Note
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Multi-objective Poloni example with the mNBI algorithm#
In this example,
the modified Normal Boundary Intersection (mNBI) algorithm is used to
solve the Poloni problem [PGOP00]:
\[\begin{split}\begin{aligned}
&a1 = 0.5 * sin(1) - 2 * cos(1) + sin(2) - 1.5 * cos(2)\\
&a2 = 1.5 * sin(1) - cos(1) + 2 * sin(2) - 0.5 * cos(2)\\
&b1(x, y) = 0.5 * sin(x) - 2 * cos(x) + sin(y) - 1.5 * cos(y)\\
&b2(x, y) = 1.5 * sin(x) - cos(x) + 2 * sin(y) - 0.5 * cos(y)\\
\text{minimize the objective function}\\
& f_1(x, y) = 1 + (a1 - b1(x,y)^2 + (a2 - b2(x,y))^2 \\
& f_2(x, y) = (x + 3)^2 + (y + 1)^2 \\
\text{with respect to the design variables }\\
&x \\
\text{subject to the bound constraints }\\
& -\pi \leq x \leq \pi\\
& -\pi \leq y \leq \pi
\end{aligned}\end{split}\]
It is an interesting one because its Pareto front is discontinuous.
from __future__ import annotations
from gemseo import configure_logger
from gemseo import execute_algo
from gemseo import execute_post
from gemseo.algos.opt.mnbi.settings.mnbi_settings import MNBI_Settings
from gemseo.problems.multiobjective_optimization.poloni import Poloni
configure_logger()
<RootLogger root (INFO)>
Solve the Poloni optimization problem#
The 10 sub-optimization problems of mNBI are solved with SLSQP, a gradient-based optimization algorithm from the NLOPT library, with a maximum of 50 iterations. The analytic gradients are provided.
opt_problem = Poloni()
algo_settings = MNBI_Settings(
max_iter=10000,
sub_optim_max_iter=50,
n_sub_optim=50,
sub_optim_algo="SLSQP",
)
result = execute_algo(opt_problem, settings_model=algo_settings)
INFO - 02:20:14: Optimization problem:
INFO - 02:20:14: minimize Poloni
INFO - 02:20:14: with respect to x, y
INFO - 02:20:14: over the design space:
INFO - 02:20:14: +------+--------------------+-------+-------------------+-------+
INFO - 02:20:14: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:14: +------+--------------------+-------+-------------------+-------+
INFO - 02:20:14: | x | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 02:20:14: | y | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 02:20:14: +------+--------------------+-------+-------------------+-------+
INFO - 02:20:14: Solving optimization problem with algorithm MNBI:
INFO - 02:20:14: Searching for the individual optimum of each objective
INFO - 02:20:14: Optimization problem:
INFO - 02:20:14: minimize f_0
INFO - 02:20:14: with respect to x, y
INFO - 02:20:14: over the design space:
INFO - 02:20:14: +------+--------------------+-------+-------------------+-------+
INFO - 02:20:14: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:14: +------+--------------------+-------+-------------------+-------+
INFO - 02:20:14: | x | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 02:20:14: | y | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 02:20:14: +------+--------------------+-------+-------------------+-------+
INFO - 02:20:14: Optimization result:
INFO - 02:20:14: Optimizer info:
INFO - 02:20:14: Status: 8
INFO - 02:20:14: Message: Positive directional derivative for linesearch
INFO - 02:20:14: Number of calls to the objective function by the optimizer: 8
INFO - 02:20:14: Solution:
INFO - 02:20:14: Objective: 0.0
INFO - 02:20:14: Design space:
INFO - 02:20:14: +------+--------------------+-------+-------------------+-------+
INFO - 02:20:14: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:14: +------+--------------------+-------+-------------------+-------+
INFO - 02:20:14: | x | -3.141592653589793 | -3 | 3.141592653589793 | float |
INFO - 02:20:14: | y | -3.141592653589793 | -1 | 3.141592653589793 | float |
INFO - 02:20:14: +------+--------------------+-------+-------------------+-------+
INFO - 02:20:14: Optimization problem:
INFO - 02:20:14: minimize f_1
INFO - 02:20:14: with respect to x, y
INFO - 02:20:14: over the design space:
INFO - 02:20:14: +------+--------------------+-------+-------------------+-------+
INFO - 02:20:14: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:14: +------+--------------------+-------+-------------------+-------+
INFO - 02:20:14: | x | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 02:20:14: | y | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 02:20:14: +------+--------------------+-------+-------------------+-------+
INFO - 02:20:15: 1%| | 51/10000 [00:00<00:15, 638.23 it/sec, obj=[25.01494445 1.00001327]]
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INFO - 02:20:15: 1%| | 56/10000 [00:00<00:15, 635.76 it/sec, obj=[24.97288879 1.00002348]]
INFO - 02:20:15: Optimization result:
INFO - 02:20:15: Optimizer info:
INFO - 02:20:15: Status: None
INFO - 02:20:15: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:15: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:15: Solution:
INFO - 02:20:15: Objective: 1.0000026017399986
INFO - 02:20:15: Design space:
INFO - 02:20:15: +------+--------------------+--------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+--------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | 0.9993633584557085 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 2.000032965344246 | 3.141592653589793 | float |
INFO - 02:20:15: +------+--------------------+--------------------+-------------------+-------+
INFO - 02:20:15: Solving mNBI sub-problem for phi_beta = [24.48500088 1.32188699]
INFO - 02:20:15: Optimization problem:
INFO - 02:20:15: minimize -t_extraction
INFO - 02:20:15: with respect to t, x, y
INFO - 02:20:15: subject to constraints:
INFO - 02:20:15: beta_sub_optim_constraint <= 0.0
INFO - 02:20:15: over the design space:
INFO - 02:20:15: +------+--------------------+-------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+-------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | 0 | inf | float |
INFO - 02:20:15: +------+--------------------+-------+-------------------+-------+
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WARNING - 02:20:15: Optimization found no feasible point; the least infeasible point is selected.
INFO - 02:20:15: Optimization result:
INFO - 02:20:15: Optimizer info:
INFO - 02:20:15: Status: None
INFO - 02:20:15: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:15: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:15: Solution:
WARNING - 02:20:15: The solution is not feasible.
INFO - 02:20:15: Objective: 0.1287538299674853
INFO - 02:20:15: Standardized constraints:
INFO - 02:20:15: beta_sub_optim_constraint = [-22.2413387 0.69654043]
INFO - 02:20:15: Design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.332772858992157 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.1287538299674853 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
WARNING - 02:20:15: No feasible optimum has been found for phi_beta = [24.48500088 1.32188699]
INFO - 02:20:15: Solving mNBI sub-problem for phi_beta = [23.9748967 1.64377138]
INFO - 02:20:15: Optimization problem:
INFO - 02:20:15: minimize -t_extraction
INFO - 02:20:15: with respect to t, x, y
INFO - 02:20:15: subject to constraints:
INFO - 02:20:15: beta_sub_optim_constraint <= 0.0
INFO - 02:20:15: over the design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.332772858992157 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.1287538299674853 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: 1%| | 106/10000 [00:00<00:15, 621.11 it/sec, obj=[ 8.26118842 44.00575546]]
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INFO - 02:20:15: 2%|▏ | 154/10000 [00:00<00:15, 656.02 it/sec, obj=[4.75959822 2.81623741]]
INFO - 02:20:15: Optimization result:
INFO - 02:20:15: Optimizer info:
INFO - 02:20:15: Status: None
INFO - 02:20:15: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:15: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:15: Solution:
INFO - 02:20:15: The solution is feasible.
INFO - 02:20:15: Objective: 0.07558728376658524
INFO - 02:20:15: Standardized constraints:
INFO - 02:20:15: beta_sub_optim_constraint = [-21.17028546 -0.04726609]
INFO - 02:20:15: Design space:
INFO - 02:20:15: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.780389247503046 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.155387309211172 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.07558728376658524 | inf | float |
INFO - 02:20:15: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:15: Solving mNBI sub-problem for phi_beta = [23.46479251 1.96565578]
INFO - 02:20:15: Optimization problem:
INFO - 02:20:15: minimize -t_extraction
INFO - 02:20:15: with respect to t, x, y
INFO - 02:20:15: subject to constraints:
INFO - 02:20:15: beta_sub_optim_constraint <= 0.0
INFO - 02:20:15: over the design space:
INFO - 02:20:15: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.780389247503046 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.155387309211172 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.07558728376658524 | inf | float |
INFO - 02:20:15: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:15: 2%|▏ | 155/10000 [00:00<00:15, 635.97 it/sec, obj=[17.41207192 10.24348169]]
INFO - 02:20:15: 2%|▏ | 156/10000 [00:00<00:15, 635.93 it/sec, obj=[6.41645032 4.02617341]]
INFO - 02:20:15: 2%|▏ | 157/10000 [00:00<00:15, 636.54 it/sec, obj=[5.0793091 3.00828195]]
INFO - 02:20:15: 2%|▏ | 158/10000 [00:00<00:15, 635.31 it/sec, obj=[18.01518961 11.83180067]]
INFO - 02:20:15: 2%|▏ | 159/10000 [00:00<00:15, 635.16 it/sec, obj=[6.12094321 3.6615491 ]]
INFO - 02:20:15: 2%|▏ | 160/10000 [00:00<00:15, 635.86 it/sec, obj=[5.23377261 3.09964047]]
INFO - 02:20:15: 2%|▏ | 161/10000 [00:00<00:15, 636.73 it/sec, obj=[5.10845431 3.0252821 ]]
INFO - 02:20:15: 2%|▏ | 162/10000 [00:00<00:15, 636.36 it/sec, obj=[18.02333284 11.85494193]]
INFO - 02:20:15: 2%|▏ | 163/10000 [00:00<00:15, 637.12 it/sec, obj=[6.14305904 3.67474665]]
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INFO - 02:20:15: 2%|▏ | 167/10000 [00:00<00:15, 640.10 it/sec, obj=[5.10909495 3.02565674]]
INFO - 02:20:15: 2%|▏ | 168/10000 [00:00<00:15, 640.73 it/sec, obj=[5.10855925 3.02534347]]
INFO - 02:20:15: 2%|▏ | 169/10000 [00:00<00:15, 641.42 it/sec, obj=[5.1084715 3.02529215]]
INFO - 02:20:15: 2%|▏ | 170/10000 [00:00<00:15, 642.19 it/sec, obj=[5.10845713 3.02528375]]
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INFO - 02:20:15: 2%|▏ | 177/10000 [00:00<00:15, 645.67 it/sec, obj=[5.11235729 3.02756523]]
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INFO - 02:20:15: 2%|▏ | 179/10000 [00:00<00:15, 646.99 it/sec, obj=[5.10855892 3.02534327]]
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INFO - 02:20:15: 2%|▏ | 182/10000 [00:00<00:15, 648.86 it/sec, obj=[5.10845485 3.02528241]]
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INFO - 02:20:15: 2%|▏ | 184/10000 [00:00<00:15, 649.06 it/sec, obj=[18.0239024 11.85657289]]
INFO - 02:20:15: 2%|▏ | 185/10000 [00:00<00:15, 649.75 it/sec, obj=[6.14200438 3.6739802 ]]
INFO - 02:20:15: 2%|▏ | 186/10000 [00:00<00:15, 650.30 it/sec, obj=[5.25784395 3.11403568]]
INFO - 02:20:15: 2%|▏ | 187/10000 [00:00<00:15, 650.86 it/sec, obj=[5.13236875 3.03930306]]
INFO - 02:20:15: 2%|▏ | 188/10000 [00:00<00:15, 651.53 it/sec, obj=[5.1123545 3.02756359]]
INFO - 02:20:15: 2%|▏ | 189/10000 [00:00<00:15, 652.08 it/sec, obj=[5.10909246 3.02565526]]
INFO - 02:20:15: 2%|▏ | 190/10000 [00:00<00:15, 652.61 it/sec, obj=[5.10855888 3.02534325]]
INFO - 02:20:15: 2%|▏ | 191/10000 [00:00<00:15, 653.29 it/sec, obj=[5.10847155 3.02529218]]
INFO - 02:20:15: 2%|▏ | 192/10000 [00:00<00:15, 653.83 it/sec, obj=[5.10845726 3.02528383]]
INFO - 02:20:15: 2%|▏ | 193/10000 [00:00<00:14, 654.34 it/sec, obj=[5.10845492 3.02528246]]
INFO - 02:20:15: 2%|▏ | 194/10000 [00:00<00:14, 654.89 it/sec, obj=[5.10845454 3.02528223]]
INFO - 02:20:15: 2%|▏ | 195/10000 [00:00<00:14, 654.51 it/sec, obj=[18.02214894 11.85421979]]
INFO - 02:20:15: 2%|▏ | 196/10000 [00:00<00:14, 655.01 it/sec, obj=[6.14198556 3.67396783]]
INFO - 02:20:15: 2%|▏ | 197/10000 [00:00<00:14, 655.64 it/sec, obj=[5.25783548 3.11403056]]
INFO - 02:20:15: 2%|▏ | 198/10000 [00:00<00:14, 656.15 it/sec, obj=[5.13236652 3.03930175]]
INFO - 02:20:15: 2%|▏ | 199/10000 [00:00<00:14, 656.61 it/sec, obj=[5.11235404 3.02756332]]
INFO - 02:20:15: 2%|▏ | 200/10000 [00:00<00:14, 657.21 it/sec, obj=[5.10909242 3.02565523]]
INFO - 02:20:15: 2%|▏ | 201/10000 [00:00<00:14, 657.74 it/sec, obj=[5.10855894 3.02534328]]
INFO - 02:20:15: 2%|▏ | 202/10000 [00:00<00:14, 658.25 it/sec, obj=[5.10847163 3.02529222]]
INFO - 02:20:15: 2%|▏ | 203/10000 [00:00<00:14, 658.79 it/sec, obj=[5.10845733 3.02528387]]
INFO - 02:20:15: Optimization result:
INFO - 02:20:15: Optimizer info:
INFO - 02:20:15: Status: None
INFO - 02:20:15: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:15: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:15: Solution:
INFO - 02:20:15: The solution is feasible.
INFO - 02:20:15: Objective: 0.0673616171539137
INFO - 02:20:15: Standardized constraints:
INFO - 02:20:15: beta_sub_optim_constraint = [-2.00691941e+01 -1.98238320e-02]
INFO - 02:20:15: Design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: Solving mNBI sub-problem for phi_beta = [22.95468833 2.28754017]
INFO - 02:20:15: Optimization problem:
INFO - 02:20:15: minimize -t_extraction
INFO - 02:20:15: with respect to t, x, y
INFO - 02:20:15: subject to constraints:
INFO - 02:20:15: beta_sub_optim_constraint <= 0.0
INFO - 02:20:15: over the design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: 2%|▏ | 204/10000 [00:00<00:15, 642.16 it/sec, obj=[20.29234658 17.24583245]]
INFO - 02:20:15: 2%|▏ | 205/10000 [00:00<00:15, 641.96 it/sec, obj=[6.41146987 3.58911351]]
INFO - 02:20:15: 2%|▏ | 206/10000 [00:00<00:15, 642.60 it/sec, obj=[5.62767493 3.26263236]]
INFO - 02:20:15: 2%|▏ | 207/10000 [00:00<00:15, 642.30 it/sec, obj=[30.91672108 1.63422626]]
INFO - 02:20:15: 2%|▏ | 208/10000 [00:00<00:15, 642.78 it/sec, obj=[13.60760165 8.31881893]]
INFO - 02:20:15: 2%|▏ | 209/10000 [00:00<00:15, 643.42 it/sec, obj=[7.19772115 3.73274512]]
INFO - 02:20:15: 2%|▏ | 210/10000 [00:00<00:15, 643.93 it/sec, obj=[6.35416378 3.36500282]]
INFO - 02:20:15: 2%|▏ | 211/10000 [00:00<00:15, 643.64 it/sec, obj=[19.28076356 15.27380978]]
INFO - 02:20:15: 2%|▏ | 212/10000 [00:00<00:15, 644.27 it/sec, obj=[7.6249889 3.86216354]]
INFO - 02:20:15: 2%|▏ | 213/10000 [00:00<00:15, 644.75 it/sec, obj=[6.69217925 3.49073283]]
INFO - 02:20:15: 2%|▏ | 214/10000 [00:00<00:15, 645.28 it/sec, obj=[6.45061224 3.40027039]]
INFO - 02:20:15: 2%|▏ | 215/10000 [00:00<00:15, 645.89 it/sec, obj=[6.3822566 3.37522136]]
INFO - 02:20:15: 2%|▏ | 216/10000 [00:00<00:15, 646.37 it/sec, obj=[6.36239621 3.3679926 ]]
INFO - 02:20:15: 2%|▏ | 217/10000 [00:00<00:15, 646.87 it/sec, obj=[6.35658055 3.36588011]]
INFO - 02:20:15: 2%|▏ | 218/10000 [00:00<00:15, 647.48 it/sec, obj=[6.35487363 3.36526046]]
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INFO - 02:20:15: 2%|▏ | 220/10000 [00:00<00:15, 648.42 it/sec, obj=[6.35422504 3.36502505]]
INFO - 02:20:15: 2%|▏ | 221/10000 [00:00<00:15, 649.01 it/sec, obj=[6.35418178 3.36500935]]
INFO - 02:20:15: 2%|▏ | 222/10000 [00:00<00:15, 648.68 it/sec, obj=[19.52227531 15.82586565]]
INFO - 02:20:15: 2%|▏ | 223/10000 [00:00<00:15, 649.16 it/sec, obj=[7.43337011 3.77550161]]
INFO - 02:20:15: 2%|▏ | 224/10000 [00:00<00:15, 649.56 it/sec, obj=[6.61012592 3.45860329]]
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INFO - 02:20:15: 2%|▏ | 226/10000 [00:00<00:15, 650.00 it/sec, obj=[6.37071383 3.37096932]]
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INFO - 02:20:15: 2%|▏ | 229/10000 [00:00<00:14, 651.41 it/sec, obj=[6.35446366 3.36511087]]
INFO - 02:20:15: 2%|▏ | 230/10000 [00:00<00:14, 651.97 it/sec, obj=[6.35425438 3.3650355 ]]
INFO - 02:20:15: 2%|▏ | 231/10000 [00:00<00:14, 652.41 it/sec, obj=[6.35420048 3.36501609]]
INFO - 02:20:15: 2%|▏ | 232/10000 [00:00<00:14, 652.34 it/sec, obj=[6.3541866 3.36501109]]
INFO - 02:20:15: 2%|▏ | 233/10000 [00:00<00:14, 652.10 it/sec, obj=[19.53527891 15.8542317 ]]
INFO - 02:20:15: 2%|▏ | 234/10000 [00:00<00:14, 652.51 it/sec, obj=[7.42416126 3.7714547 ]]
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INFO - 02:20:15: 2%|▏ | 238/10000 [00:00<00:14, 654.01 it/sec, obj=[6.35828454 3.36648667]]
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INFO - 02:20:15: 2%|▏ | 240/10000 [00:00<00:14, 654.91 it/sec, obj=[6.35445429 3.36510746]]
INFO - 02:20:15: 2%|▏ | 241/10000 [00:00<00:14, 655.34 it/sec, obj=[6.35425503 3.36503572]]
INFO - 02:20:15: 2%|▏ | 242/10000 [00:00<00:14, 655.84 it/sec, obj=[6.35420409 3.36501738]]
INFO - 02:20:15: 2%|▏ | 243/10000 [00:00<00:14, 656.23 it/sec, obj=[6.35419107 3.3650127 ]]
INFO - 02:20:15: 2%|▏ | 244/10000 [00:00<00:14, 655.80 it/sec, obj=[19.53680798 15.85755783]]
INFO - 02:20:15: 2%|▏ | 245/10000 [00:00<00:14, 655.98 it/sec, obj=[7.42238684 3.77070542]]
INFO - 02:20:15: 2%|▏ | 246/10000 [00:00<00:14, 656.38 it/sec, obj=[6.60547717 3.45681968]]
INFO - 02:20:15: 2%|▏ | 247/10000 [00:00<00:14, 656.43 it/sec, obj=[6.4170133 3.38771487]]
INFO - 02:20:15: 2%|▏ | 248/10000 [00:00<00:14, 656.84 it/sec, obj=[6.37014021 3.37075964]]
INFO - 02:20:15: 2%|▏ | 249/10000 [00:00<00:14, 657.26 it/sec, obj=[6.35825613 3.36647637]]
INFO - 02:20:15: 2%|▎ | 250/10000 [00:00<00:14, 657.68 it/sec, obj=[6.35522819 3.36538605]]
INFO - 02:20:15: 3%|▎ | 251/10000 [00:00<00:14, 658.09 it/sec, obj=[6.35445574 3.36510797]]
INFO - 02:20:15: 3%|▎ | 252/10000 [00:00<00:14, 658.48 it/sec, obj=[6.35425862 3.36503701]]
INFO - 02:20:15: Optimization result:
INFO - 02:20:15: Optimizer info:
INFO - 02:20:15: Status: None
INFO - 02:20:15: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:15: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:15: Solution:
INFO - 02:20:15: The solution is feasible.
INFO - 02:20:15: Objective: 0.0673616171539137
INFO - 02:20:15: Standardized constraints:
INFO - 02:20:15: beta_sub_optim_constraint = [-19.55908992 -0.34170822]
INFO - 02:20:15: Design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: Solving mNBI sub-problem for phi_beta = [22.44458414 2.60942456]
INFO - 02:20:15: Optimization problem:
INFO - 02:20:15: minimize -t_extraction
INFO - 02:20:15: with respect to t, x, y
INFO - 02:20:15: subject to constraints:
INFO - 02:20:15: beta_sub_optim_constraint <= 0.0
INFO - 02:20:15: over the design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: 3%|▎ | 253/10000 [00:00<00:15, 643.74 it/sec, obj=[20.1627419 17.04505875]]
INFO - 02:20:15: 3%|▎ | 254/10000 [00:00<00:15, 643.55 it/sec, obj=[6.58466099 3.66654996]]
INFO - 02:20:15: 3%|▎ | 255/10000 [00:00<00:15, 643.35 it/sec, obj=[25.62308386 1.42977727]]
INFO - 02:20:15: 3%|▎ | 256/10000 [00:00<00:15, 643.08 it/sec, obj=[26.99698406 6.25589586]]
INFO - 02:20:15: 3%|▎ | 257/10000 [00:00<00:15, 643.43 it/sec, obj=[20.63888352 5.76348791]]
INFO - 02:20:15: 3%|▎ | 258/10000 [00:00<00:15, 643.93 it/sec, obj=[22.25329092 1.44188823]]
INFO - 02:20:15: 3%|▎ | 259/10000 [00:00<00:15, 643.67 it/sec, obj=[21.14353154 1.99257095]]
INFO - 02:20:15: 3%|▎ | 260/10000 [00:00<00:15, 643.44 it/sec, obj=[21.12485331 2.68321937]]
INFO - 02:20:15: 3%|▎ | 261/10000 [00:00<00:15, 643.83 it/sec, obj=[21.11139755 2.08104482]]
INFO - 02:20:15: 3%|▎ | 262/10000 [00:00<00:15, 644.23 it/sec, obj=[21.13535186 2.01107045]]
INFO - 02:20:15: 3%|▎ | 263/10000 [00:00<00:15, 644.67 it/sec, obj=[21.14157565 1.99681529]]
INFO - 02:20:15: 3%|▎ | 264/10000 [00:00<00:15, 645.16 it/sec, obj=[21.14306884 1.99356552]]
INFO - 02:20:15: 3%|▎ | 265/10000 [00:00<00:15, 645.53 it/sec, obj=[21.14342234 1.99280516]]
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INFO - 02:20:15: 3%|▎ | 272/10000 [00:00<00:15, 647.80 it/sec, obj=[21.12134737 2.06901287]]
INFO - 02:20:15: 3%|▎ | 273/10000 [00:00<00:15, 648.26 it/sec, obj=[21.13694678 2.01083631]]
INFO - 02:20:15: 3%|▎ | 274/10000 [00:00<00:14, 648.61 it/sec, obj=[21.14172927 1.9973228 ]]
INFO - 02:20:15: 3%|▎ | 275/10000 [00:00<00:14, 649.00 it/sec, obj=[21.14304587 1.9938347 ]]
INFO - 02:20:15: 3%|▎ | 276/10000 [00:00<00:14, 649.45 it/sec, obj=[21.14340112 1.9929091 ]]
INFO - 02:20:15: 3%|▎ | 277/10000 [00:00<00:14, 649.80 it/sec, obj=[21.14349651 1.99266166]]
INFO - 02:20:15: 3%|▎ | 278/10000 [00:00<00:14, 650.19 it/sec, obj=[21.14352209 1.99259538]]
INFO - 02:20:15: 3%|▎ | 279/10000 [00:00<00:14, 650.54 it/sec, obj=[21.14352895 1.99257762]]
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INFO - 02:20:15: 3%|▎ | 281/10000 [00:00<00:14, 651.01 it/sec, obj=[21.14353128 1.99257159]]
INFO - 02:20:15: 3%|▎ | 282/10000 [00:00<00:14, 650.82 it/sec, obj=[21.13346043 2.46087866]]
INFO - 02:20:15: 3%|▎ | 283/10000 [00:00<00:14, 651.14 it/sec, obj=[21.12073732 2.07204531]]
INFO - 02:20:15: 3%|▎ | 284/10000 [00:00<00:14, 651.18 it/sec, obj=[21.13644736 2.01233885]]
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INFO - 02:20:15: 3%|▎ | 286/10000 [00:00<00:14, 651.92 it/sec, obj=[21.14295833 1.99406421]]
INFO - 02:20:15: 3%|▎ | 287/10000 [00:00<00:14, 652.29 it/sec, obj=[21.14337027 1.99298934]]
INFO - 02:20:15: 3%|▎ | 288/10000 [00:00<00:14, 652.73 it/sec, obj=[21.14348608 1.99268872]]
INFO - 02:20:15: 3%|▎ | 289/10000 [00:00<00:14, 652.89 it/sec, obj=[21.1435186 1.99260445]]
INFO - 02:20:15: 3%|▎ | 290/10000 [00:00<00:14, 653.25 it/sec, obj=[21.14352772 1.99258081]]
INFO - 02:20:15: 3%|▎ | 291/10000 [00:00<00:14, 653.69 it/sec, obj=[21.14353028 1.99257417]]
INFO - 02:20:15: 3%|▎ | 292/10000 [00:00<00:14, 653.99 it/sec, obj=[21.143531 1.99257231]]
INFO - 02:20:15: 3%|▎ | 293/10000 [00:00<00:14, 653.67 it/sec, obj=[21.13368958 2.45831658]]
INFO - 02:20:15: 3%|▎ | 294/10000 [00:00<00:14, 653.97 it/sec, obj=[21.12055039 2.07356895]]
INFO - 02:20:15: 3%|▎ | 295/10000 [00:00<00:14, 654.02 it/sec, obj=[21.13619104 2.01320109]]
INFO - 02:20:15: 3%|▎ | 296/10000 [00:00<00:14, 654.43 it/sec, obj=[21.14136892 1.99831703]]
INFO - 02:20:15: 3%|▎ | 297/10000 [00:00<00:14, 654.76 it/sec, obj=[21.14290425 1.99421189]]
INFO - 02:20:15: 3%|▎ | 298/10000 [00:00<00:14, 655.11 it/sec, obj=[21.14335007 1.99304354]]
INFO - 02:20:15: 3%|▎ | 299/10000 [00:00<00:14, 655.46 it/sec, obj=[21.14347883 1.99270802]]
INFO - 02:20:15: 3%|▎ | 300/10000 [00:00<00:14, 655.81 it/sec, obj=[21.14351596 1.99261142]]
INFO - 02:20:15: 3%|▎ | 301/10000 [00:00<00:14, 656.14 it/sec, obj=[21.14352667 1.99258358]]
INFO - 02:20:15: Optimization result:
INFO - 02:20:15: Optimizer info:
INFO - 02:20:15: Status: None
INFO - 02:20:15: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:15: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:15: Solution:
INFO - 02:20:15: The solution is feasible.
INFO - 02:20:15: Objective: 0.0673616171539137
INFO - 02:20:15: Standardized constraints:
INFO - 02:20:15: beta_sub_optim_constraint = [-19.04898574 -0.66359261]
INFO - 02:20:15: Design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: Solving mNBI sub-problem for phi_beta = [21.93447996 2.93130895]
INFO - 02:20:15: Optimization problem:
INFO - 02:20:15: minimize -t_extraction
INFO - 02:20:15: with respect to t, x, y
INFO - 02:20:15: subject to constraints:
INFO - 02:20:15: beta_sub_optim_constraint <= 0.0
INFO - 02:20:15: over the design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: 3%|▎ | 302/10000 [00:00<00:15, 643.33 it/sec, obj=[20.03586903 16.83324868]]
INFO - 02:20:15: 3%|▎ | 303/10000 [00:00<00:15, 643.17 it/sec, obj=[6.77377035 3.75167734]]
INFO - 02:20:15: 3%|▎ | 304/10000 [00:00<00:15, 643.04 it/sec, obj=[24.0579497 1.56394686]]
INFO - 02:20:15: 3%|▎ | 305/10000 [00:00<00:15, 642.80 it/sec, obj=[21.97179135 12.59294787]]
INFO - 02:20:15: 3%|▎ | 306/10000 [00:00<00:15, 643.11 it/sec, obj=[19.90814462 4.03115301]]
INFO - 02:20:15: 3%|▎ | 307/10000 [00:00<00:15, 643.52 it/sec, obj=[21.3481139 1.80531948]]
INFO - 02:20:15: 3%|▎ | 308/10000 [00:00<00:15, 643.26 it/sec, obj=[20.37918946 2.78046007]]
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INFO - 02:20:15: 3%|▎ | 317/10000 [00:00<00:14, 645.79 it/sec, obj=[20.3797323 2.78036383]]
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INFO - 02:20:15: 3%|▎ | 328/10000 [00:00<00:14, 648.99 it/sec, obj=[20.3801313 2.78008078]]
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INFO - 02:20:15: 3%|▎ | 331/10000 [00:00<00:14, 649.46 it/sec, obj=[20.94954039 2.52878734]]
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INFO - 02:20:15: 3%|▎ | 333/10000 [00:00<00:14, 650.11 it/sec, obj=[20.44366028 2.74965218]]
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INFO - 02:20:15: 3%|▎ | 338/10000 [00:00<00:14, 651.65 it/sec, obj=[20.37990088 2.78015664]]
INFO - 02:20:15: 3%|▎ | 339/10000 [00:00<00:14, 651.98 it/sec, obj=[20.37962719 2.78028899]]
INFO - 02:20:15: 3%|▎ | 340/10000 [00:00<00:14, 652.34 it/sec, obj=[20.37952585 2.780338 ]]
INFO - 02:20:15: 3%|▎ | 341/10000 [00:00<00:14, 652.61 it/sec, obj=[20.37948833 2.78035615]]
INFO - 02:20:15: 3%|▎ | 342/10000 [00:00<00:14, 652.40 it/sec, obj=[20.94981091 2.52073244]]
INFO - 02:20:15: 3%|▎ | 343/10000 [00:00<00:14, 652.70 it/sec, obj=[20.52538361 2.70943885]]
INFO - 02:20:15: 3%|▎ | 344/10000 [00:00<00:14, 653.01 it/sec, obj=[20.42120846 2.7597353 ]]
INFO - 02:20:15: 3%|▎ | 345/10000 [00:00<00:14, 653.34 it/sec, obj=[20.39177904 2.77425226]]
INFO - 02:20:15: 3%|▎ | 346/10000 [00:00<00:14, 653.68 it/sec, obj=[20.38314045 2.77853987]]
INFO - 02:20:15: 3%|▎ | 347/10000 [00:00<00:14, 653.96 it/sec, obj=[20.3805763 2.77981485]]
INFO - 02:20:15: 3%|▎ | 348/10000 [00:00<00:14, 654.27 it/sec, obj=[20.37981268 2.78019475]]
INFO - 02:20:15: 3%|▎ | 349/10000 [00:00<00:14, 654.62 it/sec, obj=[20.37958505 2.78030802]]
INFO - 02:20:15: 4%|▎ | 350/10000 [00:00<00:14, 654.88 it/sec, obj=[20.37951717 2.78034179]]
INFO - 02:20:15: Optimization result:
INFO - 02:20:15: Optimizer info:
INFO - 02:20:15: Status: None
INFO - 02:20:15: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:15: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:15: Solution:
INFO - 02:20:15: The solution is feasible.
INFO - 02:20:15: Objective: 0.0673616171539137
INFO - 02:20:15: Standardized constraints:
INFO - 02:20:15: beta_sub_optim_constraint = [-18.53888155 -0.98547701]
INFO - 02:20:15: Design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: Solving mNBI sub-problem for phi_beta = [21.42437577 3.25319334]
INFO - 02:20:15: Optimization problem:
INFO - 02:20:15: minimize -t_extraction
INFO - 02:20:15: with respect to t, x, y
INFO - 02:20:15: subject to constraints:
INFO - 02:20:15: beta_sub_optim_constraint <= 0.0
INFO - 02:20:15: over the design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: 4%|▎ | 351/10000 [00:00<00:14, 643.42 it/sec, obj=[19.91172795 16.61153226]]
INFO - 02:20:15: 4%|▎ | 352/10000 [00:00<00:14, 643.28 it/sec, obj=[6.98077525 3.8455079 ]]
INFO - 02:20:15: 4%|▎ | 353/10000 [00:00<00:14, 643.16 it/sec, obj=[22.60872994 1.88395045]]
INFO - 02:20:15: 4%|▎ | 354/10000 [00:00<00:15, 642.94 it/sec, obj=[17.72520898 19.01797333]]
INFO - 02:20:15: 4%|▎ | 355/10000 [00:00<00:14, 643.24 it/sec, obj=[20.20337981 2.56043744]]
INFO - 02:20:15: 4%|▎ | 356/10000 [00:00<00:14, 643.09 it/sec, obj=[19.8190467 3.74857433]]
INFO - 02:20:15: 4%|▎ | 357/10000 [00:00<00:14, 642.90 it/sec, obj=[20.78329584 3.03570013]]
INFO - 02:20:15: 4%|▎ | 358/10000 [00:00<00:14, 642.80 it/sec, obj=[20.82836003 2.3880134 ]]
INFO - 02:20:15: 4%|▎ | 359/10000 [00:00<00:15, 642.45 it/sec, obj=[20.42768636 2.84326653]]
INFO - 02:20:15: 4%|▎ | 360/10000 [00:00<00:15, 642.29 it/sec, obj=[20.57634372 2.90733392]]
INFO - 02:20:15: 4%|▎ | 361/10000 [00:00<00:15, 642.59 it/sec, obj=[20.44168751 2.84923489]]
INFO - 02:20:15: 4%|▎ | 362/10000 [00:00<00:14, 642.87 it/sec, obj=[20.42907783 2.8438588 ]]
INFO - 02:20:15: 4%|▎ | 363/10000 [00:00<00:14, 643.23 it/sec, obj=[20.42782542 2.84332572]]
INFO - 02:20:15: 4%|▎ | 364/10000 [00:00<00:14, 643.53 it/sec, obj=[20.42770027 2.84327245]]
INFO - 02:20:15: 4%|▎ | 365/10000 [00:00<00:14, 643.81 it/sec, obj=[20.42768775 2.84326713]]
INFO - 02:20:15: 4%|▎ | 366/10000 [00:00<00:14, 644.14 it/sec, obj=[20.4276865 2.84326659]]
INFO - 02:20:15: 4%|▎ | 367/10000 [00:00<00:14, 644.44 it/sec, obj=[20.42768638 2.84326654]]
INFO - 02:20:15: 4%|▎ | 368/10000 [00:00<00:14, 644.69 it/sec, obj=[20.42768636 2.84326653]]
INFO - 02:20:15: 4%|▎ | 369/10000 [00:00<00:14, 645.00 it/sec, obj=[20.42768636 2.84326653]]
INFO - 02:20:15: 4%|▎ | 370/10000 [00:00<00:14, 645.31 it/sec, obj=[20.42768636 2.84326653]]
INFO - 02:20:15: 4%|▎ | 371/10000 [00:00<00:14, 645.11 it/sec, obj=[20.57592939 2.82724602]]
INFO - 02:20:15: 4%|▎ | 372/10000 [00:00<00:14, 645.46 it/sec, obj=[20.44216358 2.84154867]]
INFO - 02:20:15: 4%|▎ | 373/10000 [00:00<00:14, 645.75 it/sec, obj=[20.42913061 2.84309354]]
INFO - 02:20:15: 4%|▎ | 374/10000 [00:00<00:14, 646.04 it/sec, obj=[20.42783075 2.84324922]]
INFO - 02:20:15: 4%|▍ | 375/10000 [00:00<00:14, 646.33 it/sec, obj=[20.4277008 2.8432648]]
INFO - 02:20:15: 4%|▍ | 376/10000 [00:00<00:14, 646.63 it/sec, obj=[20.42768781 2.84326636]]
INFO - 02:20:15: 4%|▍ | 377/10000 [00:00<00:14, 646.91 it/sec, obj=[20.42768651 2.84326652]]
INFO - 02:20:15: 4%|▍ | 378/10000 [00:00<00:14, 647.21 it/sec, obj=[20.42768638 2.84326653]]
INFO - 02:20:15: 4%|▍ | 379/10000 [00:00<00:14, 647.55 it/sec, obj=[20.42768636 2.84326653]]
INFO - 02:20:15: 4%|▍ | 380/10000 [00:00<00:14, 647.78 it/sec, obj=[20.42768636 2.84326653]]
INFO - 02:20:15: 4%|▍ | 381/10000 [00:00<00:14, 648.08 it/sec, obj=[20.42768636 2.84326653]]
INFO - 02:20:15: 4%|▍ | 382/10000 [00:00<00:14, 647.92 it/sec, obj=[20.5760976 2.81572152]]
INFO - 02:20:15: 4%|▍ | 383/10000 [00:00<00:14, 648.20 it/sec, obj=[20.44223618 2.84041677]]
INFO - 02:20:15: 4%|▍ | 384/10000 [00:00<00:14, 648.50 it/sec, obj=[20.42913843 2.84298057]]
INFO - 02:20:15: 4%|▍ | 385/10000 [00:00<00:14, 648.79 it/sec, obj=[20.42783154 2.84323793]]
INFO - 02:20:15: 4%|▍ | 386/10000 [00:00<00:14, 649.06 it/sec, obj=[20.42770088 2.84326367]]
INFO - 02:20:15: 4%|▍ | 387/10000 [00:00<00:14, 649.36 it/sec, obj=[20.42768781 2.84326625]]
INFO - 02:20:15: 4%|▍ | 388/10000 [00:00<00:14, 649.68 it/sec, obj=[20.42768651 2.84326651]]
INFO - 02:20:15: 4%|▍ | 389/10000 [00:00<00:14, 649.90 it/sec, obj=[20.42768638 2.84326653]]
INFO - 02:20:15: 4%|▍ | 390/10000 [00:00<00:14, 650.19 it/sec, obj=[20.42768636 2.84326653]]
INFO - 02:20:15: 4%|▍ | 391/10000 [00:00<00:14, 650.51 it/sec, obj=[20.42768636 2.84326653]]
INFO - 02:20:15: 4%|▍ | 392/10000 [00:00<00:14, 650.75 it/sec, obj=[20.42768636 2.84326653]]
INFO - 02:20:15: 4%|▍ | 393/10000 [00:00<00:14, 650.58 it/sec, obj=[20.57615001 2.81279169]]
INFO - 02:20:15: 4%|▍ | 394/10000 [00:00<00:14, 650.86 it/sec, obj=[20.4422548 2.84012792]]
INFO - 02:20:15: 4%|▍ | 395/10000 [00:00<00:14, 651.12 it/sec, obj=[20.42914043 2.84295173]]
INFO - 02:20:15: 4%|▍ | 396/10000 [00:00<00:14, 651.40 it/sec, obj=[20.42783174 2.84323504]]
INFO - 02:20:15: 4%|▍ | 397/10000 [00:00<00:14, 651.69 it/sec, obj=[20.4277009 2.84326338]]
INFO - 02:20:15: 4%|▍ | 398/10000 [00:00<00:14, 651.92 it/sec, obj=[20.42768782 2.84326622]]
INFO - 02:20:15: 4%|▍ | 399/10000 [00:00<00:14, 652.19 it/sec, obj=[20.42768651 2.8432665 ]]
INFO - 02:20:15: Optimization result:
INFO - 02:20:15: Optimizer info:
INFO - 02:20:15: Status: None
INFO - 02:20:15: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:15: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:15: Solution:
INFO - 02:20:15: The solution is feasible.
INFO - 02:20:15: Objective: 0.0673616171539137
INFO - 02:20:15: Standardized constraints:
INFO - 02:20:15: beta_sub_optim_constraint = [-18.02877737 -1.3073614 ]
INFO - 02:20:15: Design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: Solving mNBI sub-problem for phi_beta = [20.91427159 3.57507773]
INFO - 02:20:15: Optimization problem:
INFO - 02:20:15: minimize -t_extraction
INFO - 02:20:15: with respect to t, x, y
INFO - 02:20:15: subject to constraints:
INFO - 02:20:15: beta_sub_optim_constraint <= 0.0
INFO - 02:20:15: over the design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: 4%|▍ | 400/10000 [00:00<00:14, 641.53 it/sec, obj=[19.51597421 15.85147167]]
INFO - 02:20:15: 4%|▍ | 401/10000 [00:00<00:14, 641.46 it/sec, obj=[7.22876514 3.94366483]]
INFO - 02:20:15: 4%|▍ | 402/10000 [00:00<00:14, 641.27 it/sec, obj=[21.33820282 2.47215533]]
INFO - 02:20:15: 4%|▍ | 403/10000 [00:00<00:14, 641.14 it/sec, obj=[17.25402934 7.36855031]]
INFO - 02:20:15: 4%|▍ | 404/10000 [00:00<00:14, 641.39 it/sec, obj=[19.29649469 3.32039119]]
INFO - 02:20:15: 4%|▍ | 405/10000 [00:00<00:14, 641.21 it/sec, obj=[19.04204395 4.65800546]]
INFO - 02:20:15: 4%|▍ | 406/10000 [00:00<00:14, 641.12 it/sec, obj=[20.37104066 3.53561512]]
INFO - 02:20:15: 4%|▍ | 407/10000 [00:00<00:14, 640.91 it/sec, obj=[20.4729466 3.03669182]]
INFO - 02:20:15: 4%|▍ | 408/10000 [00:00<00:14, 640.81 it/sec, obj=[20.28961846 3.01633556]]
INFO - 02:20:15: 4%|▍ | 409/10000 [00:00<00:14, 640.65 it/sec, obj=[20.17875988 3.12015204]]
INFO - 02:20:15: 4%|▍ | 410/10000 [00:00<00:14, 640.52 it/sec, obj=[20.18442607 3.14826794]]
INFO - 02:20:15: 4%|▍ | 411/10000 [00:00<00:14, 640.81 it/sec, obj=[20.17930569 3.12294121]]
INFO - 02:20:15: 4%|▍ | 412/10000 [00:00<00:14, 641.07 it/sec, obj=[20.17881425 3.12043073]]
INFO - 02:20:15: 4%|▍ | 413/10000 [00:00<00:14, 641.36 it/sec, obj=[20.17876531 3.12017991]]
INFO - 02:20:15: 4%|▍ | 414/10000 [00:00<00:14, 641.67 it/sec, obj=[20.17876042 3.12015483]]
INFO - 02:20:15: 4%|▍ | 415/10000 [00:00<00:14, 641.91 it/sec, obj=[20.17875993 3.12015232]]
INFO - 02:20:15: 4%|▍ | 416/10000 [00:00<00:14, 642.06 it/sec, obj=[20.17875988 3.12015207]]
INFO - 02:20:15: 4%|▍ | 417/10000 [00:00<00:14, 642.35 it/sec, obj=[20.17875988 3.12015204]]
INFO - 02:20:15: 4%|▍ | 418/10000 [00:00<00:14, 642.59 it/sec, obj=[20.17875988 3.12015204]]
INFO - 02:20:15: 4%|▍ | 419/10000 [00:00<00:14, 642.84 it/sec, obj=[20.17875988 3.12015204]]
INFO - 02:20:15: 4%|▍ | 420/10000 [00:00<00:14, 643.14 it/sec, obj=[20.17875988 3.12015204]]
INFO - 02:20:15: 4%|▍ | 421/10000 [00:00<00:14, 642.97 it/sec, obj=[20.18445106 3.14454311]]
INFO - 02:20:15: 4%|▍ | 422/10000 [00:00<00:14, 643.24 it/sec, obj=[20.17931242 3.12257379]]
INFO - 02:20:15: 4%|▍ | 423/10000 [00:00<00:14, 643.52 it/sec, obj=[20.17881497 3.12039404]]
INFO - 02:20:15: 4%|▍ | 424/10000 [00:00<00:14, 643.76 it/sec, obj=[20.17876538 3.12017624]]
INFO - 02:20:15: 4%|▍ | 425/10000 [00:00<00:14, 644.04 it/sec, obj=[20.17876043 3.12015446]]
INFO - 02:20:15: 4%|▍ | 426/10000 [00:00<00:14, 644.35 it/sec, obj=[20.17875993 3.12015228]]
INFO - 02:20:15: 4%|▍ | 427/10000 [00:00<00:14, 644.58 it/sec, obj=[20.17875988 3.12015206]]
INFO - 02:20:15: 4%|▍ | 428/10000 [00:00<00:14, 644.83 it/sec, obj=[20.17875988 3.12015204]]
INFO - 02:20:15: 4%|▍ | 429/10000 [00:00<00:14, 645.12 it/sec, obj=[20.17875988 3.12015204]]
INFO - 02:20:15: 4%|▍ | 430/10000 [00:00<00:14, 645.35 it/sec, obj=[20.17875988 3.12015204]]
INFO - 02:20:15: 4%|▍ | 431/10000 [00:00<00:14, 645.60 it/sec, obj=[20.17875988 3.12015204]]
INFO - 02:20:15: 4%|▍ | 432/10000 [00:00<00:14, 645.51 it/sec, obj=[20.18445213 3.14439958]]
INFO - 02:20:15: 4%|▍ | 433/10000 [00:00<00:14, 645.72 it/sec, obj=[20.17931268 3.12255962]]
INFO - 02:20:15: 4%|▍ | 434/10000 [00:00<00:14, 645.98 it/sec, obj=[20.17881499 3.12039262]]
INFO - 02:20:15: 4%|▍ | 435/10000 [00:00<00:14, 646.27 it/sec, obj=[20.17876539 3.1201761 ]]
INFO - 02:20:15: 4%|▍ | 436/10000 [00:00<00:14, 646.49 it/sec, obj=[20.17876043 3.12015444]]
INFO - 02:20:15: 4%|▍ | 437/10000 [00:00<00:14, 646.74 it/sec, obj=[20.17875993 3.12015228]]
INFO - 02:20:15: 4%|▍ | 438/10000 [00:00<00:14, 647.03 it/sec, obj=[20.17875988 3.12015206]]
INFO - 02:20:15: 4%|▍ | 439/10000 [00:00<00:14, 647.25 it/sec, obj=[20.17875988 3.12015204]]
INFO - 02:20:15: 4%|▍ | 440/10000 [00:00<00:14, 647.49 it/sec, obj=[20.17875988 3.12015204]]
INFO - 02:20:15: 4%|▍ | 441/10000 [00:00<00:14, 647.73 it/sec, obj=[20.17875988 3.12015204]]
INFO - 02:20:15: 4%|▍ | 442/10000 [00:00<00:14, 647.95 it/sec, obj=[20.17875988 3.12015204]]
INFO - 02:20:15: 4%|▍ | 443/10000 [00:00<00:14, 647.80 it/sec, obj=[20.18445205 3.1444096 ]]
INFO - 02:20:15: 4%|▍ | 444/10000 [00:00<00:14, 648.08 it/sec, obj=[20.17931266 3.12256061]]
INFO - 02:20:15: 4%|▍ | 445/10000 [00:00<00:14, 648.29 it/sec, obj=[20.17881499 3.12039272]]
INFO - 02:20:15: 4%|▍ | 446/10000 [00:00<00:14, 648.52 it/sec, obj=[20.17876539 3.12017611]]
INFO - 02:20:15: 4%|▍ | 447/10000 [00:00<00:14, 648.80 it/sec, obj=[20.17876043 3.12015445]]
INFO - 02:20:15: 4%|▍ | 448/10000 [00:00<00:14, 649.01 it/sec, obj=[20.17875993 3.12015228]]
INFO - 02:20:15: Optimization result:
INFO - 02:20:15: Optimizer info:
INFO - 02:20:15: Status: None
INFO - 02:20:15: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:15: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:15: Solution:
INFO - 02:20:15: The solution is feasible.
INFO - 02:20:15: Objective: 0.0673616171539137
INFO - 02:20:15: Standardized constraints:
INFO - 02:20:15: beta_sub_optim_constraint = [-17.51867318 -1.62924579]
INFO - 02:20:15: Design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: Solving mNBI sub-problem for phi_beta = [20.4041674 3.89696212]
INFO - 02:20:15: Optimization problem:
INFO - 02:20:15: minimize -t_extraction
INFO - 02:20:15: with respect to t, x, y
INFO - 02:20:15: subject to constraints:
INFO - 02:20:15: beta_sub_optim_constraint <= 0.0
INFO - 02:20:15: over the design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: 4%|▍ | 449/10000 [00:00<00:14, 638.64 it/sec, obj=[19.066705 15.01159606]]
INFO - 02:20:15: 4%|▍ | 450/10000 [00:00<00:14, 638.61 it/sec, obj=[7.51204421 4.05056449]]
INFO - 02:20:15: 5%|▍ | 451/10000 [00:00<00:14, 638.22 it/sec, obj=[20.20578245 3.26577972]]
INFO - 02:20:15: 5%|▍ | 452/10000 [00:00<00:14, 638.11 it/sec, obj=[23.79673211 3.60188396]]
INFO - 02:20:15: 5%|▍ | 453/10000 [00:00<00:14, 638.35 it/sec, obj=[16.18876894 24.90306589]]
INFO - 02:20:15: 5%|▍ | 454/10000 [00:00<00:14, 638.56 it/sec, obj=[17.71433224 5.45755967]]
INFO - 02:20:15: 5%|▍ | 455/10000 [00:00<00:14, 638.48 it/sec, obj=[19.66641622 2.99055727]]
INFO - 02:20:15: 5%|▍ | 456/10000 [00:00<00:14, 638.10 it/sec, obj=[18.90033504 4.29082257]]
INFO - 02:20:15: 5%|▍ | 457/10000 [00:00<00:14, 638.35 it/sec, obj=[19.32655737 3.41631269]]
INFO - 02:20:15: 5%|▍ | 458/10000 [00:00<00:14, 638.22 it/sec, obj=[19.19991364 4.38554104]]
INFO - 02:20:15: 5%|▍ | 459/10000 [00:00<00:14, 638.46 it/sec, obj=[19.2750476 3.57991988]]
INFO - 02:20:15: 5%|▍ | 460/10000 [00:00<00:14, 638.72 it/sec, obj=[19.3112669 3.45831559]]
INFO - 02:20:15: 5%|▍ | 461/10000 [00:00<00:14, 638.74 it/sec, obj=[19.3220552 3.42821882]]
INFO - 02:20:15: 5%|▍ | 462/10000 [00:00<00:14, 638.95 it/sec, obj=[19.32523136 3.41978155]]
INFO - 02:20:15: 5%|▍ | 463/10000 [00:00<00:14, 639.23 it/sec, obj=[19.32616672 3.41733141]]
INFO - 02:20:15: 5%|▍ | 464/10000 [00:00<00:14, 639.45 it/sec, obj=[19.32644227 3.41661256]]
INFO - 02:20:15: 5%|▍ | 465/10000 [00:00<00:14, 639.62 it/sec, obj=[19.32652346 3.41640102]]
INFO - 02:20:15: 5%|▍ | 466/10000 [00:00<00:14, 639.89 it/sec, obj=[19.32654738 3.41633871]]
INFO - 02:20:15: 5%|▍ | 467/10000 [00:00<00:14, 639.90 it/sec, obj=[19.32655443 3.41632035]]
INFO - 02:20:15: 5%|▍ | 468/10000 [00:00<00:14, 640.12 it/sec, obj=[19.3265565 3.41631495]]
INFO - 02:20:15: 5%|▍ | 469/10000 [00:00<00:14, 640.05 it/sec, obj=[19.22602298 4.13698249]]
INFO - 02:20:15: 5%|▍ | 470/10000 [00:00<00:14, 640.26 it/sec, obj=[19.2862438 3.55280304]]
INFO - 02:20:15: 5%|▍ | 471/10000 [00:00<00:14, 640.46 it/sec, obj=[19.31424192 3.45266828]]
INFO - 02:20:15: 5%|▍ | 472/10000 [00:00<00:14, 640.70 it/sec, obj=[19.32284901 3.42686251]]
INFO - 02:20:15: 5%|▍ | 473/10000 [00:00<00:14, 640.82 it/sec, obj=[19.32544229 3.41945085]]
INFO - 02:20:15: 5%|▍ | 474/10000 [00:00<00:14, 641.03 it/sec, obj=[19.32622176 3.41725404]]
INFO - 02:20:15: 5%|▍ | 475/10000 [00:00<00:14, 641.29 it/sec, obj=[19.32645595 3.41659678]]
INFO - 02:20:15: 5%|▍ | 476/10000 [00:00<00:14, 641.52 it/sec, obj=[19.3265263 3.41639958]]
INFO - 02:20:15: 5%|▍ | 477/10000 [00:00<00:14, 641.73 it/sec, obj=[19.32654743 3.41634037]]
INFO - 02:20:15: 5%|▍ | 478/10000 [00:00<00:14, 641.99 it/sec, obj=[19.32655378 3.41632258]]
INFO - 02:20:15: 5%|▍ | 479/10000 [00:00<00:14, 642.20 it/sec, obj=[19.32655568 3.41631724]]
INFO - 02:20:15: 5%|▍ | 480/10000 [00:00<00:14, 642.05 it/sec, obj=[19.22669321 4.13189316]]
INFO - 02:20:15: 5%|▍ | 481/10000 [00:00<00:14, 642.32 it/sec, obj=[19.28624524 3.55325962]]
INFO - 02:20:15: 5%|▍ | 482/10000 [00:00<00:14, 642.52 it/sec, obj=[19.31415632 3.45302294]]
INFO - 02:20:15: 5%|▍ | 483/10000 [00:00<00:14, 642.71 it/sec, obj=[19.32279874 3.42703115]]
INFO - 02:20:15: 5%|▍ | 484/10000 [00:00<00:14, 642.97 it/sec, obj=[19.32541953 3.41952198]]
INFO - 02:20:15: 5%|▍ | 485/10000 [00:00<00:14, 643.18 it/sec, obj=[19.32621223 3.41728285]]
INFO - 02:20:15: 5%|▍ | 486/10000 [00:00<00:14, 643.39 it/sec, obj=[19.32645187 3.41660883]]
INFO - 02:20:15: 5%|▍ | 487/10000 [00:00<00:14, 643.43 it/sec, obj=[19.32652431 3.41640535]]
INFO - 02:20:15: 5%|▍ | 488/10000 [00:00<00:14, 643.63 it/sec, obj=[19.3265462 3.41634387]]
INFO - 02:20:15: 5%|▍ | 489/10000 [00:00<00:14, 643.84 it/sec, obj=[19.32655282 3.41632529]]
INFO - 02:20:15: 5%|▍ | 490/10000 [00:00<00:14, 644.11 it/sec, obj=[19.32655482 3.41631967]]
INFO - 02:20:15: 5%|▍ | 491/10000 [00:00<00:14, 643.96 it/sec, obj=[19.22677501 4.13129289]]
INFO - 02:20:15: 5%|▍ | 492/10000 [00:00<00:14, 644.18 it/sec, obj=[19.28613574 3.55377221]]
INFO - 02:20:15: 5%|▍ | 493/10000 [00:00<00:14, 644.22 it/sec, obj=[19.31407895 3.45327558]]
INFO - 02:20:15: 5%|▍ | 494/10000 [00:00<00:14, 644.39 it/sec, obj=[19.32276239 3.42713936]]
INFO - 02:20:15: 5%|▍ | 495/10000 [00:00<00:14, 644.62 it/sec, obj=[19.32540427 3.41956609]]
INFO - 02:20:15: 5%|▍ | 496/10000 [00:00<00:14, 644.88 it/sec, obj=[19.3262059 3.41730092]]
INFO - 02:20:15: 5%|▍ | 497/10000 [00:00<00:14, 645.07 it/sec, obj=[19.32644902 3.41661692]]
INFO - 02:20:15: Optimization result:
INFO - 02:20:15: Optimizer info:
INFO - 02:20:15: Status: None
INFO - 02:20:15: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:15: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:15: Solution:
INFO - 02:20:15: The solution is feasible.
INFO - 02:20:15: Objective: 0.0673616171539137
INFO - 02:20:15: Standardized constraints:
INFO - 02:20:15: beta_sub_optim_constraint = [-17.008569 -1.95113018]
INFO - 02:20:15: Design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: Solving mNBI sub-problem for phi_beta = [19.89406322 4.21884652]
INFO - 02:20:15: Optimization problem:
INFO - 02:20:15: minimize -t_extraction
INFO - 02:20:15: with respect to t, x, y
INFO - 02:20:15: subject to constraints:
INFO - 02:20:15: beta_sub_optim_constraint <= 0.0
INFO - 02:20:15: over the design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: 5%|▍ | 498/10000 [00:00<00:14, 635.42 it/sec, obj=[18.11456055 13.34016429]]
INFO - 02:20:15: 5%|▍ | 499/10000 [00:00<00:14, 635.38 it/sec, obj=[7.91555839 4.17983512]]
INFO - 02:20:15: 5%|▌ | 500/10000 [00:00<00:14, 635.25 it/sec, obj=[19.08066229 4.8273551 ]]
INFO - 02:20:15: 5%|▌ | 501/10000 [00:00<00:14, 635.32 it/sec, obj=[11.57926967 7.45017941]]
INFO - 02:20:15: 5%|▌ | 502/10000 [00:00<00:14, 635.49 it/sec, obj=[8.79904543 4.33600086]]
INFO - 02:20:15: 5%|▌ | 503/10000 [00:00<00:14, 634.96 it/sec, obj=[17.40264433 10.22193085]]
INFO - 02:20:15: 5%|▌ | 504/10000 [00:00<00:14, 635.19 it/sec, obj=[9.9048669 4.85026337]]
INFO - 02:20:15: 5%|▌ | 505/10000 [00:00<00:14, 635.40 it/sec, obj=[9.05700701 4.41366346]]
INFO - 02:20:15: 5%|▌ | 506/10000 [00:00<00:14, 635.43 it/sec, obj=[8.87727155 4.35608286]]
INFO - 02:20:15: 5%|▌ | 507/10000 [00:00<00:14, 635.55 it/sec, obj=[8.82462926 4.34221752]]
INFO - 02:20:15: 5%|▌ | 508/10000 [00:00<00:14, 635.75 it/sec, obj=[8.80761568 4.33804471]]
INFO - 02:20:15: 5%|▌ | 509/10000 [00:00<00:14, 636.00 it/sec, obj=[8.80193926 4.33668661]]
INFO - 02:20:15: 5%|▌ | 510/10000 [00:00<00:14, 636.22 it/sec, obj=[8.80002517 4.33623253]]
INFO - 02:20:15: 5%|▌ | 511/10000 [00:00<00:14, 636.44 it/sec, obj=[8.79937743 4.33607931]]
INFO - 02:20:15: 5%|▌ | 512/10000 [00:00<00:14, 636.67 it/sec, obj=[8.79915797 4.33602745]]
INFO - 02:20:15: 5%|▌ | 513/10000 [00:00<00:14, 636.68 it/sec, obj=[8.79908358 4.33600987]]
INFO - 02:20:15: 5%|▌ | 514/10000 [00:00<00:14, 636.55 it/sec, obj=[18.52808207 13.29822601]]
INFO - 02:20:15: 5%|▌ | 515/10000 [00:00<00:14, 636.80 it/sec, obj=[9.60524683 4.66878292]]
INFO - 02:20:15: 5%|▌ | 516/10000 [00:00<00:14, 637.00 it/sec, obj=[8.91476796 4.37755117]]
INFO - 02:20:15: 5%|▌ | 517/10000 [00:00<00:14, 637.21 it/sec, obj=[8.81792913 4.34262038]]
INFO - 02:20:15: 5%|▌ | 518/10000 [00:00<00:14, 637.30 it/sec, obj=[8.80221577 4.33710427]]
INFO - 02:20:15: 5%|▌ | 519/10000 [00:00<00:14, 637.48 it/sec, obj=[8.79960589 4.33619225]]
INFO - 02:20:15: 5%|▌ | 520/10000 [00:00<00:14, 637.68 it/sec, obj=[8.79917073 4.3360403 ]]
INFO - 02:20:15: 5%|▌ | 521/10000 [00:00<00:14, 637.93 it/sec, obj=[8.79909812 4.33601495]]
INFO - 02:20:15: 5%|▌ | 522/10000 [00:00<00:14, 638.13 it/sec, obj=[8.79908601 4.33601072]]
INFO - 02:20:15: 5%|▌ | 523/10000 [00:00<00:14, 638.33 it/sec, obj=[8.79908399 4.33601001]]
INFO - 02:20:15: 5%|▌ | 524/10000 [00:00<00:14, 638.58 it/sec, obj=[8.79908365 4.3360099 ]]
INFO - 02:20:15: 5%|▌ | 525/10000 [00:00<00:14, 638.26 it/sec, obj=[10.33895669 5.05694485]]
INFO - 02:20:15: 5%|▌ | 526/10000 [00:00<00:14, 638.47 it/sec, obj=[9.08137957 4.43448975]]
INFO - 02:20:15: 5%|▌ | 527/10000 [00:00<00:14, 638.51 it/sec, obj=[8.8649568 4.35726329]]
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INFO - 02:20:15: 5%|▌ | 529/10000 [00:00<00:14, 638.84 it/sec, obj=[8.8031412 4.33728714]]
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INFO - 02:20:15: 5%|▌ | 531/10000 [00:00<00:14, 639.25 it/sec, obj=[8.79933885 4.3360901 ]]
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INFO - 02:20:15: 5%|▌ | 533/10000 [00:00<00:14, 639.47 it/sec, obj=[8.79909972 4.33601495]]
INFO - 02:20:15: 5%|▌ | 534/10000 [00:00<00:14, 639.68 it/sec, obj=[8.79908768 4.33601116]]
INFO - 02:20:15: 5%|▌ | 535/10000 [00:00<00:14, 639.89 it/sec, obj=[8.79908466 4.33601021]]
INFO - 02:20:15: 5%|▌ | 536/10000 [00:00<00:14, 639.78 it/sec, obj=[10.98568657 5.43881871]]
INFO - 02:20:15: 5%|▌ | 537/10000 [00:00<00:14, 639.96 it/sec, obj=[9.10228797 4.44596427]]
INFO - 02:20:15: 5%|▌ | 538/10000 [00:00<00:14, 640.01 it/sec, obj=[8.85615488 4.35529451]]
INFO - 02:20:15: 5%|▌ | 539/10000 [00:00<00:14, 640.20 it/sec, obj=[8.81043712 4.33979168]]
INFO - 02:20:15: 5%|▌ | 540/10000 [00:00<00:14, 640.38 it/sec, obj=[8.80136757 4.33676845]]
INFO - 02:20:15: 5%|▌ | 541/10000 [00:00<00:14, 640.58 it/sec, obj=[8.79954474 4.33616293]]
INFO - 02:20:15: 5%|▌ | 542/10000 [00:00<00:14, 640.77 it/sec, obj=[8.79917742 4.336041 ]]
INFO - 02:20:15: 5%|▌ | 543/10000 [00:00<00:14, 640.97 it/sec, obj=[8.79910336 4.33601642]]
INFO - 02:20:15: 5%|▌ | 544/10000 [00:00<00:14, 641.02 it/sec, obj=[8.79908843 4.33601147]]
INFO - 02:20:15: 5%|▌ | 545/10000 [00:00<00:14, 641.21 it/sec, obj=[8.79908542 4.33601047]]
INFO - 02:20:15: 5%|▌ | 546/10000 [00:00<00:14, 641.39 it/sec, obj=[8.79908481 4.33601027]]
INFO - 02:20:15: Optimization result:
INFO - 02:20:15: Optimizer info:
INFO - 02:20:15: Status: None
INFO - 02:20:15: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:15: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:15: Solution:
INFO - 02:20:15: The solution is feasible.
INFO - 02:20:15: Objective: 0.0673616171539137
INFO - 02:20:15: Standardized constraints:
INFO - 02:20:15: beta_sub_optim_constraint = [-16.49846481 -2.27301457]
INFO - 02:20:15: Design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: Solving mNBI sub-problem for phi_beta = [19.38395903 4.54073091]
INFO - 02:20:15: Optimization problem:
INFO - 02:20:15: minimize -t_extraction
INFO - 02:20:15: with respect to t, x, y
INFO - 02:20:15: subject to constraints:
INFO - 02:20:15: beta_sub_optim_constraint <= 0.0
INFO - 02:20:15: over the design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: 5%|▌ | 547/10000 [00:00<00:14, 631.93 it/sec, obj=[16.7834378 11.26552275]]
INFO - 02:20:15: 5%|▌ | 548/10000 [00:00<00:14, 631.86 it/sec, obj=[8.47272966 4.34003723]]
INFO - 02:20:15: 5%|▌ | 549/10000 [00:00<00:14, 631.80 it/sec, obj=[17.72065298 8.74801372]]
INFO - 02:20:15: 6%|▌ | 550/10000 [00:00<00:14, 631.99 it/sec, obj=[10.17749829 5.07574 ]]
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INFO - 02:20:15: 6%|▌ | 552/10000 [00:00<00:14, 631.92 it/sec, obj=[17.35486694 10.11481759]]
INFO - 02:20:15: 6%|▌ | 553/10000 [00:00<00:14, 632.12 it/sec, obj=[9.84193951 4.92129485]]
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INFO - 02:20:15: 6%|▌ | 559/10000 [00:00<00:14, 633.20 it/sec, obj=[9.07456961 4.42529358]]
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INFO - 02:20:15: 6%|▌ | 562/10000 [00:00<00:14, 633.82 it/sec, obj=[9.07455809 4.42528723]]
INFO - 02:20:15: 6%|▌ | 563/10000 [00:00<00:14, 633.61 it/sec, obj=[18.02158415 11.84997092]]
INFO - 02:20:15: 6%|▌ | 564/10000 [00:00<00:14, 633.77 it/sec, obj=[9.82548358 4.8351792 ]]
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INFO - 02:20:15: 6%|▌ | 574/10000 [00:00<00:14, 635.48 it/sec, obj=[13.97393893 7.71707249]]
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INFO - 02:20:15: 6%|▌ | 583/10000 [00:00<00:14, 637.11 it/sec, obj=[9.07455822 4.4252873 ]]
INFO - 02:20:15: 6%|▌ | 584/10000 [00:00<00:14, 637.18 it/sec, obj=[9.07455813 4.42528725]]
INFO - 02:20:15: 6%|▌ | 585/10000 [00:00<00:14, 636.36 it/sec, obj=[12.93928742 6.84303866]]
INFO - 02:20:15: 6%|▌ | 586/10000 [00:00<00:14, 636.55 it/sec, obj=[9.47740286 4.6271758 ]]
INFO - 02:20:15: 6%|▌ | 587/10000 [00:00<00:14, 636.72 it/sec, obj=[9.13126531 4.45296948]]
INFO - 02:20:15: 6%|▌ | 588/10000 [00:00<00:14, 636.88 it/sec, obj=[9.08281377 4.42930179]]
INFO - 02:20:15: 6%|▌ | 589/10000 [00:00<00:14, 636.93 it/sec, obj=[9.07576586 4.42587421]]
INFO - 02:20:15: 6%|▌ | 590/10000 [00:00<00:14, 637.09 it/sec, obj=[9.07473494 4.42537317]]
INFO - 02:20:15: 6%|▌ | 591/10000 [00:00<00:14, 637.27 it/sec, obj=[9.07458402 4.42529983]]
INFO - 02:20:15: 6%|▌ | 592/10000 [00:00<00:14, 637.48 it/sec, obj=[9.07456192 4.4252891 ]]
INFO - 02:20:15: 6%|▌ | 593/10000 [00:00<00:14, 637.66 it/sec, obj=[9.07455869 4.42528752]]
INFO - 02:20:15: 6%|▌ | 594/10000 [00:00<00:14, 637.82 it/sec, obj=[9.07455821 4.42528729]]
INFO - 02:20:15: 6%|▌ | 595/10000 [00:00<00:14, 637.87 it/sec, obj=[9.07455814 4.42528726]]
INFO - 02:20:15: Optimization result:
INFO - 02:20:15: Optimizer info:
INFO - 02:20:15: Status: None
INFO - 02:20:15: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:15: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:15: Solution:
INFO - 02:20:15: The solution is feasible.
INFO - 02:20:15: Objective: 0.0673616171539137
INFO - 02:20:15: Standardized constraints:
INFO - 02:20:15: beta_sub_optim_constraint = [-15.98836063 -2.59489896]
INFO - 02:20:15: Design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: Solving mNBI sub-problem for phi_beta = [18.87385485 4.8626153 ]
INFO - 02:20:15: Optimization problem:
INFO - 02:20:15: minimize -t_extraction
INFO - 02:20:15: with respect to t, x, y
INFO - 02:20:15: subject to constraints:
INFO - 02:20:15: beta_sub_optim_constraint <= 0.0
INFO - 02:20:15: over the design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: 6%|▌ | 596/10000 [00:00<00:14, 628.93 it/sec, obj=[15.50320649 9.55611018]]
INFO - 02:20:15: 6%|▌ | 597/10000 [00:00<00:14, 628.92 it/sec, obj=[9.13662825 4.54618798]]
INFO - 02:20:15: 6%|▌ | 598/10000 [00:00<00:14, 628.80 it/sec, obj=[16.95033594 11.50567635]]
INFO - 02:20:15: 6%|▌ | 599/10000 [00:00<00:14, 629.01 it/sec, obj=[9.83249707 4.85311127]]
INFO - 02:20:15: 6%|▌ | 600/10000 [00:00<00:14, 629.21 it/sec, obj=[9.27522091 4.60476101]]
INFO - 02:20:15: 6%|▌ | 601/10000 [00:00<00:14, 629.35 it/sec, obj=[9.16566134 4.55836497]]
INFO - 02:20:15: 6%|▌ | 602/10000 [00:00<00:14, 629.58 it/sec, obj=[9.14276819 4.54875916]]
INFO - 02:20:15: 6%|▌ | 603/10000 [00:00<00:14, 629.77 it/sec, obj=[9.13792928 4.54673262]]
INFO - 02:20:15: 6%|▌ | 604/10000 [00:00<00:14, 629.96 it/sec, obj=[9.13690405 4.54630342]]
INFO - 02:20:15: 6%|▌ | 605/10000 [00:00<00:14, 630.16 it/sec, obj=[9.13668672 4.54621245]]
INFO - 02:20:15: 6%|▌ | 606/10000 [00:00<00:14, 630.36 it/sec, obj=[9.13664065 4.54619316]]
INFO - 02:20:15: 6%|▌ | 607/10000 [00:00<00:14, 630.54 it/sec, obj=[9.13663088 4.54618908]]
INFO - 02:20:15: 6%|▌ | 608/10000 [00:00<00:14, 630.74 it/sec, obj=[9.13662881 4.54618821]]
INFO - 02:20:15: 6%|▌ | 609/10000 [00:00<00:14, 630.65 it/sec, obj=[15.9208409 9.33752966]]
INFO - 02:20:15: 6%|▌ | 610/10000 [00:00<00:14, 630.83 it/sec, obj=[9.72049041 4.99319254]]
INFO - 02:20:15: 6%|▌ | 611/10000 [00:00<00:14, 631.04 it/sec, obj=[9.20140833 4.59236801]]
INFO - 02:20:15: 6%|▌ | 612/10000 [00:00<00:14, 631.23 it/sec, obj=[9.14449691 4.55174152]]
INFO - 02:20:15: 6%|▌ | 613/10000 [00:00<00:14, 631.41 it/sec, obj=[9.13759559 4.54686972]]
INFO - 02:20:15: 6%|▌ | 614/10000 [00:00<00:14, 631.56 it/sec, obj=[9.13674777 4.54627206]]
INFO - 02:20:15: 6%|▌ | 615/10000 [00:00<00:14, 631.75 it/sec, obj=[9.13664345 4.54619853]]
INFO - 02:20:15: 6%|▌ | 616/10000 [00:00<00:14, 631.92 it/sec, obj=[9.13663061 4.54618948]]
INFO - 02:20:15: 6%|▌ | 617/10000 [00:00<00:14, 632.12 it/sec, obj=[9.13662903 4.54618837]]
INFO - 02:20:15: 6%|▌ | 618/10000 [00:00<00:14, 632.31 it/sec, obj=[9.13662883 4.54618823]]
INFO - 02:20:15: 6%|▌ | 619/10000 [00:00<00:14, 632.49 it/sec, obj=[9.13662881 4.54618821]]
INFO - 02:20:15: 6%|▌ | 620/10000 [00:00<00:14, 632.42 it/sec, obj=[17.05966613 10.50940456]]
INFO - 02:20:15: 6%|▌ | 621/10000 [00:00<00:14, 632.59 it/sec, obj=[9.87044067 4.98994727]]
INFO - 02:20:15: 6%|▌ | 622/10000 [00:00<00:14, 632.74 it/sec, obj=[9.24245059 4.60797976]]
INFO - 02:20:15: 6%|▌ | 623/10000 [00:00<00:14, 632.95 it/sec, obj=[9.15271175 4.55552212]]
INFO - 02:20:15: 6%|▌ | 624/10000 [00:00<00:14, 633.12 it/sec, obj=[9.13909359 4.54761731]]
INFO - 02:20:15: 6%|▋ | 625/10000 [00:00<00:14, 633.30 it/sec, obj=[9.13700704 4.54640748]]
INFO - 02:20:15: 6%|▋ | 626/10000 [00:00<00:14, 633.49 it/sec, obj=[9.13668686 4.54622186]]
INFO - 02:20:15: 6%|▋ | 627/10000 [00:00<00:14, 633.67 it/sec, obj=[9.13663772 4.54619338]]
INFO - 02:20:15: 6%|▋ | 628/10000 [00:00<00:14, 633.84 it/sec, obj=[9.13663018 4.546189 ]]
INFO - 02:20:15: 6%|▋ | 629/10000 [00:00<00:14, 634.02 it/sec, obj=[9.13662902 4.54618833]]
INFO - 02:20:15: 6%|▋ | 630/10000 [00:00<00:14, 634.20 it/sec, obj=[9.13662884 4.54618823]]
INFO - 02:20:15: 6%|▋ | 631/10000 [00:00<00:14, 634.11 it/sec, obj=[16.9551794 10.66792162]]
INFO - 02:20:15: 6%|▋ | 632/10000 [00:00<00:14, 634.31 it/sec, obj=[9.86135129 4.95663375]]
INFO - 02:20:15: 6%|▋ | 633/10000 [00:00<00:14, 634.48 it/sec, obj=[9.24713791 4.60705065]]
INFO - 02:20:15: 6%|▋ | 634/10000 [00:00<00:14, 634.65 it/sec, obj=[9.15425062 4.55584662]]
INFO - 02:20:15: 6%|▋ | 635/10000 [00:01<00:14, 634.84 it/sec, obj=[9.13945923 4.54773833]]
INFO - 02:20:15: 6%|▋ | 636/10000 [00:01<00:14, 635.01 it/sec, obj=[9.13708399 4.54643746]]
INFO - 02:20:15: 6%|▋ | 637/10000 [00:01<00:14, 635.19 it/sec, obj=[9.13670205 4.54622832]]
INFO - 02:20:15: 6%|▋ | 638/10000 [00:01<00:14, 635.37 it/sec, obj=[9.13664062 4.54619468]]
INFO - 02:20:15: 6%|▋ | 639/10000 [00:01<00:14, 635.54 it/sec, obj=[9.13663074 4.54618927]]
INFO - 02:20:15: 6%|▋ | 640/10000 [00:01<00:14, 635.71 it/sec, obj=[9.13662915 4.5461884 ]]
INFO - 02:20:15: 6%|▋ | 641/10000 [00:01<00:14, 635.81 it/sec, obj=[9.13662889 4.54618826]]
INFO - 02:20:15: 6%|▋ | 642/10000 [00:01<00:14, 635.47 it/sec, obj=[16.90638755 10.80315196]]
INFO - 02:20:15: 6%|▋ | 643/10000 [00:01<00:14, 635.63 it/sec, obj=[9.84560923 4.92930521]]
INFO - 02:20:15: 6%|▋ | 644/10000 [00:01<00:14, 635.83 it/sec, obj=[9.24782515 4.60480511]]
INFO - 02:20:15: Optimization result:
INFO - 02:20:15: Optimizer info:
INFO - 02:20:15: Status: None
INFO - 02:20:15: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:15: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:15: Solution:
INFO - 02:20:15: The solution is feasible.
INFO - 02:20:15: Objective: 0.0673616171539137
INFO - 02:20:15: Standardized constraints:
INFO - 02:20:15: beta_sub_optim_constraint = [-15.47825644 -2.91678335]
INFO - 02:20:15: Design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: Solving mNBI sub-problem for phi_beta = [18.36375066 5.18449969]
INFO - 02:20:15: Optimization problem:
INFO - 02:20:15: minimize -t_extraction
INFO - 02:20:15: with respect to t, x, y
INFO - 02:20:15: subject to constraints:
INFO - 02:20:15: beta_sub_optim_constraint <= 0.0
INFO - 02:20:15: over the design space:
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:15: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:15: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:15: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:15: 6%|▋ | 645/10000 [00:01<00:14, 627.74 it/sec, obj=[14.27386659 8.16865102]]
INFO - 02:20:15: 6%|▋ | 646/10000 [00:01<00:14, 627.45 it/sec, obj=[4.62753335 4.25074047]]
INFO - 02:20:15: 6%|▋ | 647/10000 [00:01<00:14, 627.36 it/sec, obj=[6.11682509 4.91323285]]
INFO - 02:20:15: 6%|▋ | 648/10000 [00:01<00:14, 627.57 it/sec, obj=[5.0751617 2.93120373]]
INFO - 02:20:15: 6%|▋ | 649/10000 [00:01<00:14, 627.48 it/sec, obj=[13.58493586 7.36884731]]
INFO - 02:20:15: 6%|▋ | 650/10000 [00:01<00:14, 627.64 it/sec, obj=[5.85476284 3.265556 ]]
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INFO - 02:20:15: 7%|▋ | 655/10000 [00:01<00:14, 628.55 it/sec, obj=[5.07527104 2.93124881]]
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INFO - 02:20:16: 7%|▋ | 686/10000 [00:01<00:14, 633.11 it/sec, obj=[5.07578938 2.93145923]]
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INFO - 02:20:16: 7%|▋ | 691/10000 [00:01<00:14, 633.95 it/sec, obj=[5.07516181 2.93120378]]
INFO - 02:20:16: 7%|▋ | 692/10000 [00:01<00:14, 634.10 it/sec, obj=[5.0751618 2.93120378]]
INFO - 02:20:16: 7%|▋ | 693/10000 [00:01<00:14, 634.05 it/sec, obj=[13.70497352 7.48815776]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: 0.0673616171539137
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [-14.96815226 -3.23866775]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [17.85364648 5.50638408]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 7%|▋ | 694/10000 [00:01<00:14, 626.14 it/sec, obj=[13.09541813 7.05685272]]
INFO - 02:20:16: 7%|▋ | 695/10000 [00:01<00:14, 625.87 it/sec, obj=[5.0306039 2.92032106]]
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INFO - 02:20:16: 7%|▋ | 730/10000 [00:01<00:14, 630.72 it/sec, obj=[5.71403836 3.23100139]]
INFO - 02:20:16: 7%|▋ | 731/10000 [00:01<00:14, 630.87 it/sec, obj=[5.13296514 2.96525169]]
INFO - 02:20:16: 7%|▋ | 732/10000 [00:01<00:14, 631.03 it/sec, obj=[5.04694727 2.92744154]]
INFO - 02:20:16: 7%|▋ | 733/10000 [00:01<00:14, 631.21 it/sec, obj=[5.03324289 2.92146939]]
INFO - 02:20:16: 7%|▋ | 734/10000 [00:01<00:14, 631.35 it/sec, obj=[5.03103153 2.92050712]]
INFO - 02:20:16: 7%|▋ | 735/10000 [00:01<00:14, 631.49 it/sec, obj=[5.03067396 2.92035156]]
INFO - 02:20:16: 7%|▋ | 736/10000 [00:01<00:14, 631.67 it/sec, obj=[5.03061612 2.9203264 ]]
INFO - 02:20:16: 7%|▋ | 737/10000 [00:01<00:14, 631.81 it/sec, obj=[5.03060677 2.92032233]]
INFO - 02:20:16: 7%|▋ | 738/10000 [00:01<00:14, 631.95 it/sec, obj=[5.03060525 2.92032167]]
INFO - 02:20:16: 7%|▋ | 739/10000 [00:01<00:14, 632.13 it/sec, obj=[5.03060501 2.92032156]]
INFO - 02:20:16: 7%|▋ | 740/10000 [00:01<00:14, 632.04 it/sec, obj=[12.51186359 6.5625085 ]]
INFO - 02:20:16: 7%|▋ | 741/10000 [00:01<00:14, 632.19 it/sec, obj=[5.64934768 3.20057647]]
INFO - 02:20:16: 7%|▋ | 742/10000 [00:01<00:14, 632.35 it/sec, obj=[5.11588922 2.95768614]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: 0.0673616171539137
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [-14.45804807 -3.56055214]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [17.34354229 5.82826847]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 7%|▋ | 743/10000 [00:01<00:14, 624.79 it/sec, obj=[11.96786108 6.17714154]]
INFO - 02:20:16: 7%|▋ | 744/10000 [00:01<00:14, 624.51 it/sec, obj=[7.34990942 6.4607577 ]]
INFO - 02:20:16: 7%|▋ | 745/10000 [00:01<00:14, 624.69 it/sec, obj=[9.18243261 5.06787474]]
INFO - 02:20:16: 7%|▋ | 746/10000 [00:01<00:14, 624.62 it/sec, obj=[10.42965777 5.10384051]]
INFO - 02:20:16: 7%|▋ | 747/10000 [00:01<00:14, 624.76 it/sec, obj=[9.80465209 4.92723324]]
INFO - 02:20:16: 7%|▋ | 748/10000 [00:01<00:14, 624.71 it/sec, obj=[15.39702342 8.99061864]]
INFO - 02:20:16: 7%|▋ | 749/10000 [00:01<00:14, 624.86 it/sec, obj=[10.29038252 5.29026741]]
INFO - 02:20:16: 8%|▊ | 750/10000 [00:01<00:14, 625.02 it/sec, obj=[9.85249007 4.96191328]]
INFO - 02:20:16: 8%|▊ | 751/10000 [00:01<00:14, 625.21 it/sec, obj=[9.80942854 4.93068319]]
INFO - 02:20:16: 8%|▊ | 752/10000 [00:01<00:14, 625.34 it/sec, obj=[9.80512966 4.92757805]]
INFO - 02:20:16: 8%|▊ | 753/10000 [00:01<00:14, 625.50 it/sec, obj=[9.80469985 4.92726772]]
INFO - 02:20:16: 8%|▊ | 754/10000 [00:01<00:14, 625.68 it/sec, obj=[9.80465687 4.92723669]]
INFO - 02:20:16: 8%|▊ | 755/10000 [00:01<00:14, 625.82 it/sec, obj=[9.80465257 4.92723358]]
INFO - 02:20:16: 8%|▊ | 756/10000 [00:01<00:14, 625.97 it/sec, obj=[9.80465214 4.92723327]]
INFO - 02:20:16: 8%|▊ | 757/10000 [00:01<00:14, 626.15 it/sec, obj=[9.80465209 4.92723324]]
INFO - 02:20:16: 8%|▊ | 758/10000 [00:01<00:14, 626.29 it/sec, obj=[9.80465209 4.92723324]]
INFO - 02:20:16: 8%|▊ | 759/10000 [00:01<00:14, 626.23 it/sec, obj=[15.02198933 8.64563514]]
INFO - 02:20:16: 8%|▊ | 760/10000 [00:01<00:14, 626.41 it/sec, obj=[10.27362204 5.22349073]]
INFO - 02:20:16: 8%|▊ | 761/10000 [00:01<00:14, 626.51 it/sec, obj=[9.85429977 4.95809391]]
INFO - 02:20:16: 8%|▊ | 762/10000 [00:01<00:14, 626.67 it/sec, obj=[9.81007231 4.93059595]]
INFO - 02:20:16: 8%|▊ | 763/10000 [00:01<00:14, 626.81 it/sec, obj=[9.80524587 4.92760154]]
INFO - 02:20:16: 8%|▊ | 764/10000 [00:01<00:14, 626.94 it/sec, obj=[9.80471716 4.9272736 ]]
INFO - 02:20:16: 8%|▊ | 765/10000 [00:01<00:14, 627.10 it/sec, obj=[9.80465922 4.92723766]]
INFO - 02:20:16: 8%|▊ | 766/10000 [00:01<00:14, 627.28 it/sec, obj=[9.80465287 4.92723373]]
INFO - 02:20:16: 8%|▊ | 767/10000 [00:01<00:14, 627.41 it/sec, obj=[9.80465218 4.92723329]]
INFO - 02:20:16: 8%|▊ | 768/10000 [00:01<00:14, 627.56 it/sec, obj=[9.8046521 4.92723325]]
INFO - 02:20:16: 8%|▊ | 769/10000 [00:01<00:14, 627.74 it/sec, obj=[9.80465209 4.92723324]]
INFO - 02:20:16: 8%|▊ | 770/10000 [00:01<00:14, 627.66 it/sec, obj=[14.91262308 8.56053486]]
INFO - 02:20:16: 8%|▊ | 771/10000 [00:01<00:14, 627.81 it/sec, obj=[10.27072352 5.19956332]]
INFO - 02:20:16: 8%|▊ | 772/10000 [00:01<00:14, 627.94 it/sec, obj=[9.86318734 4.96096481]]
INFO - 02:20:16: 8%|▊ | 773/10000 [00:01<00:14, 628.08 it/sec, obj=[9.81220265 4.9315765 ]]
INFO - 02:20:16: 8%|▊ | 774/10000 [00:01<00:14, 628.24 it/sec, obj=[9.80562938 4.92779527]]
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INFO - 02:20:16: 8%|▊ | 781/10000 [00:01<00:14, 629.10 it/sec, obj=[13.98787281 7.73439665]]
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INFO - 02:20:16: 8%|▊ | 784/10000 [00:01<00:14, 629.54 it/sec, obj=[9.81361183 4.93212328]]
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INFO - 02:20:16: 8%|▊ | 787/10000 [00:01<00:14, 630.01 it/sec, obj=[9.80467896 4.9272479 ]]
INFO - 02:20:16: 8%|▊ | 788/10000 [00:01<00:14, 630.13 it/sec, obj=[9.80465597 4.92723536]]
INFO - 02:20:16: 8%|▊ | 789/10000 [00:01<00:14, 630.29 it/sec, obj=[9.80465265 4.92723355]]
INFO - 02:20:16: 8%|▊ | 790/10000 [00:01<00:14, 630.46 it/sec, obj=[9.80465218 4.92723329]]
INFO - 02:20:16: 8%|▊ | 791/10000 [00:01<00:14, 630.58 it/sec, obj=[9.80465211 4.92723325]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: 0.0673616171539137
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [-13.94794389 -3.88243653]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [16.83343811 6.15015286]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 8%|▊ | 792/10000 [00:01<00:14, 622.80 it/sec, obj=[10.89119546 5.49335688]]
INFO - 02:20:16: 8%|▊ | 793/10000 [00:01<00:14, 622.58 it/sec, obj=[10.57363781 9.11449169]]
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INFO - 02:20:16: 8%|▊ | 832/10000 [00:01<00:14, 627.47 it/sec, obj=[10.44656584 5.20691042]]
INFO - 02:20:16: 8%|▊ | 833/10000 [00:01<00:14, 627.61 it/sec, obj=[10.44642779 5.20682637]]
INFO - 02:20:16: 8%|▊ | 834/10000 [00:01<00:14, 627.77 it/sec, obj=[10.44641399 5.20681796]]
INFO - 02:20:16: 8%|▊ | 835/10000 [00:01<00:14, 627.90 it/sec, obj=[10.44641261 5.20681712]]
INFO - 02:20:16: 8%|▊ | 836/10000 [00:01<00:14, 628.03 it/sec, obj=[10.44641247 5.20681704]]
INFO - 02:20:16: 8%|▊ | 837/10000 [00:01<00:14, 628.19 it/sec, obj=[10.44641246 5.20681703]]
INFO - 02:20:16: 8%|▊ | 838/10000 [00:01<00:14, 628.32 it/sec, obj=[10.44641245 5.20681703]]
INFO - 02:20:16: 8%|▊ | 839/10000 [00:01<00:14, 628.26 it/sec, obj=[11.8326756 6.08863183]]
INFO - 02:20:16: 8%|▊ | 840/10000 [00:01<00:14, 628.42 it/sec, obj=[10.58110445 5.28761714]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: 0.0673616171539137
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [-13.4378397 -4.20432092]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [16.32333392 6.47203726]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 8%|▊ | 841/10000 [00:01<00:14, 621.30 it/sec, obj=[9.86542127 4.98000322]]
INFO - 02:20:16: 8%|▊ | 842/10000 [00:01<00:14, 621.08 it/sec, obj=[9.97740249 8.42390818]]
INFO - 02:20:16: 8%|▊ | 843/10000 [00:01<00:14, 621.24 it/sec, obj=[9.59486512 4.72049736]]
INFO - 02:20:16: 8%|▊ | 844/10000 [00:01<00:14, 621.18 it/sec, obj=[12.94767549 7.28627688]]
INFO - 02:20:16: 8%|▊ | 845/10000 [00:01<00:14, 621.32 it/sec, obj=[9.89874128 4.92616894]]
INFO - 02:20:16: 8%|▊ | 846/10000 [00:01<00:14, 621.47 it/sec, obj=[9.62493868 4.740099 ]]
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INFO - 02:20:16: 8%|▊ | 848/10000 [00:01<00:14, 621.74 it/sec, obj=[9.59516551 4.72069225]]
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INFO - 02:20:16: 8%|▊ | 850/10000 [00:01<00:14, 622.03 it/sec, obj=[9.59486812 4.72049931]]
INFO - 02:20:16: 9%|▊ | 851/10000 [00:01<00:14, 622.17 it/sec, obj=[9.59486542 4.72049755]]
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INFO - 02:20:16: 9%|▊ | 863/10000 [00:01<00:14, 623.68 it/sec, obj=[9.59486515 4.72049737]]
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INFO - 02:20:16: 9%|▊ | 866/10000 [00:01<00:14, 623.91 it/sec, obj=[12.90348823 6.88263532]]
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INFO - 02:20:16: 9%|▊ | 868/10000 [00:01<00:14, 624.17 it/sec, obj=[9.62722655 4.73855005]]
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INFO - 02:20:16: 9%|▊ | 870/10000 [00:01<00:14, 624.47 it/sec, obj=[9.5952415 4.72070689]]
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INFO - 02:20:16: 9%|▉ | 877/10000 [00:01<00:14, 625.20 it/sec, obj=[12.90836297 6.85073343]]
INFO - 02:20:16: 9%|▉ | 878/10000 [00:01<00:14, 625.34 it/sec, obj=[9.91902691 4.89903034]]
INFO - 02:20:16: 9%|▉ | 879/10000 [00:01<00:14, 625.49 it/sec, obj=[9.63508104 4.74230006]]
INFO - 02:20:16: 9%|▉ | 880/10000 [00:01<00:14, 625.61 it/sec, obj=[9.59997628 4.72326276]]
INFO - 02:20:16: 9%|▉ | 881/10000 [00:01<00:14, 625.75 it/sec, obj=[9.59551669 4.7208498 ]]
INFO - 02:20:16: 9%|▉ | 882/10000 [00:01<00:14, 625.91 it/sec, obj=[9.59494821 4.7205423 ]]
INFO - 02:20:16: 9%|▉ | 883/10000 [00:01<00:14, 626.02 it/sec, obj=[9.59487571 4.72050309]]
INFO - 02:20:16: 9%|▉ | 884/10000 [00:01<00:14, 626.16 it/sec, obj=[9.59486647 4.72049809]]
INFO - 02:20:16: 9%|▉ | 885/10000 [00:01<00:14, 626.31 it/sec, obj=[9.59486529 4.72049745]]
INFO - 02:20:16: 9%|▉ | 886/10000 [00:01<00:14, 626.44 it/sec, obj=[9.59486514 4.72049737]]
INFO - 02:20:16: 9%|▉ | 887/10000 [00:01<00:14, 626.57 it/sec, obj=[9.59486512 4.72049736]]
INFO - 02:20:16: 9%|▉ | 888/10000 [00:01<00:14, 626.54 it/sec, obj=[12.5881143 6.59148139]]
INFO - 02:20:16: 9%|▉ | 889/10000 [00:01<00:14, 626.65 it/sec, obj=[9.90794932 4.88954985]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: 0.0673616171539137
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [-12.92773552 -4.52620531]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Skipping sub-optimization for phi_beta = [15.81322974 6.79392165] because the resulting solution is already known.
INFO - 02:20:16: Skipping sub-optimization for phi_beta = [15.30312555 7.11580604] because the resulting solution is already known.
INFO - 02:20:16: Skipping sub-optimization for phi_beta = [14.79302137 7.43769043] because the resulting solution is already known.
INFO - 02:20:16: Skipping sub-optimization for phi_beta = [14.28291718 7.75957482] because the resulting solution is already known.
INFO - 02:20:16: Skipping sub-optimization for phi_beta = [13.772813 8.08145921] because the resulting solution is already known.
INFO - 02:20:16: Skipping sub-optimization for phi_beta = [13.26270881 8.4033436 ] because the resulting solution is already known.
INFO - 02:20:16: Skipping sub-optimization for phi_beta = [12.75260463 8.72522799] because the resulting solution is already known.
INFO - 02:20:16: Skipping sub-optimization for phi_beta = [12.24250044 9.04711239] because the resulting solution is already known.
INFO - 02:20:16: Skipping sub-optimization for phi_beta = [11.73239626 9.36899678] because the resulting solution is already known.
INFO - 02:20:16: Skipping sub-optimization for phi_beta = [11.22229207 9.69088117] because the resulting solution is already known.
INFO - 02:20:16: Skipping sub-optimization for phi_beta = [10.71218789 10.01276556] because the resulting solution is already known.
INFO - 02:20:16: Skipping sub-optimization for phi_beta = [10.2020837 10.33464995] because the resulting solution is already known.
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 9.69197952 10.65653434]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 9%|▉ | 890/10000 [00:01<00:15, 599.24 it/sec, obj=[ 1.16147645 14.51158858]]
INFO - 02:20:16: 9%|▉ | 891/10000 [00:01<00:15, 599.04 it/sec, obj=[0.791284 7.42376715]]
INFO - 02:20:16: 9%|▉ | 892/10000 [00:01<00:15, 599.05 it/sec, obj=[1.19273167 5.41315608]]
INFO - 02:20:16: 9%|▉ | 893/10000 [00:01<00:15, 599.02 it/sec, obj=[1.21779944 5.30885792]]
INFO - 02:20:16: 9%|▉ | 894/10000 [00:01<00:15, 599.00 it/sec, obj=[1.21773044 5.3091419 ]]
INFO - 02:20:16: 9%|▉ | 895/10000 [00:01<00:15, 598.82 it/sec, obj=[1.21773096 5.30913977]]
INFO - 02:20:16: 9%|▉ | 896/10000 [00:01<00:15, 598.68 it/sec, obj=[1.21773096 5.30913979]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 10
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.33903634538866156
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [9.93347626e-10 2.43561646e-06]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589782 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | 0.09438656911240617 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.3390363453886616 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 9.18187533 10.97841873]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589782 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | 0.09438656911240617 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.3390363453886616 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 9%|▉ | 897/10000 [00:01<00:15, 592.36 it/sec, obj=[1.08499643 5.88784014]]
INFO - 02:20:16: 9%|▉ | 898/10000 [00:01<00:15, 592.34 it/sec, obj=[1.0885754 5.87136184]]
INFO - 02:20:16: 9%|▉ | 899/10000 [00:01<00:15, 592.18 it/sec, obj=[1.08856631 5.87140364]]
INFO - 02:20:16: 9%|▉ | 900/10000 [00:01<00:15, 592.03 it/sec, obj=[1.08856633 5.87140351]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 7
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.32379575933422783
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [1.93072225e-11 1.50792798e-07]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | 0.03369135933149181 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.3237957593342278 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 8.67177115 11.30030313]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | 0.03369135933149181 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.3237957593342278 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 9%|▉ | 901/10000 [00:01<00:15, 585.95 it/sec, obj=[0.96861253 6.45171003]]
INFO - 02:20:16: 9%|▉ | 902/10000 [00:01<00:15, 585.94 it/sec, obj=[0.97074729 6.44086349]]
INFO - 02:20:16: 9%|▉ | 903/10000 [00:01<00:15, 585.79 it/sec, obj=[0.97075376 6.44083066]]
INFO - 02:20:16: 9%|▉ | 904/10000 [00:01<00:15, 585.64 it/sec, obj=[0.97075378 6.44083057]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 7
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.30810132753001995
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [1.19972746e-06 3.77685874e-05]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.02496214794441842 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.30810132753002 | inf | float |
INFO - 02:20:16: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 8.16166696 11.62218752]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.02496214794441842 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.30810132753002 | inf | float |
INFO - 02:20:16: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:16: 9%|▉ | 905/10000 [00:01<00:15, 579.77 it/sec, obj=[0.86158708 7.02107037]]
INFO - 02:20:16: 9%|▉ | 906/10000 [00:01<00:15, 579.76 it/sec, obj=[0.862444 7.01630656]]
INFO - 02:20:16: 9%|▉ | 907/10000 [00:01<00:15, 579.63 it/sec, obj=[0.8624524 7.01625986]]
INFO - 02:20:16: 9%|▉ | 908/10000 [00:01<00:15, 579.49 it/sec, obj=[0.86245248 7.0162594 ]]
INFO - 02:20:16: 9%|▉ | 909/10000 [00:01<00:15, 579.37 it/sec, obj=[0.86245249 7.0162594 ]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 8
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.29202610512603416
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [2.18034843e-07 5.26564849e-05]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.08217892856254627 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.2920261051260342 | inf | float |
INFO - 02:20:16: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 7.65156278 11.94407191]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.08217892856254627 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.2920261051260342 | inf | float |
INFO - 02:20:16: +------+--------------------+----------------------+-------------------+-------+
INFO - 02:20:16: 9%|▉ | 910/10000 [00:01<00:15, 573.70 it/sec, obj=[0.76257756 7.59514857]]
INFO - 02:20:16: 9%|▉ | 911/10000 [00:01<00:15, 573.70 it/sec, obj=[0.76230423 7.59680034]]
INFO - 02:20:16: 9%|▉ | 912/10000 [00:01<00:15, 573.57 it/sec, obj=[0.76229944 7.59682934]]
INFO - 02:20:16: 9%|▉ | 913/10000 [00:01<00:15, 573.45 it/sec, obj=[0.76229935 7.59682985]]
INFO - 02:20:16: 9%|▉ | 914/10000 [00:01<00:15, 573.33 it/sec, obj=[0.76229935 7.59682986]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 8
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.27562450356134205
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [-1.55075952e-12 -1.78227211e-10]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.1384601747582987 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.275624503561342 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 7.14145859 12.2659563 ]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.1384601747582987 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.275624503561342 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 9%|▉ | 915/10000 [00:01<00:16, 567.65 it/sec, obj=[0.67057437 8.17332943]]
INFO - 02:20:16: 9%|▉ | 916/10000 [00:01<00:16, 567.65 it/sec, obj=[0.66929886 8.18166841]]
INFO - 02:20:16: 9%|▉ | 917/10000 [00:01<00:16, 567.53 it/sec, obj=[0.66926555 8.18188629]]
INFO - 02:20:16: 9%|▉ | 918/10000 [00:01<00:16, 567.43 it/sec, obj=[0.66926468 8.18189201]]
INFO - 02:20:16: 9%|▉ | 919/10000 [00:01<00:16, 567.31 it/sec, obj=[0.66926466 8.18189216]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 8
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.25893845680875505
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [ 9.41469125e-14 -4.44766535e-09]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.1942604780852375 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.258938456808755 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 6.63135441 12.58784069]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.1942604780852375 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.258938456808755 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 9%|▉ | 920/10000 [00:01<00:16, 561.83 it/sec, obj=[0.58480944 8.75511462]]
INFO - 02:20:16: 9%|▉ | 921/10000 [00:01<00:16, 561.84 it/sec, obj=[0.58264246 8.77038891]]
INFO - 02:20:16: 9%|▉ | 922/10000 [00:01<00:16, 561.75 it/sec, obj=[0.58256569 8.77093062]]
INFO - 02:20:16: 9%|▉ | 923/10000 [00:01<00:16, 561.63 it/sec, obj=[0.58256295 8.77094993]]
INFO - 02:20:16: 9%|▉ | 924/10000 [00:01<00:16, 561.54 it/sec, obj=[0.58256285 8.77095061]]
INFO - 02:20:16: 9%|▉ | 925/10000 [00:01<00:16, 561.43 it/sec, obj=[0.58256285 8.77095064]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 9
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.24199904502930292
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [-5.53335155e-13 -9.89144766e-10]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.2499904205027543 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.2419990450293029 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 6.12125022 12.90972508]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.2499904205027543 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.2419990450293029 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 9%|▉ | 926/10000 [00:01<00:16, 556.62 it/sec, obj=[0.58256285 8.77095064]]
INFO - 02:20:16: 9%|▉ | 927/10000 [00:01<00:16, 556.46 it/sec, obj=[0.50469952 9.34009406]]
INFO - 02:20:16: 9%|▉ | 928/10000 [00:01<00:16, 556.48 it/sec, obj=[0.50173767 9.36255591]]
INFO - 02:20:16: 9%|▉ | 929/10000 [00:01<00:16, 556.37 it/sec, obj=[0.50160292 9.36357923]]
INFO - 02:20:16: 9%|▉ | 930/10000 [00:01<00:16, 556.27 it/sec, obj=[0.50159676 9.36362602]]
INFO - 02:20:16: 9%|▉ | 931/10000 [00:01<00:16, 556.18 it/sec, obj=[0.50159648 9.36362816]]
INFO - 02:20:16: 9%|▉ | 932/10000 [00:01<00:16, 556.09 it/sec, obj=[0.50159647 9.36362826]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 9
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.2248301712187969
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [-2.74447132e-13 -5.07787101e-09]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.3060634113439167 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.2248301712187969 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 5.61114604 13.23160947]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.3060634113439167 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.2248301712187969 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 9%|▉ | 933/10000 [00:01<00:16, 550.98 it/sec, obj=[0.42981225 9.92792076]]
INFO - 02:20:16: 9%|▉ | 934/10000 [00:01<00:16, 550.94 it/sec, obj=[0.42614119 9.95785396]]
INFO - 02:20:16: 9%|▉ | 935/10000 [00:01<00:16, 550.85 it/sec, obj=[0.42593434 9.95954389]]
INFO - 02:20:16: 9%|▉ | 936/10000 [00:01<00:16, 550.75 it/sec, obj=[0.42592265 9.95963942]]
INFO - 02:20:16: 9%|▉ | 937/10000 [00:01<00:16, 550.67 it/sec, obj=[0.42592199 9.95964482]]
INFO - 02:20:16: 9%|▉ | 938/10000 [00:01<00:16, 550.58 it/sec, obj=[0.42592195 9.95964512]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 9
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.20744958156341936
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [ 2.60236277e-13 -1.97045487e-08]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.3629180048057954 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.2074495815634194 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 5.10104185 13.55349387]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.3629180048057954 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.2074495815634194 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 9%|▉ | 939/10000 [00:01<00:16, 545.55 it/sec, obj=[ 0.3598479 10.51829307]]
INFO - 02:20:16: 9%|▉ | 940/10000 [00:01<00:16, 545.57 it/sec, obj=[ 0.35554621 10.55604149]]
INFO - 02:20:16: 9%|▉ | 941/10000 [00:01<00:16, 545.49 it/sec, obj=[ 0.35525326 10.55861873]]
INFO - 02:20:16: 9%|▉ | 942/10000 [00:01<00:16, 545.35 it/sec, obj=[ 0.35523329 10.55879441]]
INFO - 02:20:16: 9%|▉ | 943/10000 [00:01<00:16, 545.28 it/sec, obj=[ 0.35523193 10.55880639]]
INFO - 02:20:16: 9%|▉ | 944/10000 [00:01<00:16, 545.20 it/sec, obj=[ 0.35523184 10.5588072 ]]
INFO - 02:20:16: 9%|▉ | 945/10000 [00:01<00:16, 545.13 it/sec, obj=[ 0.35523183 10.55880726]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 10
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.18986957657768383
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [-8.91731133e-13 -4.36118031e-09]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.4210497817100149 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.1898695765776838 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 4.59093767 13.87537826]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.4210497817100149 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.1898695765776838 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 9%|▉ | 946/10000 [00:01<00:16, 540.27 it/sec, obj=[ 0.29463575 11.1109372 ]]
INFO - 02:20:16: 9%|▉ | 947/10000 [00:01<00:16, 540.32 it/sec, obj=[ 0.28977979 11.15694061]]
INFO - 02:20:16: 9%|▉ | 948/10000 [00:01<00:16, 540.23 it/sec, obj=[ 0.28938674 11.16067644]]
INFO - 02:20:16: 9%|▉ | 949/10000 [00:01<00:16, 540.18 it/sec, obj=[ 0.28935499 11.16097835]]
INFO - 02:20:16: 10%|▉ | 950/10000 [00:01<00:16, 540.09 it/sec, obj=[ 0.28935242 11.16100273]]
INFO - 02:20:16: 10%|▉ | 951/10000 [00:01<00:16, 540.04 it/sec, obj=[ 0.28935221 11.1610047 ]]
INFO - 02:20:16: 10%|▉ | 952/10000 [00:01<00:16, 539.96 it/sec, obj=[ 0.2893522 11.16100486]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 10
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.17209711488213686
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [-2.20268248e-13 -1.49106976e-08]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.4810551882910383 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.1720971148821369 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 4.08083348 14.19726265]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.4810551882910383 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.1720971148821369 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 10%|▉ | 953/10000 [00:01<00:16, 535.16 it/sec, obj=[ 0.23414712 11.70558644]]
INFO - 02:20:16: 10%|▉ | 954/10000 [00:01<00:16, 535.19 it/sec, obj=[ 0.22881851 11.76043162]]
INFO - 02:20:16: 10%|▉ | 955/10000 [00:01<00:16, 535.13 it/sec, obj=[ 0.22831142 11.76567383]]
INFO - 02:20:16: 10%|▉ | 956/10000 [00:01<00:16, 535.06 it/sec, obj=[ 0.2282634 11.76617049]]
INFO - 02:20:16: 10%|▉ | 957/10000 [00:01<00:16, 535.00 it/sec, obj=[ 0.22825885 11.76621751]]
INFO - 02:20:16: 10%|▉ | 958/10000 [00:01<00:16, 534.94 it/sec, obj=[ 0.22825842 11.76622196]]
INFO - 02:20:16: 10%|▉ | 959/10000 [00:01<00:16, 534.89 it/sec, obj=[ 0.22825838 11.76622238]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 10
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.15413318279754634
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [ 5.10258502e-13 -4.67227972e-08]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.14159265358979 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.5436997672227943 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.1541331827975463 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 3.5707293 14.51914704]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.14159265358979 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.5436997672227943 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.1541331827975463 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 10%|▉ | 960/10000 [00:01<00:17, 530.30 it/sec, obj=[ 0.17853381 12.30194918]]
INFO - 02:20:16: 10%|▉ | 961/10000 [00:01<00:17, 530.34 it/sec, obj=[ 0.17283298 12.36645075]]
INFO - 02:20:16: 10%|▉ | 962/10000 [00:01<00:17, 530.27 it/sec, obj=[ 0.17219878 12.37367093]]
INFO - 02:20:16: 10%|▉ | 963/10000 [00:01<00:17, 530.22 it/sec, obj=[ 0.1721288 12.37446823]]
INFO - 02:20:16: 10%|▉ | 964/10000 [00:01<00:17, 530.17 it/sec, obj=[ 0.17212108 12.37455613]]
INFO - 02:20:16: 10%|▉ | 965/10000 [00:01<00:17, 530.11 it/sec, obj=[ 0.17212023 12.37456582]]
INFO - 02:20:16: 10%|▉ | 966/10000 [00:01<00:17, 530.06 it/sec, obj=[ 0.17212014 12.37456689]]
INFO - 02:20:16: 10%|▉ | 967/10000 [00:01<00:17, 530.01 it/sec, obj=[ 0.17212013 12.374567 ]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 11
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.13597098951358078
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [ 3.75699472e-13 -1.53922746e-08]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.6100363519846259 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.1359709895135808 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 3.06062511 14.84103143]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.6100363519846259 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.1359709895135808 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 10%|▉ | 968/10000 [00:01<00:17, 525.52 it/sec, obj=[ 0.12821418 12.89964645]]
INFO - 02:20:16: 10%|▉ | 969/10000 [00:01<00:17, 525.57 it/sec, obj=[ 0.12228921 12.97498679]]
INFO - 02:20:16: 10%|▉ | 970/10000 [00:01<00:17, 525.51 it/sec, obj=[ 0.12151899 12.98487437]]
INFO - 02:20:16: 10%|▉ | 971/10000 [00:01<00:17, 525.46 it/sec, obj=[ 0.12142001 12.98614668]]
INFO - 02:20:16: 10%|▉ | 972/10000 [00:01<00:17, 525.41 it/sec, obj=[ 0.12140731 12.98630995]]
INFO - 02:20:16: 10%|▉ | 973/10000 [00:01<00:17, 525.36 it/sec, obj=[ 0.12140568 12.98633089]]
INFO - 02:20:16: 10%|▉ | 974/10000 [00:01<00:17, 525.32 it/sec, obj=[ 0.12140547 12.98633358]]
INFO - 02:20:16: 10%|▉ | 975/10000 [00:01<00:17, 525.28 it/sec, obj=[ 0.12140545 12.98633392]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 11
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.11759181075714328
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [ 7.90478794e-14 -5.31944961e-08]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+--------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+--------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.681633912301451 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.1175918107571433 | inf | float |
INFO - 02:20:16: +------+--------------------+--------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 2.55052093 15.16291582]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+--------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+--------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.681633912301451 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.1175918107571433 | inf | float |
INFO - 02:20:16: +------+--------------------+--------------------+-------------------+-------+
INFO - 02:20:16: 10%|▉ | 976/10000 [00:01<00:17, 520.68 it/sec, obj=[ 0.08406651 13.49806287]]
INFO - 02:20:16: 10%|▉ | 977/10000 [00:01<00:17, 520.73 it/sec, obj=[ 0.07818579 13.58605722]]
INFO - 02:20:16: 10%|▉ | 978/10000 [00:01<00:17, 520.79 it/sec, obj=[ 0.0772876 13.59973118]]
INFO - 02:20:16: 10%|▉ | 979/10000 [00:01<00:17, 520.73 it/sec, obj=[ 0.07715224 13.60179742]]
INFO - 02:20:16: 10%|▉ | 980/10000 [00:01<00:17, 520.69 it/sec, obj=[ 0.0771319 13.60210817]]
INFO - 02:20:16: 10%|▉ | 981/10000 [00:01<00:17, 520.65 it/sec, obj=[ 0.07712884 13.60215487]]
INFO - 02:20:16: 10%|▉ | 982/10000 [00:01<00:17, 520.60 it/sec, obj=[ 0.07712838 13.60216189]]
INFO - 02:20:16: 10%|▉ | 983/10000 [00:01<00:17, 520.54 it/sec, obj=[ 0.07712831 13.60216294]]
INFO - 02:20:16: 10%|▉ | 984/10000 [00:01<00:17, 520.49 it/sec, obj=[ 0.0771283 13.6021631]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 12
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.09895508019083565
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [ 5.01820807e-14 -2.91785931e-08]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.7610861674840845 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.09895508019083565 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 2.04041674 15.48480021]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.7610861674840845 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.09895508019083565 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 10%|▉ | 985/10000 [00:01<00:17, 516.23 it/sec, obj=[ 0.04791436 14.0959123 ]]
INFO - 02:20:16: 10%|▉ | 986/10000 [00:01<00:17, 516.29 it/sec, obj=[ 0.04269424 14.1995577 ]]
INFO - 02:20:16: 10%|▉ | 987/10000 [00:01<00:17, 516.34 it/sec, obj=[ 0.04174981 14.21914056]]
INFO - 02:20:16: 10%|▉ | 988/10000 [00:01<00:17, 516.30 it/sec, obj=[ 0.04157981 14.22269634]]
INFO - 02:20:16: 10%|▉ | 989/10000 [00:01<00:17, 516.26 it/sec, obj=[ 0.04154925 14.22333646]]
INFO - 02:20:16: 10%|▉ | 990/10000 [00:01<00:17, 516.23 it/sec, obj=[ 0.04154376 14.22345151]]
INFO - 02:20:16: 10%|▉ | 991/10000 [00:01<00:17, 516.19 it/sec, obj=[ 0.04154278 14.22347218]]
INFO - 02:20:16: 10%|▉ | 992/10000 [00:01<00:17, 516.15 it/sec, obj=[ 0.0415426 14.2234759]]
INFO - 02:20:16: 10%|▉ | 993/10000 [00:01<00:17, 516.12 it/sec, obj=[ 0.04154257 14.22347656]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 12
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.07997062492691796
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [-1.88071780e-13 -1.50570939e-07]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589786 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.853391377166826 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.07997062492691796 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 1.53031256 15.80668461]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.141592653589786 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.853391377166826 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.07997062492691796 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 10%|▉ | 994/10000 [00:01<00:17, 511.99 it/sec, obj=[ 0.02404016 14.6895733 ]]
INFO - 02:20:16: 10%|▉ | 995/10000 [00:01<00:17, 512.03 it/sec, obj=[ 0.02023392 14.87188951]]
INFO - 02:20:16: 10%|▉ | 996/10000 [00:01<00:17, 512.11 it/sec, obj=[ 0.02056571 14.84511341]]
INFO - 02:20:16: 10%|▉ | 997/10000 [00:01<00:17, 512.05 it/sec, obj=[ 0.02037868 14.85389941]]
INFO - 02:20:16: 10%|▉ | 998/10000 [00:01<00:17, 512.03 it/sec, obj=[ 0.02037886 14.85392822]]
INFO - 02:20:16: 10%|▉ | 999/10000 [00:01<00:17, 512.10 it/sec, obj=[ 0.0203787 14.8539023]]
INFO - 02:20:16: 10%|█ | 1000/10000 [00:01<00:17, 512.18 it/sec, obj=[ 0.02037868 14.8538997 ]]
INFO - 02:20:16: 10%|█ | 1001/10000 [00:01<00:17, 512.24 it/sec, obj=[ 0.02037868 14.85389944]]
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 11
INFO - 02:20:16: Solution:
INFO - 02:20:16: The solution is feasible.
INFO - 02:20:16: Objective: -0.06040920532383892
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [5.60111716e-07 9.04408340e-06]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.124905919705975 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.930882763564246 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.06040920532383892 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 1.02020837 16.128569 ]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.124905919705975 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.930882763564246 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.06040920532383892 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 10%|█ | 1002/10000 [00:01<00:17, 508.25 it/sec, obj=[9.12656513e-03 1.54680181e+01]]
INFO - 02:20:16: 10%|█ | 1003/10000 [00:01<00:17, 508.32 it/sec, obj=[8.87250539e-03 1.54740102e+01]]
INFO - 02:20:16: 10%|█ | 1004/10000 [00:01<00:17, 508.37 it/sec, obj=[8.60530127e-03 1.54984959e+01]]
INFO - 02:20:16: 10%|█ | 1005/10000 [00:01<00:17, 508.44 it/sec, obj=[8.71508496e-03 1.54907982e+01]]
INFO - 02:20:16: 10%|█ | 1006/10000 [00:01<00:17, 508.60 it/sec, obj=[8.65534154e-03 1.54949807e+01]]
INFO - 02:20:16: 10%|█ | 1007/10000 [00:01<00:17, 508.76 it/sec, obj=[8.62877532e-03 1.54968455e+01]]
INFO - 02:20:16: 10%|█ | 1008/10000 [00:01<00:17, 508.94 it/sec, obj=[8.61645775e-03 1.54977112e+01]]
INFO - 02:20:16: 10%|█ | 1009/10000 [00:01<00:17, 509.10 it/sec, obj=[8.61063610e-03 1.54981206e+01]]
INFO - 02:20:16: 10%|█ | 1010/10000 [00:01<00:17, 509.26 it/sec, obj=[8.60785971e-03 1.54983159e+01]]
INFO - 02:20:16: 10%|█ | 1011/10000 [00:01<00:17, 509.43 it/sec, obj=[8.60652993e-03 1.54984094e+01]]
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INFO - 02:20:16: 10%|█ | 1015/10000 [00:01<00:17, 510.11 it/sec, obj=[8.60536688e-03 1.54984913e+01]]
INFO - 02:20:16: 10%|█ | 1016/10000 [00:01<00:17, 510.16 it/sec, obj=[8.7150907e-03 1.5490826e+01]]
INFO - 02:20:16: 10%|█ | 1017/10000 [00:01<00:17, 510.34 it/sec, obj=[8.63235942e-03 1.54966007e+01]]
INFO - 02:20:16: 10%|█ | 1018/10000 [00:01<00:17, 510.50 it/sec, obj=[8.61227591e-03 1.54980070e+01]]
INFO - 02:20:16: 10%|█ | 1019/10000 [00:01<00:17, 510.66 it/sec, obj=[8.60715287e-03 1.54983661e+01]]
INFO - 02:20:16: 10%|█ | 1020/10000 [00:01<00:17, 510.84 it/sec, obj=[8.60582973e-03 1.54984588e+01]]
INFO - 02:20:16: 10%|█ | 1021/10000 [00:01<00:17, 510.99 it/sec, obj=[8.60548691e-03 1.54984828e+01]]
INFO - 02:20:16: 10%|█ | 1022/10000 [00:01<00:17, 511.15 it/sec, obj=[8.60539802e-03 1.54984891e+01]]
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INFO - 02:20:16: 10%|█ | 1024/10000 [00:02<00:17, 511.49 it/sec, obj=[8.60536898e-03 1.54984911e+01]]
INFO - 02:20:16: 10%|█ | 1025/10000 [00:02<00:17, 511.65 it/sec, obj=[8.60536743e-03 1.54984912e+01]]
INFO - 02:20:16: 10%|█ | 1026/10000 [00:02<00:17, 511.82 it/sec, obj=[8.60536702e-03 1.54984912e+01]]
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INFO - 02:20:16: 10%|█ | 1035/10000 [00:02<00:17, 513.19 it/sec, obj=[8.60536706e-03 1.54984912e+01]]
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INFO - 02:20:16: 10%|█ | 1039/10000 [00:02<00:17, 513.72 it/sec, obj=[8.61635248e-03 1.54977214e+01]]
INFO - 02:20:16: 10%|█ | 1040/10000 [00:02<00:17, 513.88 it/sec, obj=[8.60652186e-03 1.54984103e+01]]
INFO - 02:20:16: 10%|█ | 1041/10000 [00:02<00:17, 514.05 it/sec, obj=[8.60548903e-03 1.54984827e+01]]
INFO - 02:20:16: 10%|█ | 1042/10000 [00:02<00:17, 514.20 it/sec, obj=[8.60537992e-03 1.54984903e+01]]
INFO - 02:20:16: 10%|█ | 1043/10000 [00:02<00:17, 514.36 it/sec, obj=[8.60536839e-03 1.54984911e+01]]
INFO - 02:20:16: 10%|█ | 1044/10000 [00:02<00:17, 514.53 it/sec, obj=[8.60536717e-03 1.54984912e+01]]
INFO - 02:20:16: 10%|█ | 1045/10000 [00:02<00:17, 514.69 it/sec, obj=[8.60536704e-03 1.54984912e+01]]
INFO - 02:20:16: 10%|█ | 1046/10000 [00:02<00:17, 514.85 it/sec, obj=[8.60536703e-03 1.54984912e+01]]
INFO - 02:20:16: 10%|█ | 1047/10000 [00:02<00:17, 515.02 it/sec, obj=[8.60536702e-03 1.54984912e+01]]
INFO - 02:20:16: 10%|█ | 1048/10000 [00:02<00:17, 515.17 it/sec, obj=[8.60536702e-03 1.54984912e+01]]
INFO - 02:20:16: 10%|█ | 1049/10000 [00:02<00:17, 515.23 it/sec, obj=[8.71509076e-03 1.54908267e+01]]
INFO - 02:20:16: 10%|█ | 1050/10000 [00:02<00:17, 515.40 it/sec, obj=[8.61630673e-03 1.54977247e+01]]
WARNING - 02:20:16: Optimization found no feasible point; the least infeasible point is selected.
INFO - 02:20:16: Optimization result:
INFO - 02:20:16: Optimizer info:
INFO - 02:20:16: Status: None
INFO - 02:20:16: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:16: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:16: Solution:
WARNING - 02:20:16: The solution is not feasible.
INFO - 02:20:16: Objective: -0.040466751751926475
INFO - 02:20:16: Standardized constraints:
INFO - 02:20:16: beta_sub_optim_constraint = [ 0.00013485 -0.01630359]
INFO - 02:20:16: Design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.087316862617205 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.9646691227098176 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.04046675175192647 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
WARNING - 02:20:16: No feasible optimum has been found for phi_beta = [ 1.02020837 16.128569 ]
INFO - 02:20:16: Solving mNBI sub-problem for phi_beta = [ 0.51010419 16.45045339]
INFO - 02:20:16: Optimization problem:
INFO - 02:20:16: minimize -t_extraction
INFO - 02:20:16: with respect to t, x, y
INFO - 02:20:16: subject to constraints:
INFO - 02:20:16: beta_sub_optim_constraint <= 0.0
INFO - 02:20:16: over the design space:
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: | x | -3.141592653589793 | -3.087316862617205 | 3.141592653589793 | float |
INFO - 02:20:16: | y | -3.141592653589793 | -0.9646691227098176 | 3.141592653589793 | float |
INFO - 02:20:16: | t | -inf | 0.04046675175192647 | inf | float |
INFO - 02:20:16: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:16: 11%|█ | 1051/10000 [00:02<00:17, 510.92 it/sec, obj=[2.39861934e-03 1.61472739e+01]]
INFO - 02:20:16: 11%|█ | 1052/10000 [00:02<00:17, 510.96 it/sec, obj=[2.50701749e-03 1.60834102e+01]]
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INFO - 02:20:17: 11%|█ | 1089/10000 [00:02<00:17, 515.64 it/sec, obj=[2.09945463e-03 1.61300045e+01]]
INFO - 02:20:17: 11%|█ | 1090/10000 [00:02<00:17, 515.72 it/sec, obj=[2.09938651e-03 1.61300122e+01]]
INFO - 02:20:17: 11%|█ | 1091/10000 [00:02<00:17, 515.87 it/sec, obj=[2.09937970e-03 1.61300129e+01]]
INFO - 02:20:17: 11%|█ | 1092/10000 [00:02<00:17, 516.03 it/sec, obj=[2.09937902e-03 1.61300130e+01]]
INFO - 02:20:17: 11%|█ | 1093/10000 [00:02<00:17, 516.19 it/sec, obj=[2.09937895e-03 1.61300130e+01]]
INFO - 02:20:17: 11%|█ | 1094/10000 [00:02<00:17, 516.34 it/sec, obj=[2.09937894e-03 1.61300130e+01]]
INFO - 02:20:17: 11%|█ | 1095/10000 [00:02<00:17, 516.49 it/sec, obj=[2.09937894e-03 1.61300130e+01]]
INFO - 02:20:17: 11%|█ | 1096/10000 [00:02<00:17, 516.65 it/sec, obj=[2.09937894e-03 1.61300130e+01]]
INFO - 02:20:17: 11%|█ | 1097/10000 [00:02<00:17, 516.80 it/sec, obj=[2.09937894e-03 1.61300130e+01]]
INFO - 02:20:17: 11%|█ | 1098/10000 [00:02<00:17, 516.95 it/sec, obj=[2.09937894e-03 1.61300130e+01]]
INFO - 02:20:17: 11%|█ | 1099/10000 [00:02<00:17, 517.01 it/sec, obj=[2.10013625e-03 1.61299216e+01]]
INFO - 02:20:17: Optimization result:
INFO - 02:20:17: Optimizer info:
INFO - 02:20:17: Status: None
INFO - 02:20:17: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 02:20:17: Number of calls to the objective function by the optimizer: 52
INFO - 02:20:17: Solution:
INFO - 02:20:17: The solution is feasible.
INFO - 02:20:17: Objective: -0.020324141386589323
INFO - 02:20:17: Standardized constraints:
INFO - 02:20:17: beta_sub_optim_constraint = [5.67628278e-10 3.40475537e-05]
INFO - 02:20:17: Design space:
INFO - 02:20:17: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:17: | Name | Lower bound | Value | Upper bound | Type |
INFO - 02:20:17: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:17: | x | -3.141592653589793 | -3.041694142116649 | 3.141592653589793 | float |
INFO - 02:20:17: | y | -3.141592653589793 | -0.9809806738509521 | 3.141592653589793 | float |
INFO - 02:20:17: | t | -inf | 0.02032414138658932 | inf | float |
INFO - 02:20:17: +------+--------------------+---------------------+-------------------+-------+
INFO - 02:20:17: Optimization result:
INFO - 02:20:17: Optimizer info:
INFO - 02:20:17: Status: None
INFO - 02:20:17: Message: None
INFO - 02:20:17: Number of calls to the objective function by the optimizer: 1210
INFO - 02:20:17: Solution:
INFO - 02:20:17: Objective: 5.184922387175974
INFO - 02:20:17: Pareto efficient solutions:
INFO - 02:20:17: Pareto optimal points : 244 / 1099
INFO - 02:20:17: Utopia point : [0. 1.0000026]
INFO - 02:20:17: Compromise solution (closest to utopia) : [[1.21779944 5.30885792]]
INFO - 02:20:17: Distance from utopia : 4.477641080897207
INFO - 02:20:17: Objective values:
INFO - 02:20:17: +------+---------+---------+---------+
INFO - 02:20:17: | name | 1 | 2 | 3 |
INFO - 02:20:17: +------+---------+---------+---------+
INFO - 02:20:17: | 1 | 0 | 24.9951 | 1.2178 |
INFO - 02:20:17: | 2 | 16.7723 | 1 | 5.30886 |
INFO - 02:20:17: +------+---------+---------+---------+
INFO - 02:20:17: Design space:
INFO - 02:20:17: +-------+-------------+----+----------+-----------+-------------+-------+
INFO - 02:20:17: | name | lower_bound | 1 | 2 | 3 | upper_bound | type |
INFO - 02:20:17: +-------+-------------+----+----------+-----------+-------------+-------+
INFO - 02:20:17: | x (1) | -3.14159 | -3 | 0.999363 | -3.14159 | 3.14159 | float |
INFO - 02:20:17: | y (1) | -3.14159 | -1 | 2.00003 | 0.0944181 | 3.14159 | float |
INFO - 02:20:17: +-------+-------------+----+----------+-----------+-------------+-------+
Display the Pareto front#
GEMSEO detects the Pareto optimal points and the dominated ones. There is one interesting area that has a hole in the Pareto front. The mNBI algorithm avoids running sub-optimizations in this area which saves computation time.
execute_post(opt_problem, post_name="ParetoFront", save=False, show=True)
<gemseo.post.pareto_front.ParetoFront object at 0x7fb2aaa88fa0>
Total running time of the script: (0 minutes 3.022 seconds)