3.17543
5 0.125742 26.1652 3.40591 0.146549 0.320291 15 0 1 2.38784
6 0.629157 28.994 2.82888 0.079523 0.259098 30 0 1 0.795945
7 1.370893 31.078 2.08394 0.003388 0.016305 9 0 1 0.265315
8 2.132467 32.5123 1.43431 0.000172 0.003494 5 0 1 0.0884383
9 2.898810 33.6731 1.16081 -0.000520 0.000678 1 0 1 0.0294794
10 3.078463 33.9195 0.246371 -0.000045 0.000019 2 0 0.246 0.00982648
11 3.334473 34.2532 0.333682 0.000165 0.000023 1 0 0.353 0.00982648
12 4.103954 35.148 0.894869 0.001527 0.000268 3 0 1 0.00982648
========== Varying R40 exch upward from 98.04 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.097616 3.18885 3.18885 0.004419 1.131292 4 11 0.227 1.78618
2 -0.471003 12.8658 9.67697 0.070322 0.100060 3 0 1 1.78618
3 0.265495 20.5221 7.65629 0.017792 0.023809 2 0 1 0.595394
4 0.461465 22.2562 1.73412 -0.000093 0.000161 1 0 0.277 0.198465
5 0.506281 22.64 0.383727 -0.000007 0.000000 0 0 0.064 0.198465
6 1.261189 28.5225 5.88253 -0.003385 0.005958 3 0 1 0.198465
7 2.021159 33.6553 5.13282 -0.003939 0.003035 3 0 1 0.0661549
8 2.783360 38.2835 4.62819 -0.003724 0.001691 3 0 1 0.0220516
9 2.877430 38.8266 0.543093 -0.000064 0.000008 1 0 0.127 0.00735054
10 3.640879 43.0426 4.21604 -0.003950 0.000818 1 0 1 0.00735054
11 4.404755 46.9752 3.93252 -0.003717 0.000677 1 0 1 0.00245018
========== Varying R40 exch downward from 98.04 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.394021 8.16366 8.16366 0.124142 1.365527 5 0 0.26 1.66351e-09
2 -1.310039 16.5563 8.39267 0.101307 0.330630 3 12 1 14.2895
3 -0.968802 25.0081 8.45174 0.293736 0.409509 2 0 1 4.76315
4 -0.514831 31.5431 6.53501 0.383051 0.467465 3 1 1 3.17543
5 -0.047042 36.3626 4.81952 0.283823 0.392798 5 0 1 2.48493
6 -0.023926 36.5669 0.204331 0.000026 0.000547 2 0 0.0553 1.39523
7 0.450343 40.2026 3.6357 0.103709 0.271509 22 0 1 1.39523
8 1.109807 43.1404 2.93773 0.002560 0.075257 25 0 1 0.465078
9 1.717258 45.0938 1.95342 0.001893 0.156355 12 0 1 0.155026
10 1.990823 45.7451 0.651288 0.000049 0.000811 6 0 0.389 0.0516753
11 2.757877 47.2802 1.53512 0.002041 0.001960 5 0 1 0.0516753
12 3.526130 48.5566 1.27644 0.001290 0.001069 1 0 1 0.0172251
13 4.294603 49.6708 1.11422 0.000961 0.000717 1 0 1 0.0057417
========== Varying R42 net upward from -68.83 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.009457 2.04045 2.04045 0.666008 1.443736 7 0 1 1.66351e-09
2 0.227969 2.81011 0.769664 0.008802 0.539668 4 0 1 2.32049e-09
3 0.995700 3.40193 0.59182 0.002579 0.003140 1 0 1 7.73498e-10
4 1.763264 3.90361 0.501679 0.001367 0.002094 1 0 1 2.57833e-10
5 2.530741 4.3473 0.44369 0.000866 0.001681 1 0 1 8.59442e-11
6 2.904659 4.54766 0.200355 0.000008 0.000000 0 0 0.498 2.86481e-11
7 3.671274 4.93351 0.385851 0.000986 0.002663 2 0 1 2.86481e-11
8 4.134494 5.15273 0.21922 0.000024 0.000428 1 0 0.612 9.54935e-12
========== Varying R42 net downward from -68.83 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.307032 0.62586 0.62586 -0.013019 1.330014 5 0 0.26 1.66351e-09
2 -0.548637 1.99008 1.36422 0.153132 0.163028 1 0 1 1.66351e-09
3 -0.463905 2.08984 0.0997566 -0.000052 0.000025 1 0 0.128 1.30172e-09
4 0.298195 2.84224 0.752398 0.018110 0.024301 3 0 1 1.30172e-09
5 1.060783 3.44572 0.603489 0.007717 0.013421 2 0 1 4.33908e-10
6 1.414544 3.69585 0.250121 0.006754 0.007928 3 0 0.479 1.44636e-10
7 2.181445 4.18839 0.492549 0.060796 0.062187 3 0 1 1.44636e-10
8 2.250178 4.22971 0.0413191 -0.000001 0.000000 0 0 0.0938 5.83767e-11
9 2.429923 4.33592 0.106211 0.000331 0.000423 1 0 0.243 5.83767e-11
10 3.196949 4.76268 0.426754 0.069787 0.071052 2 0 1 5.83767e-11
11 3.964037 5.15461 0.391935 0.097510 0.098714 2 0 1 2.63858e-11
========== Varying R42 exch upward from 67.55 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.195152 7.08677 7.08677 0.083152 1.401693 7 0 0.376 1.66351e-09
2 -0.437948 17.752 10.6653 0.401503 0.412591 2 1 1 3.32702e-09
3 0.324860 24.3037 6.55169 0.023789 0.029272 1 0 1 3.32733e-09
4 1.089796 29.5186 5.21482 0.003399 0.006754 1 0 1 1.10911e-09
5 1.855487 33.993 4.47443 0.000900 0.003501 1 0 1 3.69703e-10
6 2.112222 35.3752 1.38219 -0.000189 0.000051 1 0 0.347 1.23234e-10
7 2.878482 39.231 3.85586 -0.000434 0.001598 1 0 1 1.23234e-10
8 3.147759 40.505 1.27396 -0.000165 0.000041 1 0 0.36 4.10781e-11
9 3.560310 42.3851 1.88012 -0.000577 0.000093 1 0 0.548 4.10781e-11
10 4.322145 45.657 3.27185 -0.001561 0.004896 3 0 1 4.10781e-11
========== Varying R42 exch downward from 67.55 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.171570 10.7879 10.7879 0.384929 1.686845 4 0 0.549 1.66351e-09
2 -0.571934 19.0377 8.24976 0.118222 0.188840 12 11 1 1.78618
3 0.129500 25.2186 6.18089 0.214168 0.240647 4 0 1 0.595394
4 0.832576 30.1157 4.8971 0.095568 0.130962 17 0 1 0.497628
5 1.545199 34.2906 4.17493 0.034362 0.074459 40 0 1 0.214271
6 2.318808 37.8697 3.57913 0.006944 0.000831 9 0 1 0.0714236
7 3.092297 40.7432 2.87344 0.005779 0.000386 5 0 1 0.0238079
8 3.865477 43.1949 2.45174 0.005103 0.000163 3 0 1 0.00793595
========== Varying R44 upward from 62.97 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.105743 4.36805 4.36805 0.066617 1.255213 6 0 0.318 1.66351e-09
2 -1.042752 5.39237 1.02432 -0.000120 0.000121 1 0 0.114 1.66351e-09
3 -0.557053 11.2313 5.83888 0.057117 0.060056 1 1 0.699 3.32702e-09
4 0.175906 17.3916 6.16034 -0.015938 0.019395 1 0 1 3.32702e-09
5 0.919738 22.1896 4.79802 -0.020510 0.003950 1 0 1 1.10901e-09
6 1.667830 26.3712 4.18155 -0.018484 0.001716 1 0 1 3.69669e-10
7 2.418451 30.1893 3.81813 -0.016701 0.000970 1 0 1 1.23223e-10
8 2.882709 32.4202 2.23092 -0.005887 0.000138 1 0 0.624 4.10744e-11
9 3.635696 35.8808 3.46057 -0.014609 0.000696 1 0 1 4.10744e-11
10 4.389896 39.1975 3.31673 -0.013720 0.000372 1 0 1 1.36915e-11
========== Varying R44 downward from 62.97 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.396753 4.83172 4.83172 0.087582 1.400596 5 0 0.247 1.66351e-09
2 -1.343062 9.3724 4.54068 0.099203 0.099540 1 2 0.288 1.33081e-08
3 -1.139707 14.2201 4.84773 0.077736 0.377796 2 11 1 14.2895
4 -0.829273 18.626 4.40584 0.166775 0.307251 2 0 0.902 4.76315
5 -0.452114 22.5583 3.93235 0.202053 0.378932 2 0 1 4.76315
6 0.002742 26.2579 3.69957 0.537545 0.646662 4 0 1 1.58772
7 0.411073 28.8555 2.59762 0.097778 0.334923 29 0 1 1.58402
8 1.123753 30.9911 2.13556 0.022154 0.047627 13 0 1 0.528006
9 1.845118 32.2634 1.2723 0.008285 0.048513 9 0 1 0.176002
10 2.611983 33.2638 1.00047 0.005486 0.004679 4 0 1 0.0586674
11 3.380324 34.1052 0.841355 0.004239 0.003455 2 0 1 0.0195558
12 4.149021 34.8441 0.738952 0.003609 0.002956 2 0 1 0.0065186
========== Varying R46 upward from 101.9 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.904779 2.46572 2.46572 0.002928 1.006191 5 0 0.233 1.66351e-09
2 -0.143035 5.41891 2.95319 -0.005115 0.001432 1 0 1 1.66351e-09
3 0.620874 7.55233 2.13342 -0.003402 0.000982 1 0 1 5.54504e-10
4 0.999638 8.46855 0.916223 -0.000887 0.002537 4 0 0.518 1.84835e-10
5 1.763497 10.1232 1.6547 -0.003290 0.001143 2 0 1 1.84835e-10
6 2.527887 11.6021 1.47886 -0.003092 0.000810 2 0 1 6.16115e-11
7 3.292289 12.9549 1.35279 -0.002952 0.000938 3 0 1 2.05372e-11
8 3.438106 13.2014 0.246487 -0.000092 0.000043 1 0 0.196 6.84573e-12
9 4.202842 14.4435 1.24212 -0.002808 0.000748 2 0 1 6.84573e-12
========== Varying R46 downward from 101.9 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.359884 4.48332 4.48332 0.144187 2.272362 3 0 1 1.66351e-09
2 -0.581131 8.30176 3.81844 0.084246 0.073785 2 0 1 1.25805e-09
3 -0.510470 8.50612 0.204357 0.000031 0.000003 2 0 0.108 6.5945e-10
4 0.260836 10.3453 1.8392 0.010585 0.007572 1 0 1 6.5945e-10
5 1.031073 11.7759 1.43062 0.006162 0.004217 1 0 1 2.19817e-10
6 1.084193 11.8653 0.0893803 0.000010 0.000000 0 0 0.0738 7.32722e-11
7 1.140801 11.9595 0.0942195 0.000012 0.000029 1 0 0.0786 7.32722e-11
8 1.910474 13.1465 1.18698 0.004115 0.002734 1 0 1 7.32722e-11
9 2.679747 14.198 1.05148 0.003478 0.002497 1 0 1 2.44241e-11
10 3.448719 15.1515 0.953534 0.003113 0.002432 1 0 1 8.14135e-12
11 3.748199 15.5018 0.350234 0.000225 0.000235 1 0 0.399 2.71378e-12
12 4.513270 16.3518 0.850036 0.002778 0.002409 2 0 0.995 2.71378e-12
========== 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 -0.613136 5.99471 5.99471 0.023825 0.690044 14 0 0.289 1.66351e-09
2 0.148716 8.47339 2.47868 -0.000993 0.005447 1 0 1 1.66351e-09
3 0.911885 10.4125 1.93907 -0.002621 0.002502 1 0 1 5.54504e-10
4 1.675687 12.07 1.65758 -0.002648 0.001841 1 0 1 1.84835e-10
5 2.439875 13.5477 1.47769 -0.002891 0.001212 1 0 1 6.16115e-11
6 2.540744 13.7324 0.184684 -0.000047 0.000029 1 0 0.137 2.05372e-11
7 2.643597 13.9185 0.186116 -0.000058 0.000011 1 0 0.139 2.05372e-11
8 2.764479 14.1346 0.216044 -0.000079 0.000014 1 0 0.163 2.05372e-11
9 3.529001 15.4409 1.30632 -0.002901 0.000869 2 0 1 2.05372e-11
10 3.658360 15.6528 0.211885 -0.000085 0.000019 1 0 0.174 6.84573e-12
11 3.777104 15.8452 0.19241 -0.000071 0.000013 1 0 0.159 6.84573e-12
12 4.271736 16.6266 0.781362 -0.001201 0.000195 1 0 0.653 6.84573e-12
========== 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 3.027e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.613136 5.99471 5.99471 0.023298 0.689516 16 0 0.289 1.66351e-09
2 0.148727 8.47343 2.47872 -0.001029 0.005400 1 0 1 1.66351e-09
3 0.911896 10.4125 1.93906 -0.002623 0.002501 1 0 1 5.54504e-10
4 1.675698 12.0701 1.65757 -0.002882 0.001608 1 0 1 1.84835e-10
5 2.232342 13.1608 1.09073 -0.000716 0.001460 1 0 0.738 6.16115e-11
6 2.996727 14.5419 1.38113 -0.002906 0.001001 2 0 1 6.16115e-11
7 3.034014 14.6064 0.0644942 -0.000007 0.000000 0 0 0.0505 2.05372e-11
8 3.798561 15.8797 1.2733 -0.002864 0.000881 1 0 1 2.05372e-11
9 4.270792 16.6251 0.745385 -0.001062 0.000209 1 0 0.624 6.84573e-12
========== Varying R48 downward from 3.027e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 2.92721e-06 2.92721e-06 0.000000 0.000000 0 0 1.98e-09 1.66351e-09
========== Varying R49 upward from 3.026e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.667774 6.45398 6.45398 0.009610 0.710090 3 0 0.153 1.66351e-09
2 0.082043 9.37511 2.92113 -0.011607 0.006868 1 1 1 3.32702e-09
3 0.836506 11.7035 2.3284 -0.008646 0.005182 1 0 1 1.10901e-09
4 1.593013 13.7283 2.02478 -0.010209 0.001577 1 0 1 3.69669e-10
5 1.629360 13.8201 0.0918392 -0.000022 0.000025 1 0 0.0501 1.23223e-10
6 1.871801 14.4216 0.601504 -0.000978 0.000064 1 0 0.329 1.23223e-10
7 2.438282 15.6161 1.19447 0.013554 0.012716 1 0 0.766 1.23223e-10
8 3.208269 16.887 1.27092 0.027853 0.026158 1 0 1 1.23223e-10
9 3.247138 16.9444 0.0573684 0.000006 0.000000 0 0 0.0545 4.10744e-11
10 3.805869 17.7174 0.772971 0.006513 0.005608 1 0 0.741 4.10744e-11
11 4.576029 18.6595 0.942165 0.016470 0.014603 2 0 1 4.10744e-11
========== Varying R49 downward from 3.026e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 2.92567e-06 2.92567e-06 0.000000 0.000000 0 0 2.34e-09 1.66351e-09
========== Varying R50 upward from 22.77 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.006954 7.76854 7.76854 0.039787 0.801125 18 0 1 1.66351e-09
2 0.775665 11.709 3.94043 0.073066 0.072646 1 0 1 5.54504e-10
3 1.544763 14.5004 2.79148 0.036998 0.036192 2 0 1 2.6004e-10
4 2.314088 16.785 2.2846 0.025957 0.024923 1 0 1 8.668e-11
5 2.617787 17.5962 0.811138 0.000894 0.000708 1 0 0.41 2.88933e-11
6 3.387227 19.484 1.88779 0.020212 0.019063 1 0 1 2.88933e-11
7 4.156752 21.1863 1.70236 0.018502 0.017269 2 0 1 9.63111e-12
========== Varying R50 downward from 22.77 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000031 22.7695 22.7695 0.000001 0.000000 0 0 0.0152 1.66351e-09
========== Varying R51 upward from 3.026e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.283347 16.0301 16.0301 0.003087 1.284103 5 0 0.103 1.66351e-09
2 -1.397415 25.7447 9.71455 0.000802 0.001234 1 0 0.253 1.66351e-09
3 -0.647871 33.7246 7.97996 0.300630 0.319378 3 0 1 1.66351e-09
4 0.118934 37.0555 3.33085 0.048802 0.050289 1 0 1 1.64642e-09
5 0.200834 37.354 0.298493 0.000029 0.000061 1 0 0.117 5.51144e-10
6 0.969127 39.8458 2.49183 0.023689 0.023688 1 0 1 5.51144e-10
7 1.235040 40.6102 0.764344 0.000509 0.000507 1 0 0.362 1.83715e-10
8 2.003504 42.6228 2.01265 0.020444 0.020272 1 0 1 1.83715e-10
9 2.772070 44.4162 1.7934 0.021019 0.020745 1 0 1 6.12383e-11
10 3.540730 46.0482 1.63202 0.021387 0.021019 1 0 1 2.04128e-11
11 4.309472 47.5547 1.50652 0.022444 0.021993 1 0 1 6.80425e-12
========== Varying R51 downward from 3.026e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 2.9262e-06 2.9262e-06 0.000000 0.000000 0 0 1.51e-09 1.66351e-09
========== Varying R52 upward from 79.85 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.963711 13.1567 13.1567 0.003740 0.994328 10 0 0.14 1.66351e-09
2 -0.197928 19.3689 6.21224 0.018464 0.020973 1 0 1 1.66351e-09
3 0.262380 22.1281 2.75914 0.000209 0.000858 2 0 0.629 5.54504e-10
4 0.401715 22.8864 0.758279 -0.000036 0.000028 1 0 0.196 5.54504e-10
5 0.502963 23.4195 0.533116 -0.000018 0.000005 1 0 0.143 5.54504e-10
6 1.268923 27.0672 3.64775 -0.001565 0.000767 2 0 1 5.54504e-10
7 1.651677 28.6951 1.62785 -0.000433 0.000072 1 0 0.515 1.84835e-10
8 2.374785 31.4438 2.74875 -0.001941 0.043242 4 0 1 1.84835e-10
9 3.141580 34.0166 2.57281 -0.000301 0.001197 3 0 1 6.16115e-11
10 3.206123 34.221 0.204312 -0.000004 0.000000 0 0 0.0878 2.05372e-11
11 3.283907 34.4644 0.243492 -0.000000 0.000000 0 0 0.107 2.05372e-11
12 4.042547 36.7144 2.24998 0.000603 0.010254 2 0 1 2.05372e-11
========== Varying R52 downward from 79.85 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.000008 79.8544 79.8544 0.000000 0.000000 0 0 0.054 1.66351e-09
========== Varying R53 upward from 3.027e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 79.8544 79.8544 0.000000 0.000000 0 0 0.054 1.66351e-09
2 -0.957485 93.011 13.1567 0.005391 0.989754 6 0 0.14 1.66351e-09
3 -0.192302 99.1597 6.14865 0.006865 0.009974 1 0 1 1.66351e-09
4 0.550266 103.518 4.35842 -0.000100 0.025623 5 0 1 5.54504e-10
5 1.316267 107.129 3.61076 -0.001332 0.000960 2 0 1 1.84835e-10
6 1.650589 108.545 1.41608 -0.000331 0.000052 1 0 0.451 6.16115e-11
7 2.373659 111.294 2.74922 -0.001942 0.043280 4 0 1 6.16115e-11
8 2.478424 111.663 0.36923 -0.000003 0.000000 0 0 0.143 2.05372e-11
9 2.567237 111.972 0.308103 -0.000004 0.000000 0 0 0.122 2.05372e-11
10 2.854267 112.94 0.968561 -0.000046 0.000401 2 0 0.387 2.05372e-11
11 3.187095 114.015 1.07519 -0.000083 0.000255 2 0 0.446 2.05372e-11
12 3.894524 116.143 2.12781 0.000459 0.006408 2 0 0.932 2.05372e-11
========== Varying R53 downward from 3.027e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 2.92727e-06 2.92727e-06 0.000000 0.000000 0 0 1.98e-09 1.66351e-09
========== Varying R54 upward from 6.23 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.924522 0.807629 0.807629 -0.004742 1.109029 4 0 0.484 1.66351e-09
2 -0.200162 1.70465 0.897025 -0.040497 0.003434 1 0 1 1.66351e-09
3 0.539418 2.40963 0.704972 -0.027760 0.000952 1 0 1 5.54504e-10
4 0.975269 2.77916 0.369536 -0.007628 0.000157 1 0 0.598 1.84835e-10
5 1.326073 3.0603 0.281136 -0.004449 0.000090 1 0 0.48 1.84835e-10
6 2.076471 3.61048 0.550184 -0.014971 0.000264 1 0 0.997 1.84835e-10
7 2.129526 3.64696 0.0364811 -0.000063 0.000001 1 0 0.0734 1.84835e-10
8 2.885016 4.14067 0.493711 -0.012575 0.000226 1 0 1 1.84835e-10
9 3.642063 4.59739 0.456711 -0.011023 0.000222 1 0 1 6.16115e-11
10 4.400231 5.02669 0.429303 -0.009970 0.000154 2 0 1 2.05372e-11
========== Varying R54 downward from 6.23 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.397447 0.63167 0.63167 0.003764 1.403229 6 0 0.13 1.66351e-09
2 -0.486830 2.03851 1.40684 0.162542 0.020216 4 0 1 1.66351e-09
3 0.057223 2.36785 0.329343 0.015017 0.000569 3 0 0.72 1.34416e-09
4 0.850437 2.72991 0.362052 0.025426 0.000504 1 0 1 1.34416e-09
5 1.639169 3.01457 0.284667 0.020932 0.000492 1 0 1 4.48053e-10
6 2.425326 3.25197 0.237393 0.018372 0.000507 1 0 1 1.49351e-10
7 3.209745 3.4567 0.204733 0.016683 0.000556 1 0 1 4.97836e-11
8 3.992862 3.63718 0.180482 0.015461 0.000635 2 0 1 1.65945e-11
========== Varying R55 upward from 43.52 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.986862 3.29732 3.29732 0.004052 1.084224 5 0 0.343 1.66351e-09
2 -0.249138 7.92256 4.62524 -0.027257 0.003311 2 0 1 1.66351e-09
3 -0.055098 8.88574 0.963173 -0.001281 0.000059 1 0 0.28 5.54504e-10
4 0.694845 12.1554 3.26969 -0.017338 0.001011 2 0 1 5.54504e-10
5 1.457529 14.8478 2.69242 -0.005135 0.000472 1 0 1 1.84835e-10
6 2.221289 17.1 2.25219 -0.004163 0.000369 1 0 1 6.16115e-11
7 2.622941 18.1694 1.0694 -0.001016 0.000071 1 0 0.539 2.05372e-11
8 3.386498 20.0473 1.87791 -0.003396 0.001339 1 0 1 2.05372e-11
9 4.150104 21.791 1.74363 -0.004357 0.000329 1 0 1 6.84573e-12
========== Varying R55 downward from 43.52 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.397412 4.11077 4.11077 0.003673 1.406765 5 0 0.129 1.66351e-09
2 -0.579835 11.3004 7.18959 0.054713 0.005427 1 0 1 1.66351e-09
3 0.199196 14.0677 2.7673 0.011212 0.000473 1 0 1 6.1435e-10
4 0.975008 16.1545 2.08681 0.007913 0.000392 2 0 1 2.04783e-10
5 1.059156 16.3567 0.202242 0.000076 0.000006 1 0 0.117 6.82611e-11
6 1.833339 18.0613 1.70464 0.006359 0.000468 1 0 1 6.82611e-11
7 2.606044 19.5495 1.48819 0.005367 0.000954 2 0 1 2.27537e-11
8 2.858489 20.0007 0.451178 0.000489 0.000077 1 0 0.338 7.58457e-12
9 3.630395 21.2949 1.29417 0.004383 0.000769 1 0 1 7.58457e-12
10 4.308702 22.3437 1.04882 0.003006 0.000616 2 0 0.883 2.52819e-12
========== 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 0.015251 7.8243 7.8243 0.140141 0.585113 16 0 0.817 1.66351e-09
2 -0.604651 11.7432 3.91892 0.070854 1.459049 5 0 1 1.66351e-09
3 -0.377903 20.3502 8.60694 0.290921 0.832465 3 0 1 7.61145e-10
4 -0.410362 26.2359 5.88571 0.190399 0.991150 3 1 1 1.50053e-09
5 -0.325885 27.5987 1.36285 0.000609 0.000616 2 0 0.215 1.30802e-09
6 0.442061 32.991 5.3923 0.149821 0.150166 1 0 1 1.30802e-09
7 1.210961 36.1402 3.14921 0.047143 0.046535 1 0 1 1.01114e-09
8 1.493037 37.1015 0.96128 0.000901 0.000778 1 0 0.389 3.37046e-10
9 1.545975 37.2739 0.172377 0.000007 0.000000 0 0 0.0746 3.37046e-10
10 2.315232 39.5577 2.28381 0.026327 0.025363 1 0 1 3.37046e-10
11 3.084689 41.5366 1.97894 0.021587 0.020422 1 0 1 1.12349e-10
12 3.854226 43.3054 1.76877 0.018959 0.017714 1 0 1 3.74495e-11
========== 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 3.026e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.252589 6.39236 6.39236 0.010432 1.245452 6 0 0.172 1.66351e-09
2 -0.571178 7.51738 1.12502 -0.059124 0.027757 2 0 1 1.66351e-09
3 -0.459966 7.64912 0.131745 -0.000773 0.000009 1 0 0.169 5.54504e-10
4 0.276171 8.40228 0.753156 -0.023403 0.008752 1 0 1 5.54504e-10
5 0.765981 8.8348 0.432523 -0.010365 0.000217 1 0 0.672 1.84835e-10
6 0.801687 8.86493 0.0301274 -0.000047 0.000012 1 0 0.0502 1.84835e-10
7 1.397112 9.3456 0.480667 -0.013302 0.000213 1 0 0.804 1.84835e-10
8 2.150322 9.89207 0.546472 -0.014836 0.000246 1 0 1 1.84835e-10
9 2.905852 10.3852 0.493153 -0.012569 0.000192 1 0 1 6.16115e-11
10 3.662922 10.8416 0.45636 -0.011054 0.000168 1 0 1 2.05372e-11
11 4.421107 11.2707 0.42908 -0.009952 0.000155 1 0 1 6.84573e-12
========== Varying R57 downward from 3.026e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 2.92596e-06 2.92596e-06 -0.000000 0.000000 0 0 7.67e-08 1.66351e-09
========== Varying R58 upward from 3.025e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.664946 12.9423 12.9423 0.034527 0.781309 15 0 0.365 1.66351e-09
2 -0.352705 15.5258 2.58354 0.002876 0.004460 1 0 0.452 1.66351e-09
3 0.420796 18.6013 3.0755 0.276583 0.271374 1 0 1 1.66351e-09
4 1.192182 20.3514 1.75009 0.093049 0.089955 2 0 1 1.62699e-09
5 1.314330 20.5861 0.234676 0.000150 0.000073 2 0 0.172 9.19034e-10
6 2.085762 21.9067 1.32065 0.054327 0.051187 1 0 1 9.19034e-10
7 2.232489 22.1332 0.226411 0.000241 0.000126 1 0 0.201 3.37374e-10
8 2.571771 22.633 0.499873 0.055398 0.054804 1 0 0.456 3.37374e-10
9 3.342978 23.6696 1.03654 0.038995 0.036079 2 0 1 3.37374e-10
10 3.436996 23.788 0.118453 0.000081 0.000082 1 0 0.127 1.12458e-10
11 3.902078 24.3527 0.564698 0.005934 0.004896 2 0 0.615 1.12458e-10
========== Varying R58 downward from 3.025e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.000000 2.92548e-06 2.92548e-06 0.000000 0.000000 0 0 2.01e-09 1.66351e-09
========== Varying R59 upward from 3.026e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.364619 10.1547 10.1547 0.049352 1.073736 16 0 0.883 1.66351e-09
2 0.400706 13.434 3.27931 0.000274 0.003241 1 0 1 1.66351e-09
3 0.828249 14.9667 1.53267 -0.000496 0.000322 1 0 0.579 5.54504e-10
4 1.281354 16.2318 1.26511 0.022350 0.020322 1 0 0.643 5.54504e-10
5 1.913703 17.5299 1.29816 0.044052 0.040671 1 0 0.839 5.54504e-10
6 2.686706 18.7776 1.24768 0.055503 0.050791 1 0 1 5.54504e-10
7 3.459587 19.8174 1.03975 0.043711 0.039123 1 0 1 2.07296e-10
8 3.540786 19.9181 0.100707 0.000081 0.000054 1 0 0.111 6.90986e-11
9 4.313144 20.8123 0.894222 0.035818 0.031751 3 0 1 6.90986e-11
========== Varying R59 downward from 3.026e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 2.92578e-06 2.92578e-06 0.000000 0.000000 0 0 2.06e-09 1.66351e-09
========== Varying R61 upward from 2.122e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.657176 3.04478 3.04478 0.029867 0.768649 4 0 0.274 1.66351e-09
2 0.107748 4.35475 1.30997 0.001785 0.005152 1 0 1 1.66351e-09
3 0.873110 5.36292 1.00817 -0.000767 0.002163 1 0 1 5.54504e-10
4 1.638671 6.21717 0.854251 -0.001343 0.001387 1 0 1 1.84835e-10
5 2.404354 6.97401 0.75684 -0.001569 0.001040 1 0 1 6.16115e-11
6 2.541619 7.10183 0.127824 -0.000059 0.000028 1 0 0.186 2.05372e-11
7 3.307397 7.77974 0.677901 -0.001735 0.000779 1 0 1 2.05372e-11
8 3.634940 8.05394 0.274207 -0.000326 0.000122 1 0 0.436 6.84573e-12
9 4.400804 8.66479 0.610848 -0.001756 0.000672 1 0 1 6.84573e-12
========== Varying R61 downward from 2.122e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 2.02222e-06 2.02222e-06 0.000000 0.000000 0 0 2.04e-09 1.66351e-09
========== Varying R62 upward from 3.025e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.665163 6.24884 6.24884 0.013985 0.732186 3 0 0.208 1.66351e-09
2 0.095797 8.98697 2.73813 -0.000137 0.007195 1 0 1 1.66351e-09
3 0.858699 11.1086 2.12166 -0.003399 0.001990 1 0 1 5.54504e-10
4 1.622226 12.9162 1.80757 -0.003401 0.001364 1 0 1 1.84835e-10
5 1.705761 13.1005 0.184328 -0.000042 0.000025 1 0 0.115 6.16115e-11
6 2.469690 14.6919 1.59139 -0.003392 0.000970 1 0 1 6.16115e-11
7 2.540261 14.8315 0.139601 -0.000028 0.000026 2 0 0.0958 2.05372e-11
8 2.686591 15.1174 0.28586 -0.000122 0.000023 1 0 0.198 2.05372e-11
9 3.456763 16.4257 1.30832 0.024481 0.022601 1 0 1 2.05372e-11
10 4.101746 17.3317 0.906019 0.009306 0.007959 1 0 0.848 6.84573e-12
========== Varying R62 downward from 3.025e-06 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.000000 2.92548e-06 2.92548e-06 -0.000000 0.000000 0 0 2.06e-09 1.66351e-09
========== Varying R64 upward from 32.79 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.394582 1.66372 1.66372 0.013316 1.427664 5 0 0.198 1.66351e-09
2 -1.351519 2.66848 1.00475 0.000955 0.000558 1 0 0.194 1.66351e-09
3 -1.139757 3.45663 0.788153 0.029678 0.044688 4 0 0.494 1.66351e-09
4 -0.370256 4.51215 1.05552 0.152511 0.151302 3 0 1 1.66351e-09
5 0.400165 5.18017 0.668016 0.049775 0.047645 2 0 1 1.2988e-09
6 1.170075 5.70964 0.529467 0.037999 0.036380 3 0 1 4.42275e-10
7 1.940041 6.16143 0.451795 0.021949 0.020275 5 0 1 1.47425e-10
8 2.709118 6.56131 0.399874 0.017565 0.016780 10 0 1 4.91417e-11
9 3.355098 6.86804 0.306731 0.008093 0.007764 21 0 0.846 1.63806e-11
10 4.124357 7.20644 0.338406 0.012872 0.011905 3 0 1 1.63806e-11
========== Varying R64 downward from 32.79 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.602117 0.907917 0.907917 0.005049 1.142436 5 0 0.748 1.66351e-09
2 0.103982 1.82062 0.912706 -0.004414 0.057779 2 0 1 1.66351e-09
3 0.176637 1.89771 0.0770907 -0.000040 0.000017 1 0 0.104 5.54504e-10
4 0.472755 2.19565 0.297939 -0.000644 0.000044 1 0 0.41 5.54504e-10
5 1.193579 2.81642 0.620764 -0.000878 0.046591 3 0 1 5.54504e-10
6 1.395299 2.97417 0.157755 -0.000182 0.000088 1 0 0.276 1.84835e-10
7 2.160667 3.52823 0.554055 -0.002537 0.000386 2 0 1 1.84835e-10
8 2.926252 4.0285 0.500274 -0.002327 0.000380 2 0 1 6.16115e-11
9 3.611862 4.44238 0.413879 -0.001774 0.000269 1 0 0.899 2.05372e-11
10 3.711377 4.50022 0.0578353 -0.000036 0.000006 1 0 0.134 2.05372e-11
11 4.477249 4.92907 0.428858 0.021268 0.023688 1 0 1 2.05372e-11
========== Varying R65 upward from 1e-07 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.727791 4.32434 4.32434 -0.000464 0.751318 4 0 0.156 1.66351e-09
2 0.034961 6.35969 2.03535 -0.002760 0.002780 1 0 1 1.66351e-09
3 0.798957 7.91055 1.55085 -0.003172 0.001124 1 0 1 5.54504e-10
4 1.563490 9.22115 1.31061 -0.002488 0.001270 1 0 1 1.84835e-10
5 2.328343 10.3814 1.16027 -0.002761 0.000678 1 0 1 6.16115e-11
6 2.458994 10.5682 0.186742 -0.000078 0.000022 1 0 0.177 2.05372e-11
7 3.224130 11.6081 1.03998 -0.002549 0.000607 1 0 1 2.05372e-11
8 3.989394 12.5726 0.964406 -0.002467 0.000561 1 0 1 6.84573e-12
========== Varying R65 downward from 1e-07 ==========
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 -0.727454 4.32432 4.32432 -0.000488 0.750957 4 0 0.156 1.66351e-09
2 0.034884 6.35952 2.0352 -0.001672 0.004282 2 0 1 1.66351e-09
3 0.798906 7.91044 1.55092 0.009894 0.014165 1 0 1 5.54504e-10
4 1.563423 9.22105 1.31061 -0.002945 0.000829 1 0 1 1.84835e-10
5 1.859253 9.68465 0.463599 -0.000429 0.000091 1 0 0.4 6.16115e-11
6 2.624225 10.8002 1.11557 -0.002699 0.000621 1 0 1 6.16115e-11
7 2.971082 11.2736 0.473348 -0.000521 0.000132 1 0 0.463 2.05372e-11
8 3.476713 11.9339 0.660364 -0.001061 0.000273 1 0 0.669 2.05372e-11
9 4.242034 12.8772 0.943263 -0.002435 0.000536 1 0 1 2.05372e-11
========== 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 32.79 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.395681 1.56166 1.56166 0.010551 1.340063 8 0 0.153 1.66351e-09
2 -1.351503 2.66869 1.10703 0.001015 0.000890 1 0 0.21 1.66351e-09
3 -0.585168 4.27565 1.60697 0.398886 0.400843 1 0 1 1.66351e-09
4 0.183017 4.99368 0.718025 0.048503 0.048610 1 0 1 1.66361e-09
5 0.280094 5.06981 0.0761322 0.000021 0.000015 1 0 0.138 5.54535e-10
6 1.048782 5.60583 0.536015 0.020237 0.019841 1 0 1 5.54535e-10
7 1.210081 5.7067 0.100875 0.000093 0.000072 1 0 0.222 1.84845e-10
8 1.978609 6.14816 0.441458 0.013313 0.013077 2 0 1 1.84845e-10
9 2.746687 6.54042 0.392261 0.011086 0.011300 5 0 1 6.1615e-11
10 2.833598 6.58239 0.0419663 0.000021 0.000015 1 0 0.118 2.05383e-11
11 2.882274 6.60569 0.023305 0.000003 0.000000 0 0 0.066 2.05383e-11
12 3.650402 6.95709 0.351396 0.008621 0.008784 10 0 1 2.05383e-11
13 4.418786 7.28245 0.325359 0.007614 0.007522 14 0 1 6.84611e-12
========== Varying R70 downward from 32.79 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.704395 3.01461 3.01461 0.000553 0.742103 4 0 0.16 1.66351e-09
2 0.057073 5.00949 1.99488 -0.005283 0.001541 1 0 1 1.66351e-09
3 0.219755 5.36318 0.353689 -0.000213 0.000015 1 0 0.231 5.54504e-10
4 0.983239 6.83473 1.47154 -0.004351 0.000457 1 0 1 5.54504e-10
5 1.747382 8.09828 1.26356 -0.003768 0.000381 1 0 1 1.84835e-10
6 1.894513 8.32452 0.226233 -0.000126 0.000014 1 0 0.2 6.16115e-11
7 1.936851 8.38875 0.0642337 -0.000010 0.000001 1 0 0.058 6.16115e-11
8 2.701499 9.49074 1.10199 -0.003313 0.000331 1 0 1 6.16115e-11
9 3.466398 10.503 1.01225 -0.003059 0.000334 1 0 1 2.05372e-11
10 3.656328 10.743 0.239989 -0.000177 0.000024 1 0 0.254 6.84573e-12
11 3.698727 10.796 0.0530177 -0.000009 0.000000 0 0 0.0571 6.84573e-12
12 4.463852 11.7212 0.925224 -0.002816 0.000351 1 0 1 6.84573e-12
========== Varying R71 upward from 6.23 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -0.069368 1.26549 1.26549 -0.035743 0.801912 4 0 1 1.66351e-09
2 -0.067413 1.55398 0.28849 -0.002536 0.212515 2 0 0.343 5.54504e-10
3 0.675943 2.18748 0.633501 -0.024050 0.000886 1 0 1 5.54504e-10
4 1.424092 2.74677 0.559291 -0.019516 0.000626 1 0 1 1.84835e-10
5 1.920624 3.09056 0.343788 -0.007305 0.000241 1 0 0.669 6.16115e-11
6 2.155517 3.2474 0.156834 -0.001507 0.000014 1 0 0.319 6.16115e-11
7 2.912045 3.72154 0.474146 -0.011534 0.000230 2 0 1 6.16115e-11
8 3.670074 4.15741 0.435868 -0.010075 0.000187 1 0 1 2.05372e-11
9 4.404953 4.55253 0.395121 -0.008462 0.024950 2 0 1 6.84573e-12
========== Varying R71 downward from 6.23 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 -1.356330 6.22992 6.22992 0.010698 1.364524 5 0 0.179 1.66351e-09
========== Varying R72 upward from 22.04 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.768292 0.0410863 0.0410863 0.000000 0.000000 0 0 1 1.66351e-09
2 1.536584 0.0580622 0.0169759 0.000000 0.000000 0 0 1 5.54504e-10
3 2.304875 0.0710883 0.0130261 0.000000 0.000000 0 0 1 1.84835e-10
4 3.073167 0.0820698 0.0109815 0.000000 0.000000 0 0 1 6.16115e-11
5 3.841459 0.0917447 0.00967489 0.000000 0.000000 0 0 1 2.05372e-11
========== Varying R72 downward from 22.04 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.768292 0.040878 0.040878 0.000000 0.000000 0 0 1 1.66351e-09
2 1.536584 0.0578539 0.0169759 0.000000 0.000000 0 0 1 5.54504e-10
3 2.304875 0.07088 0.0130261 0.000000 0.000000 0 0 1 1.84835e-10
4 3.073167 0.0818615 0.0109815 0.000000 0.000000 0 0 1 6.16115e-11
5 3.841459 0.0915364 0.00967489 0.000000 0.000000 0 0 1 2.05372e-11
========== Varying ex_3 upward from 108.8 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.768292 0.201081 0.201081 -0.000000 0.000000 0 0 1 1.66351e-09
2 1.536583 0.284889 0.0838084 -0.000000 0.000000 0 0 1 5.54504e-10
3 2.304875 0.349198 0.0643088 -0.000000 0.000000 0 0 1 1.84835e-10
4 3.073167 0.403413 0.054215 -0.000000 0.000000 0 0 1 6.16115e-11
5 3.841459 0.451177 0.0477644 -0.000000 0.000000 0 0 1 2.05372e-11
6 4.609750 0.49436 0.0431824 0.000000 0.000000 0 0 1 6.84573e-12
========== Varying ex_3 downward from 108.8 ==========
Delta Delta Predictor Corrector Corrector Failed
Iteration residual parameter Step-size error adjustment iterations steps h/hopt Lambda
1 0.768291 0.202866 0.202866 -0.000001 0.000000 0 0 1 1.66351e-09
2 1.536583 0.286673 0.0838076 -0.000000 0.000000 0 0 1 5.54504e-10
3 2.304875 0.350981 0.0643079 0.000001 0.000000 0 0 1 1.84835e-10
4 3.073167 0.405195 0.0542141 -0.000000 0.000000 0 0 1 6.16115e-11
5 3.841459 0.452959 0.0477635 -0.000000 0.000000 0 0 1 2.05372e-11
6 4.609750 0.49614 0.0431815 0.000000 0.000000 0 0 1 6.84573e-12
Continuation completed in 261.2500 seconds.
Preprocessing time: 1.3600 s
Computation time: 259.8900 s
Warning: Network is ill-conditioned.
Simulation completed in 0.6800 seconds.
Preprocessing time: 0.5300 s
Computation time: 0.0800 s
Postprocessing time: 0.0700 s
--- 196.37572407722473 seconds -
Now we can read in the fit and validate that the INCAWrapper was able to find the true simulated fluxes.
[9]:
# read in the fitted fluxes
res = incawrapper.INCAResults(results_file)
# get the goodness of fit
res.fitdata.get_goodness_of_fit()
Fit accepted: False
Confidence level: 0.05
Chi-square value (SSR): 1.3975152924359795
Expected chi-square range: [ 77.6721744 134.11116275]
The SSR is very small which indicate over-fitting, however this is expected because this is simulated data without any measurement error or bias’.
We can now load the true flux distribution and compare the to fitted. The true (simulated) flux distribution has some very small values, these are rounded as they cause some issues in the comparison.
[10]:
true_fluxes = (pd.read_csv(data_directory / 'true_fluxes.csv')
.round(6)
)
[11]:
# combines the fitted and true fluxes
true_and_fitted_fluxes = pd.merge(
res.fitdata.fitted_parameters.query("type.str.contains('flux')"),
true_fluxes.rename(columns={"rxn_id": "id", "flux": "val"}),
on="id",
suffixes=("_fitted", "_true"),
).fillna({
"lb" : -np.inf,
"ub" : np.inf
})
INCA is not able to make an exact match to the true fluxes because there are to few measurements. Therefore, we will check fraction of the true fluxes are within the estimated upper and lower bounds.
[12]:
def is_in_interval(x, lb, ub):
return (x >= lb) & (x <= ub)
# few tests to validate function
assert is_in_interval(4.5,-np.inf,10) == True
assert is_in_interval(4.5,0,10) == True
assert is_in_interval(10,0,4.5) == False
true_vals_in_interval = true_and_fitted_fluxes.apply(
lambda x: is_in_interval(x['val_true'], x['lb'], x['ub']), axis=1
)
fraction_correct_fluxes = true_vals_in_interval.sum() / true_vals_in_interval.size
fraction_correct_fluxes
[12]:
1.0
We can also vizualize the fitted and true fluxes. Note that some fluxes have very large bounds, we these are truncated for visualization purposes.
[13]:
yaxis_range = [-250, 400]
plot_df = true_and_fitted_fluxes.copy()
# replace inf with large number
plot_df['lb'].replace(np.inf, yaxis_range[0], inplace=True)
plot_df['ub'].replace(np.inf, yaxis_range[1], inplace=True)
fig, ax = plt.subplots(figsize=(10, 5))
errbars = plot_df[['lb', 'ub']].subtract(plot_df['val_fitted'], axis=0).abs().T
ax.scatter(x=plot_df['id'], y=plot_df['val_fitted'], color='black', label='fitted value')
ax.errorbar(x=plot_df['id'], y=plot_df['val_fitted'], yerr=errbars, color='black', fmt='none', label='95% CI of fitted value')
ax.scatter(x=plot_df['id'], y=plot_df['val_true'], color='red', label='literature value', s=8)
# rotate x-axis labels
ax.tick_params(axis='x', labelrotation=90)
ax.legend()
ax.set_ylim(yaxis_range)
[13]:
(-250.0, 400.0)
We see that most of the true flux value lies close to the estimated flux value. However, some of the flux estimates have large uncertainties. Therefor, we investigate how many fluxes are “well determined”.
[14]:
def well_determined_fluxes(val, lb, ub, cutoff):
'''Finds well defined fluxes, these are fluxes where the relative uncertainty span is less than the cutoff.'''
if val == 0:
return (ub - lb) < cutoff
relative_uncertainty_span = (ub - lb) / np.abs(val)
return relative_uncertainty_span < cutoff
assert well_determined_fluxes(1, 0.9, 1.1, 0.21) == True
assert well_determined_fluxes(1, 0.9, 1.1, 0.1) == False
assert well_determined_fluxes(0, -0.49, 0.49, 1) == True
[15]:
true_and_fitted_fluxes['well_determined'] = true_and_fitted_fluxes.apply(
lambda x: well_determined_fluxes(x['val_true'], x['lb'], x['ub'], 1), axis=1
)
true_and_fitted_fluxes['well_determined'].sum() / true_and_fitted_fluxes['well_determined'].size
[15]:
0.37333333333333335
We see that only 37% of the fluxes are well determined using a cutoff=1. This shows that the simulated experiments do not contain sufficient information about the flux distribution to gain an accurate estimate. This could likely be improve by introducing more simulated parallel experiments, using other labelled substrates. However, some fluxes, e.g. the exchange flux of reversible reactions, can be difficult to estimate at all.
We will calculate the fraction of well determined net fluxes
[23]:
net_fluxes = true_and_fitted_fluxes['type'] == 'Net flux'
true_and_fitted_fluxes.loc[net_fluxes, 'well_determined'].sum() / net_fluxes.sum()
[23]:
0.45
This is still not super impressive, however, visual inspection of the plot shows that the flux estimate is in good agreement with the simulated flux distribution. We strongly believe that this performance is due lack of information in the simulated data, rather that errors in the INCAWrapper.
Finally, we have a few tests which validates that the analysis was consistent with earlier runs for testing purposes.
[24]:
## Setup validation tests that test that the results are similar to the previous run
# Test that the fraction of correct fluxes similar to ealier run
assert fraction_correct_fluxes == 1.0
# Test that the chi2 is similar to ealier run, this test may be fragile because the flux
# estimation is stochastic. Therefore, we only test that the chi2 very small (i.e. < 5).
assert res.fitdata.chi2 < 5
# Test that the fraction of well determined fluxes is similar to ealier run
assert true_and_fitted_fluxes['well_determined'].sum() / true_and_fitted_fluxes['well_determined'].size == pytest.approx(0.373, 0.005)
assert true_and_fitted_fluxes.loc[net_fluxes, 'well_determined'].sum() / net_fluxes.sum() == pytest.approx(0.45, 0.005)