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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.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()
result = execute_algo(
opt_problem,
"MNBI",
max_iter=10000,
sub_optim_max_iter=50,
n_sub_optim=50,
sub_optim_algo="SLSQP",
)
INFO - 08:56:03: Optimization problem:
INFO - 08:56:03: minimize Poloni
INFO - 08:56:03: with respect to x, y
INFO - 08:56:03: over the design space:
INFO - 08:56:03: +------+--------------------+-------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+-------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 08:56:03: +------+--------------------+-------+-------------------+-------+
INFO - 08:56:03: Solving optimization problem with algorithm MNBI:
INFO - 08:56:03: Searching for the individual optimum of each objective
INFO - 08:56:03: Optimization problem:
INFO - 08:56:03: minimize f_0
INFO - 08:56:03: with respect to x, y
INFO - 08:56:03: over the design space:
INFO - 08:56:03: +------+--------------------+-------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+-------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 08:56:03: +------+--------------------+-------+-------------------+-------+
INFO - 08:56:03: Optimization result:
INFO - 08:56:03: Optimizer info:
INFO - 08:56:03: Status: None
INFO - 08:56:03: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:03: Number of calls to the objective function by the optimizer: 10
INFO - 08:56:03: Solution:
INFO - 08:56:03: Objective: 2.2463319640185718e-26
INFO - 08:56:03: Design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | -2.999999999999858 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | -0.9999999999999524 | 3.141592653589793 | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: Optimization problem:
INFO - 08:56:03: minimize f_1
INFO - 08:56:03: with respect to x, y
INFO - 08:56:03: over the design space:
INFO - 08:56:03: +------+--------------------+-------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+-------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 08:56:03: +------+--------------------+-------+-------------------+-------+
INFO - 08:56:03: 1%| | 51/10000 [00:00<00:16, 613.97 it/sec, obj=[24.96950184 1.00002711]]
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INFO - 08:56:03: 1%| | 58/10000 [00:00<00:15, 627.25 it/sec, obj=[24.97995311 1.00001713]]
INFO - 08:56:03: Optimization result:
INFO - 08:56:03: Optimizer info:
INFO - 08:56:03: Status: None
INFO - 08:56:03: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:03: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:03: Solution:
INFO - 08:56:03: Objective: 1.0000171321654794
INFO - 08:56:03: Design space:
INFO - 08:56:03: +------+--------------------+-------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+-------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 1.000941264187149 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.995400159407935 | 3.141592653589793 | float |
INFO - 08:56:03: +------+--------------------+-------------------+-------------------+-------+
INFO - 08:56:03: Solving mNBI sub-problem for beta = [0.02040816 0.97959184]
INFO - 08:56:03: Optimization problem:
INFO - 08:56:03: minimize -t_extraction
INFO - 08:56:03: with respect to t, x, y
INFO - 08:56:03: subject to constraints:
INFO - 08:56:03: beta_sub_optim_constraint <= 0.0
INFO - 08:56:03: over the design space:
INFO - 08:56:03: +------+--------------------+-------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+-------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0 | inf | float |
INFO - 08:56:03: +------+--------------------+-------+-------------------+-------+
INFO - 08:56:03: 1%| | 59/10000 [00:00<00:18, 544.97 it/sec, obj=[18.55725595 4.81231197]]
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INFO - 08:56:03: 1%| | 107/10000 [00:00<00:14, 659.61 it/sec, obj=[24.16812896 1.15110162]]
WARNING - 08:56:03: Optimization found no feasible point ! The least infeasible point is selected.
INFO - 08:56:03: Optimization result:
INFO - 08:56:03: Optimizer info:
INFO - 08:56:03: Status: None
INFO - 08:56:03: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:03: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:03: Solution:
WARNING - 08:56:03: The solution is not feasible.
INFO - 08:56:03: Objective: -0.01164561234214461
INFO - 08:56:03: Standardized constraints:
INFO - 08:56:03: beta_sub_optim_constraint = [0.00063825 0.00623536]
INFO - 08:56:03: Design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 1.314225868198866 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.359522136777711 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.01164561234214461 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
WARNING - 08:56:03: No feasible optimum has been found for beta=[0.02040816 0.97959184]
INFO - 08:56:03: Solving mNBI sub-problem for beta = [0.04081633 0.95918367]
INFO - 08:56:03: Optimization problem:
INFO - 08:56:03: minimize -t_extraction
INFO - 08:56:03: with respect to t, x, y
INFO - 08:56:03: subject to constraints:
INFO - 08:56:03: beta_sub_optim_constraint <= 0.0
INFO - 08:56:03: over the design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 1.314225868198866 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.359522136777711 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.01164561234214461 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: 1%| | 108/10000 [00:00<00:16, 602.96 it/sec, obj=[23.18074652 1.27476476]]
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INFO - 08:56:03: 2%|▏ | 153/10000 [00:00<00:14, 668.48 it/sec, obj=[23.32430591 1.251268 ]]
INFO - 08:56:03: 2%|▏ | 154/10000 [00:00<00:14, 668.34 it/sec, obj=[23.3500547 1.7321383]]
INFO - 08:56:03: 2%|▏ | 155/10000 [00:00<00:14, 669.56 it/sec, obj=[23.29583195 1.29651316]]
INFO - 08:56:03: 2%|▏ | 156/10000 [00:00<00:14, 670.84 it/sec, obj=[23.31593834 1.26209611]]
WARNING - 08:56:03: Optimization found no feasible point ! The least infeasible point is selected.
INFO - 08:56:03: Optimization result:
INFO - 08:56:03: Optimizer info:
INFO - 08:56:03: Status: None
INFO - 08:56:03: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:03: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:03: Solution:
WARNING - 08:56:03: The solution is not feasible.
INFO - 08:56:03: Objective: -0.025483658150866638
INFO - 08:56:03: Standardized constraints:
INFO - 08:56:03: beta_sub_optim_constraint = [0.00052376 0.00941854]
INFO - 08:56:03: Design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 1.251341663072848 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.291375227145739 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.02548365815086664 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
WARNING - 08:56:03: No feasible optimum has been found for beta=[0.04081633 0.95918367]
INFO - 08:56:03: Solving mNBI sub-problem for beta = [0.06122449 0.93877551]
INFO - 08:56:03: Optimization problem:
INFO - 08:56:03: minimize -t_extraction
INFO - 08:56:03: with respect to t, x, y
INFO - 08:56:03: subject to constraints:
INFO - 08:56:03: beta_sub_optim_constraint <= 0.0
INFO - 08:56:03: over the design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 1.251341663072848 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.291375227145739 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.02548365815086664 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: 2%|▏ | 157/10000 [00:00<00:15, 629.22 it/sec, obj=[22.5252334 1.49935858]]
INFO - 08:56:03: 2%|▏ | 158/10000 [00:00<00:15, 629.73 it/sec, obj=[22.64314059 1.4657663 ]]
INFO - 08:56:03: 2%|▏ | 159/10000 [00:00<00:15, 631.04 it/sec, obj=[22.57840624 1.48396484]]
INFO - 08:56:03: 2%|▏ | 160/10000 [00:00<00:15, 632.39 it/sec, obj=[22.55059354 1.49196623]]
INFO - 08:56:03: 2%|▏ | 161/10000 [00:00<00:15, 633.72 it/sec, obj=[22.53763625 1.49573167]]
INFO - 08:56:03: 2%|▏ | 162/10000 [00:00<00:15, 634.92 it/sec, obj=[22.53137207 1.49756071]]
INFO - 08:56:03: 2%|▏ | 163/10000 [00:00<00:15, 636.22 it/sec, obj=[22.52828942 1.49846287]]
INFO - 08:56:03: 2%|▏ | 164/10000 [00:00<00:15, 637.52 it/sec, obj=[22.52675917 1.49891121]]
INFO - 08:56:03: 2%|▏ | 165/10000 [00:00<00:15, 638.75 it/sec, obj=[22.52599626 1.49913486]]
INFO - 08:56:03: 2%|▏ | 166/10000 [00:00<00:15, 639.95 it/sec, obj=[22.52561509 1.49924664]]
INFO - 08:56:03: 2%|▏ | 167/10000 [00:00<00:15, 641.22 it/sec, obj=[22.52542444 1.49930255]]
INFO - 08:56:03: 2%|▏ | 168/10000 [00:00<00:15, 642.47 it/sec, obj=[22.52532904 1.49933053]]
INFO - 08:56:03: 2%|▏ | 169/10000 [00:00<00:15, 643.02 it/sec, obj=[22.62905573 1.50836087]]
INFO - 08:56:03: 2%|▏ | 170/10000 [00:00<00:15, 644.25 it/sec, obj=[22.54297859 1.50084194]]
INFO - 08:56:03: 2%|▏ | 171/10000 [00:00<00:15, 645.46 it/sec, obj=[22.52847037 1.49959864]]
INFO - 08:56:03: 2%|▏ | 172/10000 [00:00<00:15, 646.69 it/sec, obj=[22.52589263 1.4993786 ]]
INFO - 08:56:03: 2%|▏ | 173/10000 [00:00<00:15, 647.80 it/sec, obj=[22.5254303 1.49933917]]
INFO - 08:56:03: 2%|▏ | 174/10000 [00:00<00:15, 648.75 it/sec, obj=[22.52534724 1.49933208]]
INFO - 08:56:03: 2%|▏ | 175/10000 [00:00<00:15, 649.90 it/sec, obj=[22.52533231 1.49933081]]
INFO - 08:56:03: 2%|▏ | 176/10000 [00:00<00:15, 651.02 it/sec, obj=[22.52532963 1.49933058]]
INFO - 08:56:03: 2%|▏ | 177/10000 [00:00<00:15, 652.13 it/sec, obj=[22.52532914 1.49933054]]
INFO - 08:56:03: 2%|▏ | 178/10000 [00:00<00:15, 653.28 it/sec, obj=[22.52532906 1.49933053]]
INFO - 08:56:03: 2%|▏ | 179/10000 [00:00<00:15, 654.44 it/sec, obj=[22.52532904 1.49933053]]
INFO - 08:56:03: 2%|▏ | 180/10000 [00:00<00:14, 654.86 it/sec, obj=[22.61184188 1.61585735]]
INFO - 08:56:03: 2%|▏ | 181/10000 [00:00<00:14, 655.98 it/sec, obj=[22.53441186 1.51402816]]
INFO - 08:56:03: 2%|▏ | 182/10000 [00:00<00:14, 657.10 it/sec, obj=[22.52666093 1.50155751]]
INFO - 08:56:03: 2%|▏ | 183/10000 [00:00<00:14, 658.22 it/sec, obj=[22.52553474 1.49967627]]
INFO - 08:56:03: 2%|▏ | 184/10000 [00:00<00:14, 659.22 it/sec, obj=[22.52536107 1.4993844 ]]
INFO - 08:56:03: 2%|▏ | 185/10000 [00:00<00:14, 660.31 it/sec, obj=[22.52533404 1.49933893]]
INFO - 08:56:03: 2%|▏ | 186/10000 [00:00<00:14, 661.40 it/sec, obj=[22.52532982 1.49933184]]
INFO - 08:56:03: 2%|▏ | 187/10000 [00:00<00:14, 662.48 it/sec, obj=[22.52532916 1.49933073]]
INFO - 08:56:03: 2%|▏ | 188/10000 [00:00<00:14, 663.46 it/sec, obj=[22.52532906 1.49933056]]
INFO - 08:56:03: 2%|▏ | 189/10000 [00:00<00:14, 664.52 it/sec, obj=[22.52532905 1.49933054]]
INFO - 08:56:03: 2%|▏ | 190/10000 [00:00<00:14, 665.56 it/sec, obj=[22.52532904 1.49933053]]
INFO - 08:56:03: 2%|▏ | 191/10000 [00:00<00:14, 665.94 it/sec, obj=[22.61045235 1.67360332]]
INFO - 08:56:03: 2%|▏ | 192/10000 [00:00<00:14, 666.98 it/sec, obj=[22.53175926 1.51921834]]
INFO - 08:56:03: 2%|▏ | 193/10000 [00:00<00:14, 668.01 it/sec, obj=[22.52620692 1.50227747]]
INFO - 08:56:03: 2%|▏ | 194/10000 [00:00<00:14, 669.03 it/sec, obj=[22.52546161 1.49978144]]
INFO - 08:56:03: 2%|▏ | 195/10000 [00:00<00:14, 669.95 it/sec, obj=[22.52534938 1.49939986]]
INFO - 08:56:03: 2%|▏ | 196/10000 [00:00<00:14, 670.96 it/sec, obj=[22.52533217 1.4993412 ]]
INFO - 08:56:03: 2%|▏ | 197/10000 [00:00<00:14, 671.98 it/sec, obj=[22.52532952 1.49933217]]
INFO - 08:56:03: 2%|▏ | 198/10000 [00:00<00:14, 672.98 it/sec, obj=[22.52532912 1.49933078]]
INFO - 08:56:03: 2%|▏ | 199/10000 [00:00<00:14, 673.87 it/sec, obj=[22.52532905 1.49933057]]
INFO - 08:56:03: 2%|▏ | 200/10000 [00:00<00:14, 674.86 it/sec, obj=[22.52532904 1.49933054]]
INFO - 08:56:03: 2%|▏ | 201/10000 [00:00<00:14, 675.84 it/sec, obj=[22.52532904 1.49933053]]
INFO - 08:56:03: 2%|▏ | 202/10000 [00:00<00:14, 676.18 it/sec, obj=[22.61062245 1.68296765]]
INFO - 08:56:03: 2%|▏ | 203/10000 [00:00<00:14, 677.14 it/sec, obj=[22.53134221 1.51984849]]
INFO - 08:56:03: 2%|▏ | 204/10000 [00:00<00:14, 678.12 it/sec, obj=[22.5261342 1.50234656]]
INFO - 08:56:03: 2%|▏ | 205/10000 [00:00<00:14, 679.09 it/sec, obj=[22.52544956 1.49978881]]
WARNING - 08:56:03: Optimization found no feasible point ! The least infeasible point is selected.
INFO - 08:56:03: Optimization result:
INFO - 08:56:03: Optimizer info:
INFO - 08:56:03: Status: None
INFO - 08:56:03: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:03: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:03: Solution:
WARNING - 08:56:03: The solution is not feasible.
INFO - 08:56:03: Objective: -0.03233746070320915
INFO - 08:56:03: Standardized constraints:
INFO - 08:56:03: beta_sub_optim_constraint = [0.00036062 0.01013368]
INFO - 08:56:03: Design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 1.202418673146802 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.232222634607576 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.03233746070320915 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
WARNING - 08:56:03: No feasible optimum has been found for beta=[0.06122449 0.93877551]
INFO - 08:56:03: Solving mNBI sub-problem for beta = [0.08163265 0.91836735]
INFO - 08:56:03: Optimization problem:
INFO - 08:56:03: minimize -t_extraction
INFO - 08:56:03: with respect to t, x, y
INFO - 08:56:03: subject to constraints:
INFO - 08:56:03: beta_sub_optim_constraint <= 0.0
INFO - 08:56:03: over the design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 1.202418673146802 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.232222634607576 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.03233746070320915 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: 2%|▏ | 206/10000 [00:00<00:15, 646.06 it/sec, obj=[21.9694404 1.78480125]]
INFO - 08:56:03: 2%|▏ | 207/10000 [00:00<00:15, 646.53 it/sec, obj=[22.06847374 1.74311099]]
INFO - 08:56:03: 2%|▏ | 208/10000 [00:00<00:15, 647.53 it/sec, obj=[22.01160189 1.76685463]]
INFO - 08:56:03: 2%|▏ | 209/10000 [00:00<00:15, 648.44 it/sec, obj=[21.98878661 1.77652972]]
INFO - 08:56:03: 2%|▏ | 210/10000 [00:00<00:15, 649.30 it/sec, obj=[21.97860377 1.78087569]]
INFO - 08:56:03: 2%|▏ | 211/10000 [00:00<00:15, 649.75 it/sec, obj=[21.97384401 1.78291301]]
INFO - 08:56:03: 2%|▏ | 212/10000 [00:00<00:15, 650.70 it/sec, obj=[21.97157117 1.78388719]]
INFO - 08:56:03: 2%|▏ | 213/10000 [00:00<00:15, 651.58 it/sec, obj=[21.97047481 1.78435741]]
INFO - 08:56:03: 2%|▏ | 214/10000 [00:00<00:14, 652.54 it/sec, obj=[21.96994336 1.78458542]]
INFO - 08:56:03: 2%|▏ | 215/10000 [00:00<00:14, 653.50 it/sec, obj=[21.96968515 1.78469622]]
INFO - 08:56:03: 2%|▏ | 216/10000 [00:00<00:14, 654.03 it/sec, obj=[21.96955954 1.78475012]]
INFO - 08:56:03: 2%|▏ | 217/10000 [00:00<00:14, 654.84 it/sec, obj=[21.96949841 1.78477635]]
INFO - 08:56:03: 2%|▏ | 218/10000 [00:00<00:14, 655.23 it/sec, obj=[22.06345067 1.77268273]]
INFO - 08:56:03: 2%|▏ | 219/10000 [00:00<00:14, 656.15 it/sec, obj=[21.98137653 1.78320045]]
INFO - 08:56:03: 2%|▏ | 220/10000 [00:00<00:14, 656.99 it/sec, obj=[21.97104103 1.78457089]]
INFO - 08:56:03: 2%|▏ | 221/10000 [00:00<00:14, 657.90 it/sec, obj=[21.96969945 1.78474956]]
INFO - 08:56:03: 2%|▏ | 222/10000 [00:00<00:14, 658.82 it/sec, obj=[21.96952462 1.78477286]]
INFO - 08:56:03: 2%|▏ | 223/10000 [00:00<00:14, 659.74 it/sec, obj=[21.96950183 1.7847759 ]]
INFO - 08:56:03: 2%|▏ | 224/10000 [00:00<00:14, 660.55 it/sec, obj=[21.96949885 1.78477629]]
INFO - 08:56:03: 2%|▏ | 225/10000 [00:00<00:14, 661.00 it/sec, obj=[21.96949847 1.78477635]]
INFO - 08:56:03: 2%|▏ | 226/10000 [00:00<00:14, 661.88 it/sec, obj=[21.96949842 1.78477635]]
INFO - 08:56:03: 2%|▏ | 227/10000 [00:00<00:14, 662.71 it/sec, obj=[21.96949841 1.78477635]]
INFO - 08:56:03: 2%|▏ | 228/10000 [00:00<00:14, 663.57 it/sec, obj=[21.96949841 1.78477635]]
INFO - 08:56:03: 2%|▏ | 229/10000 [00:00<00:14, 663.97 it/sec, obj=[22.05649682 1.83598965]]
INFO - 08:56:03: 2%|▏ | 230/10000 [00:00<00:14, 664.84 it/sec, obj=[21.97763074 1.7896492 ]]
INFO - 08:56:03: 2%|▏ | 231/10000 [00:00<00:14, 665.63 it/sec, obj=[21.97030597 1.78526119]]
INFO - 08:56:03: 2%|▏ | 232/10000 [00:00<00:14, 666.08 it/sec, obj=[21.96957934 1.78482495]]
INFO - 08:56:03: 2%|▏ | 233/10000 [00:00<00:14, 666.92 it/sec, obj=[21.96950653 1.78478123]]
INFO - 08:56:03: 2%|▏ | 234/10000 [00:00<00:14, 667.72 it/sec, obj=[21.96949922 1.78477684]]
INFO - 08:56:03: 2%|▏ | 235/10000 [00:00<00:14, 668.54 it/sec, obj=[21.96949849 1.7847764 ]]
INFO - 08:56:03: 2%|▏ | 236/10000 [00:00<00:14, 669.37 it/sec, obj=[21.96949842 1.78477636]]
INFO - 08:56:03: 2%|▏ | 237/10000 [00:00<00:14, 670.20 it/sec, obj=[21.96949841 1.78477635]]
INFO - 08:56:03: 2%|▏ | 238/10000 [00:00<00:14, 670.96 it/sec, obj=[21.96949841 1.78477635]]
INFO - 08:56:03: 2%|▏ | 239/10000 [00:00<00:14, 671.62 it/sec, obj=[21.96949841 1.78477635]]
INFO - 08:56:03: 2%|▏ | 240/10000 [00:00<00:14, 671.96 it/sec, obj=[22.05454663 1.87197177]]
INFO - 08:56:03: 2%|▏ | 241/10000 [00:00<00:14, 672.76 it/sec, obj=[21.97702557 1.79294964]]
INFO - 08:56:03: 2%|▏ | 242/10000 [00:00<00:14, 673.41 it/sec, obj=[21.97024135 1.78558839]]
INFO - 08:56:03: 2%|▏ | 243/10000 [00:00<00:14, 674.21 it/sec, obj=[21.9695726 1.7848575]]
INFO - 08:56:03: 2%|▏ | 244/10000 [00:00<00:14, 675.01 it/sec, obj=[21.96950583 1.78478447]]
INFO - 08:56:03: 2%|▏ | 245/10000 [00:00<00:14, 675.75 it/sec, obj=[21.96949915 1.78477717]]
INFO - 08:56:03: 2%|▏ | 246/10000 [00:00<00:14, 676.51 it/sec, obj=[21.96949848 1.78477643]]
INFO - 08:56:03: 2%|▏ | 247/10000 [00:00<00:14, 677.30 it/sec, obj=[21.96949842 1.78477636]]
INFO - 08:56:03: 2%|▏ | 248/10000 [00:00<00:14, 678.08 it/sec, obj=[21.96949841 1.78477635]]
INFO - 08:56:03: 2%|▏ | 249/10000 [00:00<00:14, 678.80 it/sec, obj=[21.96949841 1.78477635]]
INFO - 08:56:03: 2%|▎ | 250/10000 [00:00<00:14, 679.57 it/sec, obj=[21.96949841 1.78477635]]
INFO - 08:56:03: 3%|▎ | 251/10000 [00:00<00:14, 679.90 it/sec, obj=[22.05431215 1.87914499]]
INFO - 08:56:03: 3%|▎ | 252/10000 [00:00<00:14, 680.66 it/sec, obj=[21.97690916 1.79359397]]
INFO - 08:56:03: 3%|▎ | 253/10000 [00:00<00:14, 681.36 it/sec, obj=[21.97022878 1.78565214]]
INFO - 08:56:03: 3%|▎ | 254/10000 [00:00<00:14, 682.13 it/sec, obj=[21.96957134 1.78486387]]
WARNING - 08:56:03: Optimization found no feasible point ! The least infeasible point is selected.
INFO - 08:56:03: Optimization result:
INFO - 08:56:03: Optimizer info:
INFO - 08:56:03: Status: None
INFO - 08:56:03: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:03: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:03: Solution:
WARNING - 08:56:03: The solution is not feasible.
INFO - 08:56:03: Objective: -0.03492805470593496
INFO - 08:56:03: Standardized constraints:
INFO - 08:56:03: beta_sub_optim_constraint = [0.00020164 0.00645396]
INFO - 08:56:03: Design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 1.158882982754278 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.184528798349672 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.03492805470593496 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
WARNING - 08:56:03: No feasible optimum has been found for beta=[0.08163265 0.91836735]
INFO - 08:56:03: Solving mNBI sub-problem for beta = [0.10204082 0.89795918]
INFO - 08:56:03: Optimization problem:
INFO - 08:56:03: minimize -t_extraction
INFO - 08:56:03: with respect to t, x, y
INFO - 08:56:03: subject to constraints:
INFO - 08:56:03: beta_sub_optim_constraint <= 0.0
INFO - 08:56:03: over the design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 1.158882982754278 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.184528798349672 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.03492805470593496 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: 3%|▎ | 255/10000 [00:00<00:14, 652.67 it/sec, obj=[21.47712757 2.10858338]]
INFO - 08:56:03: 3%|▎ | 256/10000 [00:00<00:14, 653.01 it/sec, obj=[21.56004223 2.06027985]]
INFO - 08:56:03: 3%|▎ | 257/10000 [00:00<00:14, 653.39 it/sec, obj=[21.55966742 2.07241593]]
INFO - 08:56:03: 3%|▎ | 258/10000 [00:00<00:14, 654.10 it/sec, obj=[21.55999903 2.06148724]]
INFO - 08:56:03: 3%|▎ | 259/10000 [00:00<00:14, 654.83 it/sec, obj=[21.56003785 2.06040053]]
INFO - 08:56:03: 3%|▎ | 260/10000 [00:00<00:14, 655.61 it/sec, obj=[21.56004179 2.06029192]]
INFO - 08:56:03: 3%|▎ | 261/10000 [00:00<00:14, 656.38 it/sec, obj=[21.56004218 2.06028106]]
INFO - 08:56:03: 3%|▎ | 262/10000 [00:00<00:14, 657.05 it/sec, obj=[21.56004222 2.06027997]]
INFO - 08:56:03: 3%|▎ | 263/10000 [00:00<00:14, 657.79 it/sec, obj=[21.56004223 2.06027987]]
INFO - 08:56:03: 3%|▎ | 264/10000 [00:00<00:14, 658.55 it/sec, obj=[21.56004223 2.06027986]]
INFO - 08:56:03: 3%|▎ | 265/10000 [00:00<00:14, 659.31 it/sec, obj=[21.56004223 2.06027985]]
INFO - 08:56:03: 3%|▎ | 266/10000 [00:00<00:14, 659.97 it/sec, obj=[21.56004223 2.06027985]]
INFO - 08:56:03: 3%|▎ | 267/10000 [00:00<00:14, 660.72 it/sec, obj=[21.56004223 2.06027985]]
INFO - 08:56:03: 3%|▎ | 268/10000 [00:00<00:14, 661.07 it/sec, obj=[21.55697429 2.12286506]]
INFO - 08:56:03: 3%|▎ | 269/10000 [00:00<00:14, 661.63 it/sec, obj=[21.55959764 2.06638145]]
INFO - 08:56:03: 3%|▎ | 270/10000 [00:00<00:14, 662.32 it/sec, obj=[21.55999639 2.06088846]]
INFO - 08:56:03: 3%|▎ | 271/10000 [00:00<00:14, 663.05 it/sec, obj=[21.56003763 2.0603407 ]]
INFO - 08:56:03: 3%|▎ | 272/10000 [00:00<00:14, 663.78 it/sec, obj=[21.56004177 2.06028594]]
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INFO - 08:56:03: 3%|▎ | 274/10000 [00:00<00:14, 665.17 it/sec, obj=[21.56004222 2.06027992]]
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INFO - 08:56:03: 3%|▎ | 292/10000 [00:00<00:14, 675.57 it/sec, obj=[21.55998627 2.06100797]]
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INFO - 08:56:03: 3%|▎ | 295/10000 [00:00<00:14, 677.47 it/sec, obj=[21.56004217 2.06028058]]
INFO - 08:56:03: 3%|▎ | 296/10000 [00:00<00:14, 678.11 it/sec, obj=[21.56004222 2.06027993]]
INFO - 08:56:03: 3%|▎ | 297/10000 [00:00<00:14, 678.74 it/sec, obj=[21.56004223 2.06027986]]
INFO - 08:56:03: 3%|▎ | 298/10000 [00:00<00:14, 678.91 it/sec, obj=[21.56004223 2.06027986]]
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INFO - 08:56:03: 3%|▎ | 300/10000 [00:00<00:14, 680.16 it/sec, obj=[21.56004223 2.06027985]]
INFO - 08:56:03: 3%|▎ | 301/10000 [00:00<00:14, 680.38 it/sec, obj=[21.55661092 2.13555679]]
INFO - 08:56:03: 3%|▎ | 302/10000 [00:00<00:14, 680.97 it/sec, obj=[21.55950236 2.0675826 ]]
INFO - 08:56:03: 3%|▎ | 303/10000 [00:00<00:14, 681.60 it/sec, obj=[21.55998627 2.06100791]]
WARNING - 08:56:03: Optimization found no feasible point ! The least infeasible point is selected.
INFO - 08:56:03: Optimization result:
INFO - 08:56:03: Optimizer info:
INFO - 08:56:03: Status: None
INFO - 08:56:03: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:03: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:03: Solution:
WARNING - 08:56:03: The solution is not feasible.
INFO - 08:56:03: Objective: -0.03486951209708061
INFO - 08:56:03: Standardized constraints:
INFO - 08:56:03: beta_sub_optim_constraint = [0.0001027 0.00081537]
INFO - 08:56:03: Design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 1.116795160377279 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.147566025971696 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.03486951209708061 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
WARNING - 08:56:03: No feasible optimum has been found for beta=[0.10204082 0.89795918]
INFO - 08:56:03: Solving mNBI sub-problem for beta = [0.12244898 0.87755102]
INFO - 08:56:03: Optimization problem:
INFO - 08:56:03: minimize -t_extraction
INFO - 08:56:03: with respect to t, x, y
INFO - 08:56:03: subject to constraints:
INFO - 08:56:03: beta_sub_optim_constraint <= 0.0
INFO - 08:56:03: over the design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 1.116795160377279 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.147566025971696 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.03486951209708061 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: 3%|▎ | 304/10000 [00:00<00:14, 657.49 it/sec, obj=[21.02633231 2.45832411]]
INFO - 08:56:03: 3%|▎ | 305/10000 [00:00<00:14, 657.74 it/sec, obj=[21.09551504 2.4048758 ]]
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INFO - 08:56:03: 3%|▎ | 340/10000 [00:00<00:14, 675.62 it/sec, obj=[21.09359304 2.42666234]]
INFO - 08:56:03: 3%|▎ | 341/10000 [00:00<00:14, 676.18 it/sec, obj=[21.09176693 2.41204094]]
INFO - 08:56:03: 3%|▎ | 342/10000 [00:00<00:14, 676.41 it/sec, obj=[21.09159287 2.41058792]]
INFO - 08:56:03: 3%|▎ | 343/10000 [00:00<00:14, 676.91 it/sec, obj=[21.09157555 2.41044271]]
INFO - 08:56:03: 3%|▎ | 344/10000 [00:00<00:14, 677.47 it/sec, obj=[21.09157381 2.41042819]]
INFO - 08:56:03: 3%|▎ | 345/10000 [00:00<00:14, 678.03 it/sec, obj=[21.09157364 2.41042673]]
INFO - 08:56:03: 3%|▎ | 346/10000 [00:00<00:14, 678.60 it/sec, obj=[21.09157362 2.41042659]]
INFO - 08:56:03: 3%|▎ | 347/10000 [00:00<00:14, 679.08 it/sec, obj=[21.09157362 2.41042657]]
INFO - 08:56:03: 3%|▎ | 348/10000 [00:00<00:14, 679.63 it/sec, obj=[21.09157362 2.41042657]]
INFO - 08:56:03: 3%|▎ | 349/10000 [00:00<00:14, 680.18 it/sec, obj=[21.09157362 2.41042657]]
INFO - 08:56:03: 4%|▎ | 350/10000 [00:00<00:14, 680.72 it/sec, obj=[21.09157362 2.41042657]]
INFO - 08:56:03: 4%|▎ | 351/10000 [00:00<00:14, 680.87 it/sec, obj=[21.09359303 2.42666408]]
INFO - 08:56:03: 4%|▎ | 352/10000 [00:00<00:14, 681.41 it/sec, obj=[21.09176693 2.41204112]]
INFO - 08:56:03: Optimization result:
INFO - 08:56:03: Optimizer info:
INFO - 08:56:03: Status: None
INFO - 08:56:03: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:03: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:03: Solution:
INFO - 08:56:03: The solution is feasible.
INFO - 08:56:03: Objective: -0.03305554383985526
INFO - 08:56:03: Standardized constraints:
INFO - 08:56:03: beta_sub_optim_constraint = [ 5.76258689e-05 -5.08326588e-03]
INFO - 08:56:03: Design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 1.074706865472084 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.119499704267622 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.03305554383985526 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: Solving mNBI sub-problem for beta = [0.14285714 0.85714286]
INFO - 08:56:03: Optimization problem:
INFO - 08:56:03: minimize -t_extraction
INFO - 08:56:03: with respect to t, x, y
INFO - 08:56:03: subject to constraints:
INFO - 08:56:03: beta_sub_optim_constraint <= 0.0
INFO - 08:56:03: over the design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 1.074706865472084 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.119499704267622 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.03305554383985526 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: 4%|▎ | 353/10000 [00:00<00:14, 662.13 it/sec, obj=[20.6045969 2.82720643]]
INFO - 08:56:03: 4%|▎ | 354/10000 [00:00<00:14, 662.27 it/sec, obj=[20.66249675 2.76967802]]
INFO - 08:56:03: 4%|▎ | 355/10000 [00:00<00:14, 662.04 it/sec, obj=[20.6549184 2.77285855]]
INFO - 08:56:03: 4%|▎ | 356/10000 [00:00<00:14, 661.95 it/sec, obj=[20.6528165 2.7616309]]
INFO - 08:56:03: 4%|▎ | 357/10000 [00:00<00:14, 661.82 it/sec, obj=[20.64385971 2.75665503]]
INFO - 08:56:03: 4%|▎ | 358/10000 [00:00<00:14, 661.73 it/sec, obj=[20.63543629 2.76288108]]
INFO - 08:56:03: 4%|▎ | 359/10000 [00:00<00:14, 661.59 it/sec, obj=[20.63515993 2.76490265]]
INFO - 08:56:03: 4%|▎ | 360/10000 [00:00<00:14, 661.78 it/sec, obj=[20.63540625 2.76310018]]
INFO - 08:56:03: 4%|▎ | 361/10000 [00:00<00:14, 661.54 it/sec, obj=[20.6352981 2.76489695]]
INFO - 08:56:03: 4%|▎ | 362/10000 [00:00<00:14, 661.53 it/sec, obj=[20.63539537 2.76327977]]
INFO - 08:56:03: 4%|▎ | 363/10000 [00:00<00:14, 661.70 it/sec, obj=[20.63540393 2.76313853]]
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INFO - 08:56:03: 4%|▎ | 365/10000 [00:00<00:14, 661.78 it/sec, obj=[20.63539587 2.76330965]]
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INFO - 08:56:03: 4%|▎ | 367/10000 [00:00<00:14, 661.85 it/sec, obj=[20.63533559 2.76483876]]
INFO - 08:56:03: 4%|▎ | 368/10000 [00:00<00:14, 662.05 it/sec, obj=[20.63539631 2.76332387]]
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INFO - 08:56:03: 4%|▎ | 370/10000 [00:00<00:14, 662.10 it/sec, obj=[20.6353471 2.76482965]]
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INFO - 08:56:03: 4%|▎ | 373/10000 [00:00<00:14, 662.35 it/sec, obj=[20.6353585 2.7648206]]
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INFO - 08:56:03: 4%|▍ | 375/10000 [00:00<00:14, 663.08 it/sec, obj=[20.63540144 2.76320533]]
INFO - 08:56:03: 4%|▍ | 376/10000 [00:00<00:14, 662.88 it/sec, obj=[20.63536978 2.76481165]]
INFO - 08:56:03: 4%|▍ | 377/10000 [00:00<00:14, 663.08 it/sec, obj=[20.63539822 2.76336589]]
INFO - 08:56:03: 4%|▍ | 378/10000 [00:00<00:14, 663.60 it/sec, obj=[20.63540112 2.76322139]]
INFO - 08:56:03: 4%|▍ | 379/10000 [00:00<00:14, 663.40 it/sec, obj=[20.63538095 2.76480279]]
INFO - 08:56:03: 4%|▍ | 380/10000 [00:00<00:14, 663.60 it/sec, obj=[20.63539905 2.76337946]]
INFO - 08:56:03: 4%|▍ | 381/10000 [00:00<00:14, 664.12 it/sec, obj=[20.63540091 2.76323719]]
INFO - 08:56:03: 4%|▍ | 382/10000 [00:00<00:14, 663.83 it/sec, obj=[20.63539201 2.76479402]]
INFO - 08:56:03: 4%|▍ | 383/10000 [00:00<00:14, 664.01 it/sec, obj=[20.63539997 2.76339281]]
INFO - 08:56:03: 4%|▍ | 384/10000 [00:00<00:14, 664.53 it/sec, obj=[20.63540082 2.76325276]]
INFO - 08:56:03: 4%|▍ | 385/10000 [00:00<00:14, 664.56 it/sec, obj=[20.6354009 2.76323875]]
INFO - 08:56:03: 4%|▍ | 386/10000 [00:00<00:14, 664.47 it/sec, obj=[20.6353931 2.76479108]]
INFO - 08:56:03: 4%|▍ | 387/10000 [00:00<00:14, 664.67 it/sec, obj=[20.63540007 2.76339392]]
INFO - 08:56:03: 4%|▍ | 388/10000 [00:00<00:14, 665.13 it/sec, obj=[20.63540082 2.76325427]]
INFO - 08:56:03: 4%|▍ | 389/10000 [00:00<00:14, 665.28 it/sec, obj=[20.63540089 2.7632403 ]]
INFO - 08:56:03: 4%|▍ | 390/10000 [00:00<00:14, 665.16 it/sec, obj=[20.6353942 2.76479021]]
INFO - 08:56:03: 4%|▍ | 391/10000 [00:00<00:14, 665.32 it/sec, obj=[20.63540017 2.76339523]]
INFO - 08:56:03: 4%|▍ | 392/10000 [00:00<00:14, 665.83 it/sec, obj=[20.63540082 2.76325579]]
INFO - 08:56:03: 4%|▍ | 393/10000 [00:00<00:14, 665.98 it/sec, obj=[20.63540089 2.76324185]]
INFO - 08:56:03: 4%|▍ | 394/10000 [00:00<00:14, 665.84 it/sec, obj=[20.63539529 2.76478935]]
INFO - 08:56:03: 4%|▍ | 395/10000 [00:00<00:14, 666.04 it/sec, obj=[20.63540027 2.76339654]]
INFO - 08:56:03: 4%|▍ | 396/10000 [00:00<00:14, 666.54 it/sec, obj=[20.63540082 2.76325732]]
INFO - 08:56:03: 4%|▍ | 397/10000 [00:00<00:14, 666.65 it/sec, obj=[20.63540088 2.7632434 ]]
INFO - 08:56:03: 4%|▍ | 398/10000 [00:00<00:14, 666.56 it/sec, obj=[20.63539638 2.76478849]]
INFO - 08:56:03: 4%|▍ | 399/10000 [00:00<00:14, 666.72 it/sec, obj=[20.63540038 2.76339784]]
INFO - 08:56:03: 4%|▍ | 400/10000 [00:00<00:14, 667.20 it/sec, obj=[20.63540083 2.76325884]]
INFO - 08:56:03: 4%|▍ | 401/10000 [00:00<00:14, 667.35 it/sec, obj=[20.63540087 2.76324494]]
INFO - 08:56:03: Optimization result:
INFO - 08:56:03: Optimizer info:
INFO - 08:56:03: Status: None
INFO - 08:56:03: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:03: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:03: Solution:
INFO - 08:56:03: The solution is feasible.
INFO - 08:56:03: Objective: -0.03106467336337866
INFO - 08:56:03: Standardized constraints:
INFO - 08:56:03: beta_sub_optim_constraint = [1.07482805e-06 3.59617989e-05]
INFO - 08:56:03: Design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 1.022660773241064 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.110354396290455 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.03106467336337866 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: Solving mNBI sub-problem for beta = [0.16326531 0.83673469]
INFO - 08:56:03: Optimization problem:
INFO - 08:56:03: minimize -t_extraction
INFO - 08:56:03: with respect to t, x, y
INFO - 08:56:03: subject to constraints:
INFO - 08:56:03: beta_sub_optim_constraint <= 0.0
INFO - 08:56:03: over the design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 1.022660773241064 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.110354396290455 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.03106467336337866 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: 4%|▍ | 402/10000 [00:00<00:14, 651.41 it/sec, obj=[20.18393269 3.20103377]]
INFO - 08:56:03: 4%|▍ | 403/10000 [00:00<00:14, 651.60 it/sec, obj=[20.23525573 3.14146706]]
INFO - 08:56:03: 4%|▍ | 404/10000 [00:00<00:14, 651.49 it/sec, obj=[20.22657468 3.14284907]]
INFO - 08:56:03: 4%|▍ | 405/10000 [00:00<00:14, 651.44 it/sec, obj=[20.22216264 3.12399309]]
INFO - 08:56:03: 4%|▍ | 406/10000 [00:00<00:14, 651.32 it/sec, obj=[20.20745252 3.12128496]]
INFO - 08:56:03: 4%|▍ | 407/10000 [00:00<00:14, 651.23 it/sec, obj=[20.19717319 3.13043454]]
INFO - 08:56:03: 4%|▍ | 408/10000 [00:00<00:14, 651.14 it/sec, obj=[20.19724621 3.13294368]]
INFO - 08:56:03: 4%|▍ | 409/10000 [00:00<00:14, 651.62 it/sec, obj=[20.19718038 3.1306853 ]]
INFO - 08:56:03: 4%|▍ | 410/10000 [00:00<00:14, 652.10 it/sec, obj=[20.19717391 3.13045961]]
INFO - 08:56:03: 4%|▍ | 411/10000 [00:00<00:14, 652.59 it/sec, obj=[20.19717327 3.13043704]]
INFO - 08:56:03: 4%|▍ | 412/10000 [00:00<00:14, 653.01 it/sec, obj=[20.1971732 3.13043479]]
INFO - 08:56:03: 4%|▍ | 413/10000 [00:00<00:14, 653.50 it/sec, obj=[20.1971732 3.13043456]]
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INFO - 08:56:03: 4%|▍ | 421/10000 [00:00<00:14, 656.89 it/sec, obj=[20.19717391 3.13045913]]
INFO - 08:56:03: 4%|▍ | 422/10000 [00:00<00:14, 657.32 it/sec, obj=[20.19717327 3.130437 ]]
INFO - 08:56:03: 4%|▍ | 423/10000 [00:00<00:14, 657.75 it/sec, obj=[20.1971732 3.13043478]]
INFO - 08:56:03: 4%|▍ | 424/10000 [00:00<00:14, 658.22 it/sec, obj=[20.1971732 3.13043456]]
INFO - 08:56:03: 4%|▍ | 425/10000 [00:00<00:14, 658.69 it/sec, obj=[20.19717319 3.13043454]]
INFO - 08:56:03: 4%|▍ | 426/10000 [00:00<00:14, 659.16 it/sec, obj=[20.19717319 3.13043454]]
INFO - 08:56:03: 4%|▍ | 427/10000 [00:00<00:14, 659.59 it/sec, obj=[20.19717319 3.13043454]]
INFO - 08:56:03: 4%|▍ | 428/10000 [00:00<00:14, 660.06 it/sec, obj=[20.19717319 3.13043454]]
INFO - 08:56:03: 4%|▍ | 429/10000 [00:00<00:14, 660.53 it/sec, obj=[20.19717319 3.13043454]]
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INFO - 08:56:03: 4%|▍ | 431/10000 [00:00<00:14, 661.13 it/sec, obj=[20.19718038 3.13068091]]
INFO - 08:56:03: 4%|▍ | 432/10000 [00:00<00:14, 661.59 it/sec, obj=[20.19717391 3.13045917]]
INFO - 08:56:03: 4%|▍ | 433/10000 [00:00<00:14, 662.05 it/sec, obj=[20.19717327 3.130437 ]]
INFO - 08:56:03: 4%|▍ | 434/10000 [00:00<00:14, 662.47 it/sec, obj=[20.1971732 3.13043478]]
INFO - 08:56:03: 4%|▍ | 435/10000 [00:00<00:14, 662.93 it/sec, obj=[20.1971732 3.13043456]]
INFO - 08:56:03: 4%|▍ | 436/10000 [00:00<00:14, 663.39 it/sec, obj=[20.19717319 3.13043454]]
INFO - 08:56:03: 4%|▍ | 437/10000 [00:00<00:14, 663.82 it/sec, obj=[20.19717319 3.13043454]]
INFO - 08:56:03: 4%|▍ | 438/10000 [00:00<00:14, 664.25 it/sec, obj=[20.19717319 3.13043454]]
INFO - 08:56:03: 4%|▍ | 439/10000 [00:00<00:14, 664.71 it/sec, obj=[20.19717319 3.13043454]]
INFO - 08:56:03: 4%|▍ | 440/10000 [00:00<00:14, 665.15 it/sec, obj=[20.19717319 3.13043454]]
INFO - 08:56:03: 4%|▍ | 441/10000 [00:00<00:14, 665.29 it/sec, obj=[20.19724624 3.132902 ]]
INFO - 08:56:03: 4%|▍ | 442/10000 [00:00<00:14, 665.73 it/sec, obj=[20.19718038 3.13068113]]
INFO - 08:56:03: 4%|▍ | 443/10000 [00:00<00:14, 666.17 it/sec, obj=[20.19717391 3.13045919]]
INFO - 08:56:03: 4%|▍ | 444/10000 [00:00<00:14, 666.61 it/sec, obj=[20.19717327 3.130437 ]]
INFO - 08:56:03: 4%|▍ | 445/10000 [00:00<00:14, 667.00 it/sec, obj=[20.1971732 3.13043478]]
INFO - 08:56:03: 4%|▍ | 446/10000 [00:00<00:14, 667.43 it/sec, obj=[20.1971732 3.13043456]]
INFO - 08:56:03: 4%|▍ | 447/10000 [00:00<00:14, 667.87 it/sec, obj=[20.19717319 3.13043454]]
INFO - 08:56:03: 4%|▍ | 448/10000 [00:00<00:14, 668.20 it/sec, obj=[20.19717319 3.13043454]]
INFO - 08:56:03: 4%|▍ | 449/10000 [00:00<00:14, 668.61 it/sec, obj=[20.19717319 3.13043454]]
INFO - 08:56:03: 4%|▍ | 450/10000 [00:00<00:14, 669.04 it/sec, obj=[20.19717319 3.13043454]]
INFO - 08:56:03: Optimization result:
INFO - 08:56:03: Optimizer info:
INFO - 08:56:03: Status: None
INFO - 08:56:03: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:03: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:03: Solution:
INFO - 08:56:03: The solution is feasible.
INFO - 08:56:03: Objective: -0.027790469244029486
INFO - 08:56:03: Standardized constraints:
INFO - 08:56:03: beta_sub_optim_constraint = [ 6.37143059e-05 -1.54847368e-02]
INFO - 08:56:03: Design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 0.9694784972869636 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.109666555984181 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.02779046924402949 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: Solving mNBI sub-problem for beta = [0.18367347 0.81632653]
INFO - 08:56:03: Optimization problem:
INFO - 08:56:03: minimize -t_extraction
INFO - 08:56:03: with respect to t, x, y
INFO - 08:56:03: subject to constraints:
INFO - 08:56:03: beta_sub_optim_constraint <= 0.0
INFO - 08:56:03: over the design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 0.9694784972869636 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.109666555984181 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.02779046924402949 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: 5%|▍ | 451/10000 [00:00<00:14, 654.24 it/sec, obj=[19.77312354 3.58820597]]
INFO - 08:56:03: 5%|▍ | 452/10000 [00:00<00:14, 654.37 it/sec, obj=[19.82335135 3.52426086]]
INFO - 08:56:03: 5%|▍ | 453/10000 [00:00<00:14, 654.26 it/sec, obj=[19.81460148 3.52644318]]
INFO - 08:56:03: 5%|▍ | 454/10000 [00:00<00:14, 654.20 it/sec, obj=[19.81041958 3.50736075]]
INFO - 08:56:03: 5%|▍ | 455/10000 [00:00<00:14, 654.09 it/sec, obj=[19.796268 3.50526683]]
INFO - 08:56:03: 5%|▍ | 456/10000 [00:00<00:14, 654.03 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: 5%|▍ | 457/10000 [00:00<00:14, 653.93 it/sec, obj=[19.78656965 3.51740637]]
INFO - 08:56:03: 5%|▍ | 458/10000 [00:00<00:14, 654.36 it/sec, obj=[19.78647076 3.51518982]]
INFO - 08:56:03: 5%|▍ | 459/10000 [00:00<00:14, 654.79 it/sec, obj=[19.78646097 3.5149683 ]]
INFO - 08:56:03: 5%|▍ | 460/10000 [00:00<00:14, 655.22 it/sec, obj=[19.78645999 3.51494615]]
INFO - 08:56:03: 5%|▍ | 461/10000 [00:00<00:14, 655.60 it/sec, obj=[19.78645989 3.51494393]]
INFO - 08:56:03: 5%|▍ | 462/10000 [00:00<00:14, 656.03 it/sec, obj=[19.78645988 3.51494371]]
INFO - 08:56:03: 5%|▍ | 463/10000 [00:00<00:14, 656.47 it/sec, obj=[19.78645988 3.51494369]]
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INFO - 08:56:03: 5%|▍ | 466/10000 [00:00<00:14, 657.71 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: 5%|▍ | 467/10000 [00:00<00:14, 658.14 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: 5%|▍ | 468/10000 [00:00<00:14, 658.30 it/sec, obj=[19.78656968 3.51735317]]
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INFO - 08:56:03: 5%|▍ | 470/10000 [00:00<00:14, 659.14 it/sec, obj=[19.78646097 3.51496777]]
INFO - 08:56:03: 5%|▍ | 471/10000 [00:00<00:14, 659.57 it/sec, obj=[19.78645999 3.5149461 ]]
INFO - 08:56:03: 5%|▍ | 472/10000 [00:00<00:14, 659.95 it/sec, obj=[19.78645989 3.51494393]]
INFO - 08:56:03: 5%|▍ | 473/10000 [00:00<00:14, 660.37 it/sec, obj=[19.78645988 3.51494371]]
INFO - 08:56:03: 5%|▍ | 474/10000 [00:00<00:14, 660.79 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: 5%|▍ | 475/10000 [00:00<00:14, 661.18 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: 5%|▍ | 476/10000 [00:00<00:14, 661.58 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: 5%|▍ | 477/10000 [00:00<00:14, 662.00 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: 5%|▍ | 478/10000 [00:00<00:14, 662.41 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: 5%|▍ | 479/10000 [00:00<00:14, 662.56 it/sec, obj=[19.78656969 3.51734906]]
INFO - 08:56:03: 5%|▍ | 480/10000 [00:00<00:14, 662.97 it/sec, obj=[19.78647077 3.5151841 ]]
INFO - 08:56:03: 5%|▍ | 481/10000 [00:00<00:14, 663.38 it/sec, obj=[19.78646097 3.51496773]]
INFO - 08:56:03: 5%|▍ | 482/10000 [00:00<00:14, 663.79 it/sec, obj=[19.78645999 3.51494609]]
INFO - 08:56:03: 5%|▍ | 483/10000 [00:00<00:14, 664.16 it/sec, obj=[19.78645989 3.51494393]]
INFO - 08:56:03: 5%|▍ | 484/10000 [00:00<00:14, 664.56 it/sec, obj=[19.78645988 3.51494371]]
INFO - 08:56:03: 5%|▍ | 485/10000 [00:00<00:14, 664.97 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: 5%|▍ | 486/10000 [00:00<00:14, 665.35 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: 5%|▍ | 487/10000 [00:00<00:14, 665.74 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: 5%|▍ | 488/10000 [00:00<00:14, 666.15 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: 5%|▍ | 489/10000 [00:00<00:14, 666.56 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: 5%|▍ | 490/10000 [00:00<00:14, 666.69 it/sec, obj=[19.78656969 3.51734083]]
INFO - 08:56:03: 5%|▍ | 491/10000 [00:00<00:14, 667.09 it/sec, obj=[19.78647077 3.51518328]]
INFO - 08:56:03: 5%|▍ | 492/10000 [00:00<00:14, 667.48 it/sec, obj=[19.78646097 3.51496764]]
INFO - 08:56:03: 5%|▍ | 493/10000 [00:00<00:14, 667.88 it/sec, obj=[19.78645999 3.51494608]]
INFO - 08:56:03: 5%|▍ | 494/10000 [00:00<00:14, 668.24 it/sec, obj=[19.78645989 3.51494393]]
INFO - 08:56:03: 5%|▍ | 495/10000 [00:00<00:14, 668.63 it/sec, obj=[19.78645988 3.51494371]]
INFO - 08:56:03: 5%|▍ | 496/10000 [00:00<00:14, 669.01 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: 5%|▍ | 497/10000 [00:00<00:14, 669.38 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: 5%|▍ | 498/10000 [00:00<00:14, 669.76 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: 5%|▍ | 499/10000 [00:00<00:14, 670.10 it/sec, obj=[19.78645988 3.51494369]]
INFO - 08:56:03: Optimization result:
INFO - 08:56:03: Optimizer info:
INFO - 08:56:03: Status: None
INFO - 08:56:03: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:03: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:03: Solution:
INFO - 08:56:03: The solution is feasible.
INFO - 08:56:03: Objective: -0.02384257535180628
INFO - 08:56:03: Standardized constraints:
INFO - 08:56:03: beta_sub_optim_constraint = [ 5.59538081e-05 -1.56544106e-02]
INFO - 08:56:03: Design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 0.9182182410763994 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.108040278426651 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.02384257535180628 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: Solving mNBI sub-problem for beta = [0.20408163 0.79591837]
INFO - 08:56:03: Optimization problem:
INFO - 08:56:03: minimize -t_extraction
INFO - 08:56:03: with respect to t, x, y
INFO - 08:56:03: subject to constraints:
INFO - 08:56:03: beta_sub_optim_constraint <= 0.0
INFO - 08:56:03: over the design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 0.9182182410763994 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.108040278426651 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.02384257535180628 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: 5%|▌ | 500/10000 [00:00<00:14, 656.16 it/sec, obj=[19.38602692 3.98801093]]
INFO - 08:56:03: 5%|▌ | 501/10000 [00:00<00:14, 656.28 it/sec, obj=[19.43404083 3.9214673 ]]
INFO - 08:56:03: 5%|▌ | 502/10000 [00:00<00:14, 656.18 it/sec, obj=[19.42528446 3.92413026]]
INFO - 08:56:03: 5%|▌ | 503/10000 [00:00<00:14, 656.11 it/sec, obj=[19.42115941 3.9045197 ]]
INFO - 08:56:03: 5%|▌ | 504/10000 [00:00<00:14, 656.05 it/sec, obj=[19.40722702 3.90311888]]
INFO - 08:56:03: 5%|▌ | 505/10000 [00:00<00:14, 656.01 it/sec, obj=[19.39774671 3.91332398]]
INFO - 08:56:03: 5%|▌ | 506/10000 [00:00<00:14, 655.91 it/sec, obj=[19.39787794 3.91581097]]
INFO - 08:56:03: 5%|▌ | 507/10000 [00:00<00:14, 656.31 it/sec, obj=[19.39775975 3.91357256]]
INFO - 08:56:03: 5%|▌ | 508/10000 [00:00<00:14, 656.70 it/sec, obj=[19.39774802 3.91334884]]
INFO - 08:56:03: 5%|▌ | 509/10000 [00:00<00:14, 657.07 it/sec, obj=[19.39774684 3.91332646]]
INFO - 08:56:03: 5%|▌ | 510/10000 [00:00<00:14, 657.45 it/sec, obj=[19.39774673 3.91332423]]
INFO - 08:56:03: 5%|▌ | 511/10000 [00:00<00:14, 657.84 it/sec, obj=[19.39774672 3.913324 ]]
INFO - 08:56:03: 5%|▌ | 512/10000 [00:00<00:14, 658.23 it/sec, obj=[19.39774671 3.91332398]]
INFO - 08:56:03: 5%|▌ | 513/10000 [00:00<00:14, 658.58 it/sec, obj=[19.39774671 3.91332398]]
INFO - 08:56:03: 5%|▌ | 514/10000 [00:00<00:14, 658.97 it/sec, obj=[19.39774671 3.91332398]]
INFO - 08:56:03: 5%|▌ | 515/10000 [00:00<00:14, 659.36 it/sec, obj=[19.39774671 3.91332398]]
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INFO - 08:56:03: 5%|▌ | 517/10000 [00:00<00:14, 659.81 it/sec, obj=[19.39787798 3.91573206]]
INFO - 08:56:03: 5%|▌ | 518/10000 [00:00<00:14, 660.17 it/sec, obj=[19.39775975 3.91356467]]
INFO - 08:56:03: 5%|▌ | 519/10000 [00:00<00:14, 660.55 it/sec, obj=[19.39774802 3.91334805]]
INFO - 08:56:03: 5%|▌ | 520/10000 [00:00<00:14, 660.89 it/sec, obj=[19.39774684 3.91332639]]
INFO - 08:56:03: 5%|▌ | 521/10000 [00:00<00:14, 661.27 it/sec, obj=[19.39774673 3.91332422]]
INFO - 08:56:03: 5%|▌ | 522/10000 [00:00<00:14, 661.64 it/sec, obj=[19.39774672 3.913324 ]]
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INFO - 08:56:03: 5%|▌ | 524/10000 [00:00<00:14, 662.34 it/sec, obj=[19.39774671 3.91332398]]
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INFO - 08:56:03: 5%|▌ | 529/10000 [00:00<00:14, 663.97 it/sec, obj=[19.39775975 3.9135648 ]]
INFO - 08:56:03: 5%|▌ | 530/10000 [00:00<00:14, 664.34 it/sec, obj=[19.39774802 3.91334806]]
INFO - 08:56:03: 5%|▌ | 531/10000 [00:00<00:14, 664.64 it/sec, obj=[19.39774684 3.91332639]]
INFO - 08:56:03: 5%|▌ | 532/10000 [00:00<00:14, 665.00 it/sec, obj=[19.39774673 3.91332422]]
INFO - 08:56:03: 5%|▌ | 533/10000 [00:00<00:14, 665.37 it/sec, obj=[19.39774672 3.913324 ]]
INFO - 08:56:03: 5%|▌ | 534/10000 [00:00<00:14, 665.74 it/sec, obj=[19.39774671 3.91332398]]
INFO - 08:56:03: 5%|▌ | 535/10000 [00:00<00:14, 666.05 it/sec, obj=[19.39774671 3.91332398]]
INFO - 08:56:03: 5%|▌ | 536/10000 [00:00<00:14, 666.42 it/sec, obj=[19.39774671 3.91332398]]
INFO - 08:56:03: 5%|▌ | 537/10000 [00:00<00:14, 666.78 it/sec, obj=[19.39774671 3.91332398]]
INFO - 08:56:03: 5%|▌ | 538/10000 [00:00<00:14, 667.12 it/sec, obj=[19.39774671 3.91332398]]
INFO - 08:56:03: 5%|▌ | 539/10000 [00:00<00:14, 667.27 it/sec, obj=[19.39787798 3.91573176]]
INFO - 08:56:03: 5%|▌ | 540/10000 [00:00<00:14, 667.63 it/sec, obj=[19.39775975 3.91356464]]
INFO - 08:56:03: 5%|▌ | 541/10000 [00:00<00:14, 667.99 it/sec, obj=[19.39774802 3.91334804]]
INFO - 08:56:03: 5%|▌ | 542/10000 [00:00<00:14, 668.32 it/sec, obj=[19.39774684 3.91332639]]
INFO - 08:56:03: 5%|▌ | 543/10000 [00:00<00:14, 668.67 it/sec, obj=[19.39774673 3.91332422]]
INFO - 08:56:03: 5%|▌ | 544/10000 [00:00<00:14, 669.03 it/sec, obj=[19.39774672 3.913324 ]]
INFO - 08:56:03: 5%|▌ | 545/10000 [00:00<00:14, 669.40 it/sec, obj=[19.39774671 3.91332398]]
INFO - 08:56:03: 5%|▌ | 546/10000 [00:00<00:14, 669.72 it/sec, obj=[19.39774671 3.91332398]]
INFO - 08:56:03: 5%|▌ | 547/10000 [00:00<00:14, 670.08 it/sec, obj=[19.39774671 3.91332398]]
INFO - 08:56:03: 5%|▌ | 548/10000 [00:00<00:14, 670.44 it/sec, obj=[19.39774671 3.91332398]]
INFO - 08:56:03: Optimization result:
INFO - 08:56:03: Optimizer info:
INFO - 08:56:03: Status: None
INFO - 08:56:03: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:03: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:03: Solution:
INFO - 08:56:03: The solution is feasible.
INFO - 08:56:03: Objective: -0.019008335163205423
INFO - 08:56:03: Standardized constraints:
INFO - 08:56:03: beta_sub_optim_constraint = [ 5.08396460e-05 -1.59336477e-02]
INFO - 08:56:03: Design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 0.869162511345429 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.106373299903344 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.01900833516320542 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: Solving mNBI sub-problem for beta = [0.2244898 0.7755102]
INFO - 08:56:03: Optimization problem:
INFO - 08:56:03: minimize -t_extraction
INFO - 08:56:03: with respect to t, x, y
INFO - 08:56:03: subject to constraints:
INFO - 08:56:03: beta_sub_optim_constraint <= 0.0
INFO - 08:56:03: over the design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 0.869162511345429 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.106373299903344 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.01900833516320542 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: 5%|▌ | 549/10000 [00:00<00:14, 657.39 it/sec, obj=[19.01733002 4.39977863]]
INFO - 08:56:03: 6%|▌ | 550/10000 [00:00<00:14, 657.55 it/sec, obj=[19.06364498 4.33051689]]
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INFO - 08:56:03: 6%|▌ | 580/10000 [00:00<00:14, 665.04 it/sec, obj=[19.02734044 4.32321614]]
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INFO - 08:56:03: 6%|▌ | 585/10000 [00:00<00:14, 666.70 it/sec, obj=[19.02734031 4.32321363]]
INFO - 08:56:03: 6%|▌ | 586/10000 [00:00<00:14, 667.01 it/sec, obj=[19.02734031 4.32321363]]
INFO - 08:56:03: 6%|▌ | 587/10000 [00:00<00:14, 667.33 it/sec, obj=[19.02734031 4.32321363]]
INFO - 08:56:03: 6%|▌ | 588/10000 [00:00<00:14, 667.47 it/sec, obj=[19.02746323 4.32573529]]
INFO - 08:56:03: 6%|▌ | 589/10000 [00:00<00:14, 667.80 it/sec, obj=[19.02735252 4.32346568]]
INFO - 08:56:03: 6%|▌ | 590/10000 [00:00<00:14, 668.10 it/sec, obj=[19.02734153 4.32323883]]
INFO - 08:56:03: 6%|▌ | 591/10000 [00:00<00:14, 668.44 it/sec, obj=[19.02734044 4.32321615]]
INFO - 08:56:03: 6%|▌ | 592/10000 [00:00<00:14, 668.77 it/sec, obj=[19.02734033 4.32321388]]
INFO - 08:56:03: 6%|▌ | 593/10000 [00:00<00:14, 669.09 it/sec, obj=[19.02734032 4.32321365]]
INFO - 08:56:03: 6%|▌ | 594/10000 [00:00<00:14, 669.38 it/sec, obj=[19.02734031 4.32321363]]
INFO - 08:56:03: 6%|▌ | 595/10000 [00:00<00:14, 669.70 it/sec, obj=[19.02734031 4.32321363]]
INFO - 08:56:03: 6%|▌ | 596/10000 [00:00<00:14, 670.02 it/sec, obj=[19.02734031 4.32321363]]
INFO - 08:56:03: 6%|▌ | 597/10000 [00:00<00:14, 670.32 it/sec, obj=[19.02734031 4.32321363]]
INFO - 08:56:03: Optimization result:
INFO - 08:56:03: Optimizer info:
INFO - 08:56:03: Status: None
INFO - 08:56:03: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:03: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:03: Solution:
INFO - 08:56:03: The solution is feasible.
INFO - 08:56:03: Objective: -0.013431977351371482
INFO - 08:56:03: Standardized constraints:
INFO - 08:56:03: beta_sub_optim_constraint = [ 4.84833632e-05 -1.65232077e-02]
INFO - 08:56:03: Design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 0.8217918027494558 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.10490718870699 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.01343197735137148 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: Solving mNBI sub-problem for beta = [0.24489796 0.75510204]
INFO - 08:56:03: Optimization problem:
INFO - 08:56:03: minimize -t_extraction
INFO - 08:56:03: with respect to t, x, y
INFO - 08:56:03: subject to constraints:
INFO - 08:56:03: beta_sub_optim_constraint <= 0.0
INFO - 08:56:03: over the design space:
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:03: | x | -3.141592653589793 | 0.8217918027494558 | 3.141592653589793 | float |
INFO - 08:56:03: | y | -3.141592653589793 | 1.10490718870699 | 3.141592653589793 | float |
INFO - 08:56:03: | t | -inf | 0.01343197735137148 | inf | float |
INFO - 08:56:03: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:04: 6%|▌ | 598/10000 [00:00<00:14, 656.83 it/sec, obj=[18.66401697 4.82161481]]
INFO - 08:56:04: 6%|▌ | 599/10000 [00:00<00:14, 656.96 it/sec, obj=[18.70907709 4.74945201]]
INFO - 08:56:04: 6%|▌ | 600/10000 [00:00<00:14, 656.89 it/sec, obj=[18.70006403 4.75294223]]
INFO - 08:56:04: 6%|▌ | 601/10000 [00:00<00:14, 656.81 it/sec, obj=[18.69582553 4.73167304]]
INFO - 08:56:04: 6%|▌ | 602/10000 [00:00<00:14, 656.76 it/sec, obj=[18.68175077 4.73111471]]
INFO - 08:56:04: 6%|▌ | 603/10000 [00:00<00:14, 656.72 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▌ | 604/10000 [00:00<00:14, 656.64 it/sec, obj=[18.67234984 4.74555835]]
INFO - 08:56:04: 6%|▌ | 605/10000 [00:00<00:14, 656.96 it/sec, obj=[18.67227058 4.74301342]]
INFO - 08:56:04: 6%|▌ | 606/10000 [00:00<00:14, 657.29 it/sec, obj=[18.67226274 4.74275905]]
INFO - 08:56:04: 6%|▌ | 607/10000 [00:00<00:14, 657.54 it/sec, obj=[18.67226196 4.74273362]]
INFO - 08:56:04: 6%|▌ | 608/10000 [00:00<00:14, 657.86 it/sec, obj=[18.67226188 4.74273107]]
INFO - 08:56:04: 6%|▌ | 609/10000 [00:00<00:14, 658.18 it/sec, obj=[18.67226187 4.74273082]]
INFO - 08:56:04: 6%|▌ | 610/10000 [00:00<00:14, 658.48 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▌ | 611/10000 [00:00<00:14, 658.79 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▌ | 612/10000 [00:00<00:14, 659.10 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▌ | 613/10000 [00:00<00:14, 659.42 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▌ | 614/10000 [00:00<00:14, 659.70 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▌ | 615/10000 [00:00<00:14, 659.84 it/sec, obj=[18.67234989 4.74545725]]
INFO - 08:56:04: 6%|▌ | 616/10000 [00:00<00:14, 660.16 it/sec, obj=[18.67227059 4.74300332]]
INFO - 08:56:04: 6%|▌ | 617/10000 [00:00<00:14, 660.48 it/sec, obj=[18.67226274 4.74275804]]
INFO - 08:56:04: 6%|▌ | 618/10000 [00:00<00:14, 660.77 it/sec, obj=[18.67226196 4.74273352]]
INFO - 08:56:04: 6%|▌ | 619/10000 [00:00<00:14, 660.98 it/sec, obj=[18.67226188 4.74273106]]
INFO - 08:56:04: 6%|▌ | 620/10000 [00:00<00:14, 661.19 it/sec, obj=[18.67226187 4.74273082]]
INFO - 08:56:04: 6%|▌ | 621/10000 [00:00<00:14, 661.33 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▌ | 622/10000 [00:00<00:14, 661.63 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▌ | 623/10000 [00:00<00:14, 661.95 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▌ | 624/10000 [00:00<00:14, 662.26 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▋ | 625/10000 [00:00<00:14, 662.54 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▋ | 626/10000 [00:00<00:14, 662.68 it/sec, obj=[18.67234989 4.74545683]]
INFO - 08:56:04: 6%|▋ | 627/10000 [00:00<00:14, 662.99 it/sec, obj=[18.67227059 4.74300328]]
INFO - 08:56:04: 6%|▋ | 628/10000 [00:00<00:14, 663.27 it/sec, obj=[18.67226274 4.74275804]]
INFO - 08:56:04: 6%|▋ | 629/10000 [00:00<00:14, 663.58 it/sec, obj=[18.67226196 4.74273352]]
INFO - 08:56:04: 6%|▋ | 630/10000 [00:00<00:14, 663.89 it/sec, obj=[18.67226188 4.74273106]]
INFO - 08:56:04: 6%|▋ | 631/10000 [00:00<00:14, 664.20 it/sec, obj=[18.67226187 4.74273082]]
INFO - 08:56:04: 6%|▋ | 632/10000 [00:00<00:14, 664.47 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▋ | 633/10000 [00:00<00:14, 664.78 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▋ | 634/10000 [00:00<00:14, 665.08 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▋ | 635/10000 [00:00<00:14, 665.37 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▋ | 636/10000 [00:00<00:14, 665.66 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▋ | 637/10000 [00:00<00:14, 665.79 it/sec, obj=[18.67234989 4.74545361]]
INFO - 08:56:04: 6%|▋ | 638/10000 [00:00<00:14, 666.09 it/sec, obj=[18.67227059 4.74300296]]
INFO - 08:56:04: 6%|▋ | 639/10000 [00:00<00:14, 666.36 it/sec, obj=[18.67226274 4.74275801]]
INFO - 08:56:04: 6%|▋ | 640/10000 [00:00<00:14, 666.63 it/sec, obj=[18.67226196 4.74273351]]
INFO - 08:56:04: 6%|▋ | 641/10000 [00:00<00:14, 666.92 it/sec, obj=[18.67226188 4.74273106]]
INFO - 08:56:04: 6%|▋ | 642/10000 [00:00<00:14, 667.23 it/sec, obj=[18.67226187 4.74273082]]
INFO - 08:56:04: 6%|▋ | 643/10000 [00:00<00:14, 667.50 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▋ | 644/10000 [00:00<00:14, 667.77 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▋ | 645/10000 [00:00<00:14, 668.01 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: 6%|▋ | 646/10000 [00:00<00:13, 668.28 it/sec, obj=[18.67226187 4.74273079]]
INFO - 08:56:04: Optimization result:
INFO - 08:56:04: Optimizer info:
INFO - 08:56:04: Status: None
INFO - 08:56:04: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:04: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:04: Solution:
INFO - 08:56:04: The solution is feasible.
INFO - 08:56:04: Objective: -0.007234238774027523
INFO - 08:56:04: Standardized constraints:
INFO - 08:56:04: beta_sub_optim_constraint = [ 4.81362403e-05 -1.74108279e-02]
INFO - 08:56:04: Design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.7756813943462906 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.103801505716712 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | 0.007234238774027523 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: Solving mNBI sub-problem for beta = [0.26530612 0.73469388]
INFO - 08:56:04: Optimization problem:
INFO - 08:56:04: minimize -t_extraction
INFO - 08:56:04: with respect to t, x, y
INFO - 08:56:04: subject to constraints:
INFO - 08:56:04: beta_sub_optim_constraint <= 0.0
INFO - 08:56:04: over the design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.7756813943462906 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.103801505716712 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | 0.007234238774027523 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: 6%|▋ | 647/10000 [00:00<00:14, 656.55 it/sec, obj=[18.32362144 5.25195205]]
INFO - 08:56:04: 6%|▋ | 648/10000 [00:00<00:14, 656.63 it/sec, obj=[18.36780717 5.17666812]]
INFO - 08:56:04: 6%|▋ | 649/10000 [00:00<00:14, 656.56 it/sec, obj=[18.35855416 5.18054993]]
INFO - 08:56:04: 6%|▋ | 650/10000 [00:00<00:14, 656.51 it/sec, obj=[18.35417742 5.15820441]]
INFO - 08:56:04: 7%|▋ | 651/10000 [00:00<00:14, 656.43 it/sec, obj=[18.33981652 5.15779502]]
INFO - 08:56:04: 7%|▋ | 652/10000 [00:00<00:14, 656.38 it/sec, obj=[18.33004888 5.17031249]]
INFO - 08:56:04: 7%|▋ | 653/10000 [00:00<00:14, 656.30 it/sec, obj=[18.33007395 5.17346763]]
INFO - 08:56:04: 7%|▋ | 654/10000 [00:00<00:14, 656.42 it/sec, obj=[18.3300513 5.17062786]]
INFO - 08:56:04: 7%|▋ | 655/10000 [00:00<00:14, 656.73 it/sec, obj=[18.33004912 5.17034402]]
INFO - 08:56:04: 7%|▋ | 656/10000 [00:00<00:14, 656.56 it/sec, obj=[18.3300489 5.17031564]]
INFO - 08:56:04: 7%|▋ | 657/10000 [00:01<00:14, 656.68 it/sec, obj=[18.33004888 5.1703128 ]]
INFO - 08:56:04: Optimization result:
INFO - 08:56:04: Optimizer info:
INFO - 08:56:04: Status: None
INFO - 08:56:04: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:04: Number of calls to the objective function by the optimizer: 14
INFO - 08:56:04: Solution:
INFO - 08:56:04: The solution is feasible.
INFO - 08:56:04: Objective: -0.0009035817791115461
INFO - 08:56:04: Standardized constraints:
INFO - 08:56:04: beta_sub_optim_constraint = [1.69595945e-06 5.37040866e-05]
INFO - 08:56:04: Design space:
INFO - 08:56:04: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.72918014826682 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.103155795930865 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | 0.0009035817791115461 | inf | float |
INFO - 08:56:04: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:04: Solving mNBI sub-problem for beta = [0.28571429 0.71428571]
INFO - 08:56:04: Optimization problem:
INFO - 08:56:04: minimize -t_extraction
INFO - 08:56:04: with respect to t, x, y
INFO - 08:56:04: subject to constraints:
INFO - 08:56:04: beta_sub_optim_constraint <= 0.0
INFO - 08:56:04: over the design space:
INFO - 08:56:04: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.72918014826682 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.103155795930865 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | 0.0009035817791115461 | inf | float |
INFO - 08:56:04: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:04: 7%|▋ | 658/10000 [00:01<00:14, 645.57 it/sec, obj=[17.99434926 5.68685809]]
INFO - 08:56:04: 7%|▋ | 659/10000 [00:01<00:14, 645.70 it/sec, obj=[18.03662255 5.61067627]]
INFO - 08:56:04: 7%|▋ | 660/10000 [00:01<00:14, 645.65 it/sec, obj=[18.027344 5.61490305]]
INFO - 08:56:04: 7%|▋ | 661/10000 [00:01<00:14, 645.58 it/sec, obj=[18.02296511 5.59205356]]
INFO - 08:56:04: 7%|▋ | 662/10000 [00:01<00:14, 645.56 it/sec, obj=[18.00867084 5.59137437]]
INFO - 08:56:04: 7%|▋ | 663/10000 [00:01<00:14, 645.50 it/sec, obj=[17.99866242 5.60462594]]
INFO - 08:56:04: 7%|▋ | 664/10000 [00:01<00:14, 645.47 it/sec, obj=[17.99857617 5.608162 ]]
INFO - 08:56:04: 7%|▋ | 665/10000 [00:01<00:14, 645.60 it/sec, obj=[17.9986537 5.60497939]]
INFO - 08:56:04: 7%|▋ | 666/10000 [00:01<00:14, 645.87 it/sec, obj=[17.99866155 5.60466128]]
INFO - 08:56:04: 7%|▋ | 667/10000 [00:01<00:14, 645.82 it/sec, obj=[17.99859357 5.60806986]]
INFO - 08:56:04: 7%|▋ | 668/10000 [00:01<00:14, 645.96 it/sec, obj=[17.99865466 5.60500199]]
INFO - 08:56:04: 7%|▋ | 669/10000 [00:01<00:14, 646.24 it/sec, obj=[17.99866086 5.60469535]]
INFO - 08:56:04: 7%|▋ | 670/10000 [00:01<00:14, 646.19 it/sec, obj=[17.99861042 5.60804802]]
INFO - 08:56:04: 7%|▋ | 671/10000 [00:01<00:14, 646.32 it/sec, obj=[17.99865573 5.60503048]]
INFO - 08:56:04: 7%|▋ | 672/10000 [00:01<00:14, 646.58 it/sec, obj=[17.99866034 5.60472886]]
INFO - 08:56:04: 7%|▋ | 673/10000 [00:01<00:14, 646.53 it/sec, obj=[17.99862711 5.60802562]]
INFO - 08:56:04: 7%|▋ | 674/10000 [00:01<00:14, 646.66 it/sec, obj=[17.99865693 5.6050584 ]]
INFO - 08:56:04: 7%|▋ | 675/10000 [00:01<00:14, 646.93 it/sec, obj=[17.99866 5.60476181]]
INFO - 08:56:04: 7%|▋ | 676/10000 [00:01<00:14, 646.89 it/sec, obj=[17.99864362 5.60800344]]
INFO - 08:56:04: 7%|▋ | 677/10000 [00:01<00:14, 647.00 it/sec, obj=[17.99865828 5.60508584]]
INFO - 08:56:04: 7%|▋ | 678/10000 [00:01<00:14, 647.28 it/sec, obj=[17.99865983 5.60479422]]
INFO - 08:56:04: 7%|▋ | 679/10000 [00:01<00:14, 647.38 it/sec, obj=[17.99865998 5.60476505]]
INFO - 08:56:04: 7%|▋ | 680/10000 [00:01<00:14, 647.34 it/sec, obj=[17.99864526 5.60799724]]
INFO - 08:56:04: 7%|▋ | 681/10000 [00:01<00:14, 647.46 it/sec, obj=[17.99865843 5.60508814]]
INFO - 08:56:04: 7%|▋ | 682/10000 [00:01<00:14, 647.76 it/sec, obj=[17.99865983 5.60479736]]
INFO - 08:56:04: 7%|▋ | 683/10000 [00:01<00:14, 647.86 it/sec, obj=[17.99865997 5.60476828]]
INFO - 08:56:04: 7%|▋ | 684/10000 [00:01<00:14, 647.80 it/sec, obj=[17.99864689 5.60799506]]
INFO - 08:56:04: 7%|▋ | 685/10000 [00:01<00:14, 647.94 it/sec, obj=[17.99865858 5.60509083]]
INFO - 08:56:04: 7%|▋ | 686/10000 [00:01<00:14, 648.23 it/sec, obj=[17.99865983 5.60480054]]
INFO - 08:56:04: 7%|▋ | 687/10000 [00:01<00:14, 648.31 it/sec, obj=[17.99865995 5.60477151]]
INFO - 08:56:04: 7%|▋ | 688/10000 [00:01<00:14, 648.28 it/sec, obj=[17.99864852 5.60799287]]
INFO - 08:56:04: 7%|▋ | 689/10000 [00:01<00:14, 648.39 it/sec, obj=[17.99865873 5.60509351]]
INFO - 08:56:04: 7%|▋ | 690/10000 [00:01<00:14, 648.67 it/sec, obj=[17.99865983 5.60480371]]
INFO - 08:56:04: 7%|▋ | 691/10000 [00:01<00:14, 648.76 it/sec, obj=[17.99865994 5.60477473]]
INFO - 08:56:04: 7%|▋ | 692/10000 [00:01<00:14, 648.67 it/sec, obj=[17.99865015 5.60799069]]
INFO - 08:56:04: 7%|▋ | 693/10000 [00:01<00:14, 648.80 it/sec, obj=[17.99865888 5.60509619]]
INFO - 08:56:04: 7%|▋ | 694/10000 [00:01<00:14, 649.09 it/sec, obj=[17.99865983 5.60480687]]
INFO - 08:56:04: 7%|▋ | 695/10000 [00:01<00:14, 649.17 it/sec, obj=[17.99865993 5.60477794]]
INFO - 08:56:04: 7%|▋ | 696/10000 [00:01<00:14, 649.14 it/sec, obj=[17.99865178 5.60798851]]
INFO - 08:56:04: 7%|▋ | 697/10000 [00:01<00:14, 649.23 it/sec, obj=[17.99865903 5.60509887]]
INFO - 08:56:04: 7%|▋ | 698/10000 [00:01<00:14, 649.49 it/sec, obj=[17.99865984 5.60481004]]
INFO - 08:56:04: 7%|▋ | 699/10000 [00:01<00:14, 649.58 it/sec, obj=[17.99865992 5.60478115]]
INFO - 08:56:04: 7%|▋ | 700/10000 [00:01<00:14, 649.55 it/sec, obj=[17.9986534 5.60798633]]
INFO - 08:56:04: 7%|▋ | 701/10000 [00:01<00:14, 649.64 it/sec, obj=[17.99865919 5.60510154]]
INFO - 08:56:04: 7%|▋ | 702/10000 [00:01<00:14, 649.93 it/sec, obj=[17.99865985 5.60481319]]
INFO - 08:56:04: 7%|▋ | 703/10000 [00:01<00:14, 650.02 it/sec, obj=[17.99865991 5.60478436]]
INFO - 08:56:04: 7%|▋ | 704/10000 [00:01<00:14, 649.96 it/sec, obj=[17.99865502 5.60798416]]
INFO - 08:56:04: 7%|▋ | 705/10000 [00:01<00:14, 650.08 it/sec, obj=[17.99865934 5.60510421]]
INFO - 08:56:04: 7%|▋ | 706/10000 [00:01<00:14, 650.37 it/sec, obj=[17.99865986 5.60481634]]
INFO - 08:56:04: Optimization result:
INFO - 08:56:04: Optimizer info:
INFO - 08:56:04: Status: None
INFO - 08:56:04: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:04: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:04: Solution:
INFO - 08:56:04: The solution is feasible.
INFO - 08:56:04: Objective: 0.0062383765398206755
INFO - 08:56:04: Standardized constraints:
INFO - 08:56:04: beta_sub_optim_constraint = [1.82156691e-06 6.08028803e-06]
INFO - 08:56:04: Design space:
INFO - 08:56:04: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.6845291143984985 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.103070382411159 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.006238376539820675 | inf | float |
INFO - 08:56:04: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:04: Solving mNBI sub-problem for beta = [0.30612245 0.69387755]
INFO - 08:56:04: Optimization problem:
INFO - 08:56:04: minimize -t_extraction
INFO - 08:56:04: with respect to t, x, y
INFO - 08:56:04: subject to constraints:
INFO - 08:56:04: beta_sub_optim_constraint <= 0.0
INFO - 08:56:04: over the design space:
INFO - 08:56:04: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.6845291143984985 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.103070382411159 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.006238376539820675 | inf | float |
INFO - 08:56:04: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:04: 7%|▋ | 707/10000 [00:01<00:14, 640.26 it/sec, obj=[17.67384396 6.13020637]]
INFO - 08:56:04: 7%|▋ | 708/10000 [00:01<00:14, 640.40 it/sec, obj=[17.71581018 6.05060437]]
INFO - 08:56:04: 7%|▋ | 709/10000 [00:01<00:14, 640.32 it/sec, obj=[17.7061658 6.05523269]]
INFO - 08:56:04: 7%|▋ | 710/10000 [00:01<00:14, 640.31 it/sec, obj=[17.70157564 6.03105643]]
INFO - 08:56:04: 7%|▋ | 711/10000 [00:01<00:14, 640.28 it/sec, obj=[17.68678734 6.0300614 ]]
INFO - 08:56:04: 7%|▋ | 712/10000 [00:01<00:14, 640.26 it/sec, obj=[17.67616196 6.04448762]]
INFO - 08:56:04: 7%|▋ | 713/10000 [00:01<00:14, 640.23 it/sec, obj=[17.67593996 6.0486108 ]]
INFO - 08:56:04: 7%|▋ | 714/10000 [00:01<00:14, 640.33 it/sec, obj=[17.67613966 6.04489975]]
INFO - 08:56:04: 7%|▋ | 715/10000 [00:01<00:14, 640.29 it/sec, obj=[17.67612798 6.04836296]]
INFO - 08:56:04: 7%|▋ | 716/10000 [00:01<00:14, 640.42 it/sec, obj=[17.6761384 6.04524594]]
INFO - 08:56:04: 7%|▋ | 717/10000 [00:01<00:14, 640.62 it/sec, obj=[17.67613953 6.04493437]]
INFO - 08:56:04: 7%|▋ | 718/10000 [00:01<00:14, 640.71 it/sec, obj=[17.67613964 6.04490322]]
INFO - 08:56:04: 7%|▋ | 719/10000 [00:01<00:14, 640.69 it/sec, obj=[17.6761297 6.04830948]]
INFO - 08:56:04: 7%|▋ | 720/10000 [00:01<00:14, 640.79 it/sec, obj=[17.67613857 6.04524371]]
INFO - 08:56:04: 7%|▋ | 721/10000 [00:01<00:14, 641.07 it/sec, obj=[17.67613953 6.04493726]]
INFO - 08:56:04: 7%|▋ | 722/10000 [00:01<00:14, 641.19 it/sec, obj=[17.67613963 6.04490662]]
INFO - 08:56:04: 7%|▋ | 723/10000 [00:01<00:14, 641.15 it/sec, obj=[17.67613137 6.04830719]]
INFO - 08:56:04: 7%|▋ | 724/10000 [00:01<00:14, 641.25 it/sec, obj=[17.67613872 6.04524654]]
INFO - 08:56:04: 7%|▋ | 725/10000 [00:01<00:14, 641.53 it/sec, obj=[17.67613954 6.04494061]]
INFO - 08:56:04: 7%|▋ | 726/10000 [00:01<00:14, 641.61 it/sec, obj=[17.67613962 6.04491002]]
INFO - 08:56:04: 7%|▋ | 727/10000 [00:01<00:14, 641.59 it/sec, obj=[17.67613304 6.04830486]]
INFO - 08:56:04: 7%|▋ | 728/10000 [00:01<00:14, 641.71 it/sec, obj=[17.67613888 6.04524937]]
INFO - 08:56:04: 7%|▋ | 729/10000 [00:01<00:14, 641.98 it/sec, obj=[17.67613955 6.04494395]]
INFO - 08:56:04: 7%|▋ | 730/10000 [00:01<00:14, 642.08 it/sec, obj=[17.67613962 6.04491341]]
INFO - 08:56:04: 7%|▋ | 731/10000 [00:01<00:14, 642.05 it/sec, obj=[17.67613471 6.04830254]]
INFO - 08:56:04: 7%|▋ | 732/10000 [00:01<00:14, 642.17 it/sec, obj=[17.67613904 6.04525219]]
INFO - 08:56:04: 7%|▋ | 733/10000 [00:01<00:14, 642.44 it/sec, obj=[17.67613956 6.04494729]]
INFO - 08:56:04: 7%|▋ | 734/10000 [00:01<00:14, 642.52 it/sec, obj=[17.67613961 6.0449168 ]]
INFO - 08:56:04: 7%|▋ | 735/10000 [00:01<00:14, 642.48 it/sec, obj=[17.67613638 6.04830022]]
INFO - 08:56:04: 7%|▋ | 736/10000 [00:01<00:14, 642.61 it/sec, obj=[17.6761392 6.04525501]]
INFO - 08:56:04: 7%|▋ | 737/10000 [00:01<00:14, 642.87 it/sec, obj=[17.67613957 6.04495062]]
INFO - 08:56:04: 7%|▋ | 738/10000 [00:01<00:14, 642.96 it/sec, obj=[17.67613961 6.04492018]]
INFO - 08:56:04: Optimization result:
INFO - 08:56:04: Optimizer info:
INFO - 08:56:04: Status: None
INFO - 08:56:04: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:04: Number of calls to the objective function by the optimizer: 35
INFO - 08:56:04: Solution:
INFO - 08:56:04: The solution is feasible.
INFO - 08:56:04: Objective: 0.013735364003237514
INFO - 08:56:04: Standardized constraints:
INFO - 08:56:04: beta_sub_optim_constraint = [2.08863927e-06 1.72517344e-05]
INFO - 08:56:04: Design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.6401665080925247 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.103646197076718 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.01373536400323751 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: Solving mNBI sub-problem for beta = [0.32653061 0.67346939]
INFO - 08:56:04: Optimization problem:
INFO - 08:56:04: minimize -t_extraction
INFO - 08:56:04: with respect to t, x, y
INFO - 08:56:04: subject to constraints:
INFO - 08:56:04: beta_sub_optim_constraint <= 0.0
INFO - 08:56:04: over the design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.6401665080925247 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.103646197076718 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.01373536400323751 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: 7%|▋ | 739/10000 [00:01<00:14, 633.51 it/sec, obj=[17.36073212 6.57853985]]
INFO - 08:56:04: 7%|▋ | 740/10000 [00:01<00:14, 633.64 it/sec, obj=[17.40265972 6.49523069]]
INFO - 08:56:04: 7%|▋ | 741/10000 [00:01<00:14, 633.62 it/sec, obj=[17.39257704 6.50030673]]
INFO - 08:56:04: 7%|▋ | 742/10000 [00:01<00:14, 633.58 it/sec, obj=[17.3877491 6.47468919]]
INFO - 08:56:04: 7%|▋ | 743/10000 [00:01<00:14, 633.54 it/sec, obj=[17.37238354 6.47305763]]
INFO - 08:56:04: 7%|▋ | 744/10000 [00:01<00:14, 633.49 it/sec, obj=[17.36094821 6.48882047]]
INFO - 08:56:04: 7%|▋ | 745/10000 [00:01<00:14, 633.47 it/sec, obj=[17.36053482 6.49370304]]
INFO - 08:56:04: 7%|▋ | 746/10000 [00:01<00:14, 633.61 it/sec, obj=[17.36090653 6.48931116]]
INFO - 08:56:04: 7%|▋ | 747/10000 [00:01<00:14, 633.55 it/sec, obj=[17.36074171 6.49350104]]
INFO - 08:56:04: 7%|▋ | 748/10000 [00:01<00:14, 633.64 it/sec, obj=[17.36088995 6.48972997]]
INFO - 08:56:04: 7%|▋ | 749/10000 [00:01<00:14, 633.75 it/sec, obj=[17.36090346 6.48938856]]
INFO - 08:56:04: 8%|▊ | 750/10000 [00:01<00:14, 633.68 it/sec, obj=[17.36077682 6.49339971]]
INFO - 08:56:04: 8%|▊ | 751/10000 [00:01<00:14, 633.82 it/sec, obj=[17.3608907 6.48978951]]
INFO - 08:56:04: 8%|▊ | 752/10000 [00:01<00:14, 634.10 it/sec, obj=[17.36090218 6.48942865]]
INFO - 08:56:04: 8%|▊ | 753/10000 [00:01<00:14, 634.05 it/sec, obj=[17.36079521 6.49336914]]
INFO - 08:56:04: 8%|▊ | 754/10000 [00:01<00:14, 634.19 it/sec, obj=[17.36089139 6.48982254]]
INFO - 08:56:04: 8%|▊ | 755/10000 [00:01<00:14, 634.46 it/sec, obj=[17.3609011 6.48946804]]
INFO - 08:56:04: 8%|▊ | 756/10000 [00:01<00:14, 634.42 it/sec, obj=[17.3608134 6.49334308]]
INFO - 08:56:04: 8%|▊ | 757/10000 [00:01<00:14, 634.54 it/sec, obj=[17.36089224 6.48985539]]
INFO - 08:56:04: 8%|▊ | 758/10000 [00:01<00:14, 634.82 it/sec, obj=[17.36090022 6.48950677]]
INFO - 08:56:04: 8%|▊ | 759/10000 [00:01<00:14, 634.77 it/sec, obj=[17.36083141 6.49331724]]
INFO - 08:56:04: 8%|▊ | 760/10000 [00:01<00:14, 634.90 it/sec, obj=[17.36089325 6.48988767]]
INFO - 08:56:04: 8%|▊ | 761/10000 [00:01<00:14, 635.17 it/sec, obj=[17.36089952 6.48954486]]
INFO - 08:56:04: 8%|▊ | 762/10000 [00:01<00:14, 635.12 it/sec, obj=[17.36084923 6.49329165]]
INFO - 08:56:04: 8%|▊ | 763/10000 [00:01<00:14, 635.24 it/sec, obj=[17.3608944 6.48991939]]
INFO - 08:56:04: 8%|▊ | 764/10000 [00:01<00:14, 635.51 it/sec, obj=[17.36089901 6.48958231]]
INFO - 08:56:04: 8%|▊ | 765/10000 [00:01<00:14, 635.46 it/sec, obj=[17.36086689 6.49326632]]
INFO - 08:56:04: 8%|▊ | 766/10000 [00:01<00:14, 635.59 it/sec, obj=[17.36089571 6.48995057]]
INFO - 08:56:04: 8%|▊ | 767/10000 [00:01<00:14, 635.85 it/sec, obj=[17.36089868 6.48961914]]
INFO - 08:56:04: 8%|▊ | 768/10000 [00:01<00:14, 635.75 it/sec, obj=[17.36088436 6.49324125]]
INFO - 08:56:04: 8%|▊ | 769/10000 [00:01<00:14, 635.87 it/sec, obj=[17.36089716 6.48998121]]
INFO - 08:56:04: 8%|▊ | 770/10000 [00:01<00:14, 636.12 it/sec, obj=[17.36089852 6.48965534]]
INFO - 08:56:04: 8%|▊ | 771/10000 [00:01<00:14, 636.21 it/sec, obj=[17.36089866 6.48962276]]
INFO - 08:56:04: 8%|▊ | 772/10000 [00:01<00:14, 636.21 it/sec, obj=[17.3608861 6.49323419]]
INFO - 08:56:04: 8%|▊ | 773/10000 [00:01<00:14, 636.31 it/sec, obj=[17.36089732 6.48998376]]
INFO - 08:56:04: 8%|▊ | 774/10000 [00:01<00:14, 636.57 it/sec, obj=[17.36089853 6.48965886]]
INFO - 08:56:04: 8%|▊ | 775/10000 [00:01<00:14, 636.68 it/sec, obj=[17.36089865 6.48962637]]
INFO - 08:56:04: 8%|▊ | 776/10000 [00:01<00:14, 636.65 it/sec, obj=[17.36088782 6.49323172]]
INFO - 08:56:04: 8%|▊ | 777/10000 [00:01<00:14, 636.78 it/sec, obj=[17.36089748 6.48998676]]
INFO - 08:56:04: 8%|▊ | 778/10000 [00:01<00:14, 637.00 it/sec, obj=[17.36089853 6.4896624 ]]
INFO - 08:56:04: 8%|▊ | 779/10000 [00:01<00:14, 636.97 it/sec, obj=[17.36089864 6.48962997]]
INFO - 08:56:04: 8%|▊ | 780/10000 [00:01<00:14, 636.96 it/sec, obj=[17.36088955 6.49322925]]
INFO - 08:56:04: 8%|▊ | 781/10000 [00:01<00:14, 637.09 it/sec, obj=[17.36089764 6.48998976]]
INFO - 08:56:04: 8%|▊ | 782/10000 [00:01<00:14, 637.33 it/sec, obj=[17.36089854 6.48966595]]
INFO - 08:56:04: 8%|▊ | 783/10000 [00:01<00:14, 637.43 it/sec, obj=[17.36089863 6.48963357]]
INFO - 08:56:04: 8%|▊ | 784/10000 [00:01<00:14, 637.42 it/sec, obj=[17.36089127 6.49322678]]
INFO - 08:56:04: 8%|▊ | 785/10000 [00:01<00:14, 637.51 it/sec, obj=[17.36089781 6.48999275]]
INFO - 08:56:04: 8%|▊ | 786/10000 [00:01<00:14, 637.77 it/sec, obj=[17.36089854 6.48966948]]
INFO - 08:56:04: 8%|▊ | 787/10000 [00:01<00:14, 637.87 it/sec, obj=[17.36089862 6.48963716]]
INFO - 08:56:04: Optimization result:
INFO - 08:56:04: Optimizer info:
INFO - 08:56:04: Status: None
INFO - 08:56:04: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:04: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:04: Solution:
INFO - 08:56:04: The solution is feasible.
INFO - 08:56:04: Objective: 0.021523411179742453
INFO - 08:56:04: Standardized constraints:
INFO - 08:56:04: beta_sub_optim_constraint = [2.41310665e-06 9.31739372e-05]
INFO - 08:56:04: Design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.5958512486356334 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.104933192067993 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.02152341117974245 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: Solving mNBI sub-problem for beta = [0.34693878 0.65306122]
INFO - 08:56:04: Optimization problem:
INFO - 08:56:04: minimize -t_extraction
INFO - 08:56:04: with respect to t, x, y
INFO - 08:56:04: subject to constraints:
INFO - 08:56:04: beta_sub_optim_constraint <= 0.0
INFO - 08:56:04: over the design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.5958512486356334 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.104933192067993 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.02152341117974245 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: 8%|▊ | 788/10000 [00:01<00:14, 628.97 it/sec, obj=[17.05358529 7.03096101]]
INFO - 08:56:04: 8%|▊ | 789/10000 [00:01<00:14, 629.10 it/sec, obj=[17.09572771 6.94360944]]
INFO - 08:56:04: 8%|▊ | 790/10000 [00:01<00:14, 629.06 it/sec, obj=[17.08511839 6.9491705 ]]
INFO - 08:56:04: 8%|▊ | 791/10000 [00:01<00:14, 629.06 it/sec, obj=[17.0800086 6.9219358]]
INFO - 08:56:04: 8%|▊ | 792/10000 [00:01<00:14, 629.03 it/sec, obj=[17.06394272 6.91931201]]
INFO - 08:56:04: 8%|▊ | 793/10000 [00:01<00:14, 629.04 it/sec, obj=[17.05146723 6.93660009]]
INFO - 08:56:04: 8%|▊ | 794/10000 [00:01<00:14, 629.04 it/sec, obj=[17.05078907 6.94245306]]
INFO - 08:56:04: 8%|▊ | 795/10000 [00:01<00:14, 629.14 it/sec, obj=[17.05136579 6.93747351]]
INFO - 08:56:04: 8%|▊ | 796/10000 [00:01<00:14, 628.97 it/sec, obj=[17.05112824 6.94223565]]
INFO - 08:56:04: 8%|▊ | 797/10000 [00:01<00:14, 629.06 it/sec, obj=[17.05134193 6.93794951]]
INFO - 08:56:04: 8%|▊ | 798/10000 [00:01<00:14, 629.04 it/sec, obj=[17.05133525 6.94188399]]
INFO - 08:56:04: 8%|▊ | 799/10000 [00:01<00:14, 629.17 it/sec, obj=[17.05134117 6.93834281]]
INFO - 08:56:04: 8%|▊ | 800/10000 [00:01<00:14, 629.40 it/sec, obj=[17.05134185 6.93798884]]
INFO - 08:56:04: 8%|▊ | 801/10000 [00:01<00:14, 629.50 it/sec, obj=[17.05134192 6.93795345]]
INFO - 08:56:04: 8%|▊ | 802/10000 [00:01<00:14, 629.50 it/sec, obj=[17.05133712 6.94182092]]
INFO - 08:56:04: 8%|▊ | 803/10000 [00:01<00:14, 629.60 it/sec, obj=[17.05134135 6.93834005]]
INFO - 08:56:04: 8%|▊ | 804/10000 [00:01<00:14, 629.86 it/sec, obj=[17.05134186 6.93799211]]
INFO - 08:56:04: 8%|▊ | 805/10000 [00:01<00:14, 629.94 it/sec, obj=[17.05134191 6.93795731]]
INFO - 08:56:04: Optimization result:
INFO - 08:56:04: Optimizer info:
INFO - 08:56:04: Status: None
INFO - 08:56:04: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:04: Number of calls to the objective function by the optimizer: 21
INFO - 08:56:04: Solution:
INFO - 08:56:04: The solution is feasible.
INFO - 08:56:04: Objective: 0.029539690922855077
INFO - 08:56:04: Standardized constraints:
INFO - 08:56:04: beta_sub_optim_constraint = [2.98645685e-06 3.26203833e-05]
INFO - 08:56:04: Design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.5512783178690076 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.107074787088362 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.02953969092285508 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: Solving mNBI sub-problem for beta = [0.36734694 0.63265306]
INFO - 08:56:04: Optimization problem:
INFO - 08:56:04: minimize -t_extraction
INFO - 08:56:04: with respect to t, x, y
INFO - 08:56:04: subject to constraints:
INFO - 08:56:04: beta_sub_optim_constraint <= 0.0
INFO - 08:56:04: over the design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.5512783178690076 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.107074787088362 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.02953969092285508 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: 8%|▊ | 806/10000 [00:01<00:14, 621.68 it/sec, obj=[16.75084733 7.4865978 ]]
INFO - 08:56:04: 8%|▊ | 807/10000 [00:01<00:14, 621.82 it/sec, obj=[16.79350047 7.39476575]]
INFO - 08:56:04: 8%|▊ | 808/10000 [00:01<00:14, 621.78 it/sec, obj=[16.78226846 7.40091577]]
INFO - 08:56:04: 8%|▊ | 809/10000 [00:01<00:14, 621.79 it/sec, obj=[16.77685776 7.37194629]]
INFO - 08:56:04: 8%|▊ | 810/10000 [00:01<00:14, 621.78 it/sec, obj=[16.76001104 7.36779231]]
INFO - 08:56:04: 8%|▊ | 811/10000 [00:01<00:14, 621.79 it/sec, obj=[16.74621705 7.38680013]]
INFO - 08:56:04: 8%|▊ | 812/10000 [00:01<00:14, 621.80 it/sec, obj=[16.74516725 7.39386072]]
INFO - 08:56:04: 8%|▊ | 813/10000 [00:01<00:14, 621.90 it/sec, obj=[16.74599715 7.38827654]]
INFO - 08:56:04: 8%|▊ | 814/10000 [00:01<00:14, 621.89 it/sec, obj=[16.74569199 7.39370546]]
INFO - 08:56:04: 8%|▊ | 815/10000 [00:01<00:14, 622.02 it/sec, obj=[16.74596651 7.38881918]]
INFO - 08:56:04: 8%|▊ | 816/10000 [00:01<00:14, 621.99 it/sec, obj=[16.74592061 7.39324242]]
INFO - 08:56:04: 8%|▊ | 817/10000 [00:01<00:14, 622.12 it/sec, obj=[16.74596182 7.38926132]]
INFO - 08:56:04: 8%|▊ | 818/10000 [00:01<00:14, 622.36 it/sec, obj=[16.74596604 7.38886339]]
INFO - 08:56:04: 8%|▊ | 819/10000 [00:01<00:14, 622.34 it/sec, obj=[16.74594069 7.39315026]]
INFO - 08:56:04: 8%|▊ | 820/10000 [00:01<00:14, 622.47 it/sec, obj=[16.74596341 7.38929191]]
INFO - 08:56:04: 8%|▊ | 821/10000 [00:01<00:14, 622.72 it/sec, obj=[16.74596577 7.38890624]]
INFO - 08:56:04: 8%|▊ | 822/10000 [00:01<00:14, 622.70 it/sec, obj=[16.74596027 7.39312116]]
INFO - 08:56:04: 8%|▊ | 823/10000 [00:01<00:14, 622.83 it/sec, obj=[16.74596513 7.38932757]]
INFO - 08:56:04: 8%|▊ | 824/10000 [00:01<00:14, 623.07 it/sec, obj=[16.74596571 7.38894837]]
INFO - 08:56:04: 8%|▊ | 825/10000 [00:01<00:14, 623.18 it/sec, obj=[16.74596577 7.38891045]]
INFO - 08:56:04: Optimization result:
INFO - 08:56:04: Optimizer info:
INFO - 08:56:04: Status: None
INFO - 08:56:04: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:04: Number of calls to the objective function by the optimizer: 23
INFO - 08:56:04: Solution:
INFO - 08:56:04: The solution is feasible.
INFO - 08:56:04: Objective: 0.037722975310157315
INFO - 08:56:04: Standardized constraints:
INFO - 08:56:04: beta_sub_optim_constraint = [3.74685509e-06 3.86679289e-05]
INFO - 08:56:04: Design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.5061796918898194 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.110134990166551 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.03772297531015732 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: Solving mNBI sub-problem for beta = [0.3877551 0.6122449]
INFO - 08:56:04: Optimization problem:
INFO - 08:56:04: minimize -t_extraction
INFO - 08:56:04: with respect to t, x, y
INFO - 08:56:04: subject to constraints:
INFO - 08:56:04: beta_sub_optim_constraint <= 0.0
INFO - 08:56:04: over the design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.5061796918898194 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.110134990166551 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.03772297531015732 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: 8%|▊ | 826/10000 [00:01<00:14, 615.32 it/sec, obj=[16.4511722 7.9445902]]
INFO - 08:56:04: 8%|▊ | 827/10000 [00:01<00:14, 615.45 it/sec, obj=[16.49462106 7.84779384]]
INFO - 08:56:04: 8%|▊ | 828/10000 [00:01<00:14, 615.44 it/sec, obj=[16.48264523 7.85462246]]
INFO - 08:56:04: 8%|▊ | 829/10000 [00:01<00:14, 615.43 it/sec, obj=[16.47688816 7.82371045]]
INFO - 08:56:04: 8%|▊ | 830/10000 [00:01<00:14, 615.44 it/sec, obj=[16.4591186 7.81739918]]
INFO - 08:56:04: 8%|▊ | 831/10000 [00:01<00:14, 615.46 it/sec, obj=[16.44365133 7.83834395]]
INFO - 08:56:04: 8%|▊ | 832/10000 [00:01<00:14, 615.45 it/sec, obj=[16.44207995 7.84685781]]
INFO - 08:56:04: 8%|▊ | 833/10000 [00:01<00:14, 615.59 it/sec, obj=[16.44320065 7.84078268]]
INFO - 08:56:04: 8%|▊ | 834/10000 [00:01<00:14, 615.56 it/sec, obj=[16.44286491 7.8469739 ]]
INFO - 08:56:04: 8%|▊ | 835/10000 [00:01<00:14, 615.69 it/sec, obj=[16.44316692 7.84140149]]
INFO - 08:56:04: 8%|▊ | 836/10000 [00:01<00:14, 615.70 it/sec, obj=[16.44312197 7.84632664]]
INFO - 08:56:04: 8%|▊ | 837/10000 [00:01<00:14, 615.80 it/sec, obj=[16.44316231 7.8418938 ]]
INFO - 08:56:04: 8%|▊ | 838/10000 [00:01<00:14, 616.06 it/sec, obj=[16.44316646 7.84145072]]
INFO - 08:56:04: 8%|▊ | 839/10000 [00:01<00:14, 616.06 it/sec, obj=[16.44314403 7.84622268]]
INFO - 08:56:04: 8%|▊ | 840/10000 [00:01<00:14, 616.17 it/sec, obj=[16.4431641 7.84192772]]
INFO - 08:56:04: 8%|▊ | 841/10000 [00:01<00:14, 616.43 it/sec, obj=[16.44316622 7.84149841]]
INFO - 08:56:04: 8%|▊ | 842/10000 [00:01<00:14, 616.50 it/sec, obj=[16.44316644 7.84145549]]
INFO - 08:56:04: 8%|▊ | 843/10000 [00:01<00:14, 616.48 it/sec, obj=[16.44314618 7.84621315]]
INFO - 08:56:04: 8%|▊ | 844/10000 [00:01<00:14, 616.61 it/sec, obj=[16.4431643 7.84193106]]
INFO - 08:56:04: 8%|▊ | 845/10000 [00:01<00:14, 616.86 it/sec, obj=[16.44316622 7.84150304]]
INFO - 08:56:04: 8%|▊ | 846/10000 [00:01<00:14, 616.94 it/sec, obj=[16.44316641 7.84146024]]
INFO - 08:56:04: 8%|▊ | 847/10000 [00:01<00:14, 616.95 it/sec, obj=[16.44314832 7.84620993]]
INFO - 08:56:04: 8%|▊ | 848/10000 [00:01<00:14, 617.08 it/sec, obj=[16.44316449 7.84193502]]
INFO - 08:56:04: 8%|▊ | 849/10000 [00:01<00:14, 617.28 it/sec, obj=[16.44316622 7.84150772]]
INFO - 08:56:04: 8%|▊ | 850/10000 [00:01<00:14, 617.39 it/sec, obj=[16.44316639 7.84146499]]
INFO - 08:56:04: 9%|▊ | 851/10000 [00:01<00:14, 617.39 it/sec, obj=[16.44315047 7.84620671]]
INFO - 08:56:04: 9%|▊ | 852/10000 [00:01<00:14, 617.51 it/sec, obj=[16.44316469 7.84193897]]
INFO - 08:56:04: 9%|▊ | 853/10000 [00:01<00:14, 617.76 it/sec, obj=[16.44316622 7.84151238]]
INFO - 08:56:04: 9%|▊ | 854/10000 [00:01<00:14, 617.87 it/sec, obj=[16.44316638 7.84146973]]
INFO - 08:56:04: 9%|▊ | 855/10000 [00:01<00:14, 617.85 it/sec, obj=[16.44315261 7.8462035 ]]
INFO - 08:56:04: 9%|▊ | 856/10000 [00:01<00:14, 617.94 it/sec, obj=[16.44316489 7.84194292]]
INFO - 08:56:04: 9%|▊ | 857/10000 [00:01<00:14, 618.18 it/sec, obj=[16.44316623 7.84151705]]
INFO - 08:56:04: 9%|▊ | 858/10000 [00:01<00:14, 618.28 it/sec, obj=[16.44316636 7.84147446]]
INFO - 08:56:04: 9%|▊ | 859/10000 [00:01<00:14, 618.29 it/sec, obj=[16.44315474 7.84620028]]
INFO - 08:56:04: 9%|▊ | 860/10000 [00:01<00:14, 618.40 it/sec, obj=[16.44316509 7.84194685]]
INFO - 08:56:04: 9%|▊ | 861/10000 [00:01<00:14, 618.64 it/sec, obj=[16.44316623 7.8415217 ]]
INFO - 08:56:04: 9%|▊ | 862/10000 [00:01<00:14, 618.74 it/sec, obj=[16.44316635 7.84147918]]
INFO - 08:56:04: 9%|▊ | 863/10000 [00:01<00:14, 618.73 it/sec, obj=[16.44315688 7.84619708]]
INFO - 08:56:04: 9%|▊ | 864/10000 [00:01<00:14, 618.85 it/sec, obj=[16.44316529 7.84195078]]
INFO - 08:56:04: 9%|▊ | 865/10000 [00:01<00:14, 619.10 it/sec, obj=[16.44316624 7.84152634]]
INFO - 08:56:04: 9%|▊ | 866/10000 [00:01<00:14, 619.19 it/sec, obj=[16.44316634 7.8414839 ]]
INFO - 08:56:04: 9%|▊ | 867/10000 [00:01<00:14, 619.19 it/sec, obj=[16.44315901 7.84619387]]
INFO - 08:56:04: 9%|▊ | 868/10000 [00:01<00:14, 619.32 it/sec, obj=[16.4431655 7.84195471]]
INFO - 08:56:04: 9%|▊ | 869/10000 [00:01<00:14, 619.55 it/sec, obj=[16.44316625 7.84153098]]
INFO - 08:56:04: 9%|▊ | 870/10000 [00:01<00:14, 619.63 it/sec, obj=[16.44316633 7.84148861]]
INFO - 08:56:04: 9%|▊ | 871/10000 [00:01<00:14, 619.64 it/sec, obj=[16.44316115 7.84619067]]
INFO - 08:56:04: 9%|▊ | 872/10000 [00:01<00:14, 619.74 it/sec, obj=[16.4431657 7.84195863]]
INFO - 08:56:04: 9%|▊ | 873/10000 [00:01<00:14, 619.98 it/sec, obj=[16.44316627 7.84153561]]
INFO - 08:56:04: 9%|▊ | 874/10000 [00:01<00:14, 620.09 it/sec, obj=[16.44316632 7.84149331]]
INFO - 08:56:04: Optimization result:
INFO - 08:56:04: Optimizer info:
INFO - 08:56:04: Status: None
INFO - 08:56:04: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:04: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:04: Solution:
INFO - 08:56:04: The solution is feasible.
INFO - 08:56:04: Objective: 0.04600939289217488
INFO - 08:56:04: Standardized constraints:
INFO - 08:56:04: beta_sub_optim_constraint = [4.89929117e-06 8.58265980e-06]
INFO - 08:56:04: Design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.4601957453719552 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.114287498392252 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.04600939289217488 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: Solving mNBI sub-problem for beta = [0.40816327 0.59183673]
INFO - 08:56:04: Optimization problem:
INFO - 08:56:04: minimize -t_extraction
INFO - 08:56:04: with respect to t, x, y
INFO - 08:56:04: subject to constraints:
INFO - 08:56:04: beta_sub_optim_constraint <= 0.0
INFO - 08:56:04: over the design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.4601957453719552 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.114287498392252 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.04600939289217488 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: 9%|▉ | 875/10000 [00:01<00:14, 612.24 it/sec, obj=[16.15294781 8.40404207]]
INFO - 08:56:04: 9%|▉ | 876/10000 [00:01<00:14, 612.35 it/sec, obj=[16.19753576 8.30166893]]
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INFO - 08:56:04: 9%|▉ | 911/10000 [00:01<00:14, 615.75 it/sec, obj=[16.14117108 8.29454791]]
INFO - 08:56:04: 9%|▉ | 912/10000 [00:01<00:14, 615.77 it/sec, obj=[16.14115188 8.30013367]]
INFO - 08:56:04: 9%|▉ | 913/10000 [00:01<00:14, 615.87 it/sec, obj=[16.14116902 8.29510624]]
INFO - 08:56:04: 9%|▉ | 914/10000 [00:01<00:14, 616.09 it/sec, obj=[16.14117087 8.29460374]]
INFO - 08:56:04: 9%|▉ | 915/10000 [00:01<00:14, 616.19 it/sec, obj=[16.14117106 8.29455349]]
INFO - 08:56:04: 9%|▉ | 916/10000 [00:01<00:14, 616.05 it/sec, obj=[16.14115438 8.30012993]]
INFO - 08:56:04: 9%|▉ | 917/10000 [00:01<00:14, 616.16 it/sec, obj=[16.14116925 8.29511089]]
INFO - 08:56:04: 9%|▉ | 918/10000 [00:01<00:14, 616.39 it/sec, obj=[16.14117088 8.29460923]]
INFO - 08:56:04: 9%|▉ | 919/10000 [00:01<00:14, 616.46 it/sec, obj=[16.14117104 8.29455906]]
INFO - 08:56:04: 9%|▉ | 920/10000 [00:01<00:14, 616.33 it/sec, obj=[16.14115686 8.30012619]]
INFO - 08:56:04: 9%|▉ | 921/10000 [00:01<00:14, 616.44 it/sec, obj=[16.14116948 8.29511553]]
INFO - 08:56:04: 9%|▉ | 922/10000 [00:01<00:14, 616.65 it/sec, obj=[16.14117088 8.29461471]]
INFO - 08:56:04: 9%|▉ | 923/10000 [00:01<00:14, 616.75 it/sec, obj=[16.14117103 8.29456463]]
INFO - 08:56:04: Optimization result:
INFO - 08:56:04: Optimizer info:
INFO - 08:56:04: Status: None
INFO - 08:56:04: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:04: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:04: Solution:
INFO - 08:56:04: The solution is feasible.
INFO - 08:56:04: Objective: 0.054327988265171615
INFO - 08:56:04: Standardized constraints:
INFO - 08:56:04: beta_sub_optim_constraint = [6.38745305e-06 1.53194358e-05]
INFO - 08:56:04: Design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.4129050843954137 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.119728698700339 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.05432798826517161 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: Solving mNBI sub-problem for beta = [0.42857143 0.57142857]
INFO - 08:56:04: Optimization problem:
INFO - 08:56:04: minimize -t_extraction
INFO - 08:56:04: with respect to t, x, y
INFO - 08:56:04: subject to constraints:
INFO - 08:56:04: beta_sub_optim_constraint <= 0.0
INFO - 08:56:04: over the design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.4129050843954137 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.119728698700339 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.05432798826517161 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: 9%|▉ | 924/10000 [00:01<00:14, 609.67 it/sec, obj=[15.8544266 8.86395874]]
INFO - 08:56:04: 9%|▉ | 925/10000 [00:01<00:14, 609.79 it/sec, obj=[15.90055712 8.75526167]]
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INFO - 08:56:04: 9%|▉ | 931/10000 [00:01<00:14, 609.90 it/sec, obj=[15.83878747 8.75445756]]
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INFO - 08:56:04: 10%|▉ | 960/10000 [00:01<00:14, 616.01 it/sec, obj=[15.83633951 8.75140377]]
INFO - 08:56:04: 10%|▉ | 961/10000 [00:01<00:14, 616.22 it/sec, obj=[15.83633951 8.75140377]]
INFO - 08:56:04: 10%|▉ | 962/10000 [00:01<00:14, 616.44 it/sec, obj=[15.83633951 8.75140377]]
INFO - 08:56:04: 10%|▉ | 963/10000 [00:01<00:14, 616.66 it/sec, obj=[15.83633951 8.75140377]]
INFO - 08:56:04: 10%|▉ | 964/10000 [00:01<00:14, 616.76 it/sec, obj=[15.83878775 8.75252307]]
INFO - 08:56:04: 10%|▉ | 965/10000 [00:01<00:14, 616.98 it/sec, obj=[15.83658417 8.75151578]]
INFO - 08:56:04: 10%|▉ | 966/10000 [00:01<00:14, 617.19 it/sec, obj=[15.83636397 8.75141497]]
INFO - 08:56:04: 10%|▉ | 967/10000 [00:01<00:14, 617.41 it/sec, obj=[15.83634195 8.75140489]]
INFO - 08:56:04: 10%|▉ | 968/10000 [00:01<00:14, 617.61 it/sec, obj=[15.83633975 8.75140388]]
INFO - 08:56:04: 10%|▉ | 969/10000 [00:01<00:14, 617.79 it/sec, obj=[15.83633953 8.75140378]]
INFO - 08:56:04: 10%|▉ | 970/10000 [00:01<00:14, 618.00 it/sec, obj=[15.83633951 8.75140377]]
INFO - 08:56:04: 10%|▉ | 971/10000 [00:01<00:14, 618.19 it/sec, obj=[15.83633951 8.75140377]]
INFO - 08:56:04: 10%|▉ | 972/10000 [00:01<00:14, 618.40 it/sec, obj=[15.83633951 8.75140377]]
INFO - 08:56:04: Optimization result:
INFO - 08:56:04: Optimizer info:
INFO - 08:56:04: Status: None
INFO - 08:56:04: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:04: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:04: Solution:
INFO - 08:56:04: The solution is feasible.
INFO - 08:56:04: Objective: 0.06266889002813054
INFO - 08:56:04: Standardized constraints:
INFO - 08:56:04: beta_sub_optim_constraint = [ 1.72742633e-05 -7.63522092e-03]
INFO - 08:56:04: Design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.3636115390854115 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.127406765425707 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.06266889002813054 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: Solving mNBI sub-problem for beta = [0.44897959 0.55102041]
INFO - 08:56:04: Optimization problem:
INFO - 08:56:04: minimize -t_extraction
INFO - 08:56:04: with respect to t, x, y
INFO - 08:56:04: subject to constraints:
INFO - 08:56:04: beta_sub_optim_constraint <= 0.0
INFO - 08:56:04: over the design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.3636115390854115 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.127406765425707 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.06266889002813054 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: 10%|▉ | 973/10000 [00:01<00:14, 611.49 it/sec, obj=[15.55174521 9.32412258]]
INFO - 08:56:04: 10%|▉ | 974/10000 [00:01<00:14, 611.60 it/sec, obj=[15.60083007 9.20652379]]
INFO - 08:56:04: 10%|▉ | 975/10000 [00:01<00:14, 611.59 it/sec, obj=[15.58554562 9.21757664]]
INFO - 08:56:04: 10%|▉ | 976/10000 [00:01<00:14, 611.59 it/sec, obj=[15.57897313 9.18053189]]
INFO - 08:56:04: 10%|▉ | 977/10000 [00:01<00:14, 611.55 it/sec, obj=[15.55825097 9.15987773]]
INFO - 08:56:04: 10%|▉ | 978/10000 [00:01<00:14, 611.64 it/sec, obj=[15.534334 9.18761904]]
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INFO - 08:56:04: 10%|▉ | 994/10000 [00:01<00:14, 614.47 it/sec, obj=[15.52930697 9.20277676]]
INFO - 08:56:04: 10%|▉ | 995/10000 [00:01<00:14, 614.66 it/sec, obj=[15.5293042 9.20277558]]
INFO - 08:56:04: 10%|▉ | 996/10000 [00:01<00:14, 614.87 it/sec, obj=[15.52930392 9.20277546]]
INFO - 08:56:04: 10%|▉ | 997/10000 [00:01<00:14, 615.09 it/sec, obj=[15.52930389 9.20277545]]
INFO - 08:56:04: 10%|▉ | 998/10000 [00:01<00:14, 615.30 it/sec, obj=[15.52930389 9.20277545]]
INFO - 08:56:04: 10%|▉ | 999/10000 [00:01<00:14, 615.48 it/sec, obj=[15.52930389 9.20277545]]
INFO - 08:56:04: 10%|█ | 1000/10000 [00:01<00:14, 615.69 it/sec, obj=[15.52930389 9.20277545]]
INFO - 08:56:04: 10%|█ | 1001/10000 [00:01<00:14, 615.90 it/sec, obj=[15.52930389 9.20277545]]
INFO - 08:56:04: 10%|█ | 1002/10000 [00:01<00:14, 616.01 it/sec, obj=[15.53239094 9.20380706]]
INFO - 08:56:04: 10%|█ | 1003/10000 [00:01<00:14, 616.21 it/sec, obj=[15.52961237 9.20287879]]
INFO - 08:56:04: 10%|█ | 1004/10000 [00:01<00:14, 616.42 it/sec, obj=[15.52933473 9.20278579]]
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INFO - 08:56:04: 10%|█ | 1006/10000 [00:01<00:14, 616.83 it/sec, obj=[15.5293042 9.20277555]]
INFO - 08:56:04: 10%|█ | 1007/10000 [00:01<00:14, 617.03 it/sec, obj=[15.52930392 9.20277546]]
INFO - 08:56:04: 10%|█ | 1008/10000 [00:01<00:14, 617.25 it/sec, obj=[15.52930389 9.20277545]]
INFO - 08:56:04: 10%|█ | 1009/10000 [00:01<00:14, 617.45 it/sec, obj=[15.52930389 9.20277545]]
INFO - 08:56:04: 10%|█ | 1010/10000 [00:01<00:14, 617.65 it/sec, obj=[15.52930389 9.20277545]]
INFO - 08:56:04: 10%|█ | 1011/10000 [00:01<00:14, 617.85 it/sec, obj=[15.52930389 9.20277545]]
INFO - 08:56:04: 10%|█ | 1012/10000 [00:01<00:14, 618.05 it/sec, obj=[15.52930389 9.20277545]]
INFO - 08:56:04: 10%|█ | 1013/10000 [00:01<00:14, 618.15 it/sec, obj=[15.53239095 9.20375688]]
INFO - 08:56:04: 10%|█ | 1014/10000 [00:01<00:14, 618.35 it/sec, obj=[15.52961237 9.20287378]]
INFO - 08:56:04: 10%|█ | 1015/10000 [00:01<00:14, 618.56 it/sec, obj=[15.52933473 9.20278528]]
INFO - 08:56:04: 10%|█ | 1016/10000 [00:01<00:14, 618.77 it/sec, obj=[15.52930697 9.20277643]]
INFO - 08:56:04: 10%|█ | 1017/10000 [00:01<00:14, 618.96 it/sec, obj=[15.5293042 9.20277555]]
INFO - 08:56:04: 10%|█ | 1018/10000 [00:01<00:14, 619.16 it/sec, obj=[15.52930392 9.20277546]]
INFO - 08:56:04: 10%|█ | 1019/10000 [00:01<00:14, 619.36 it/sec, obj=[15.52930389 9.20277545]]
INFO - 08:56:04: 10%|█ | 1020/10000 [00:01<00:14, 619.56 it/sec, obj=[15.52930389 9.20277545]]
INFO - 08:56:04: 10%|█ | 1021/10000 [00:01<00:14, 619.75 it/sec, obj=[15.52930389 9.20277545]]
INFO - 08:56:04: Optimization result:
INFO - 08:56:04: Optimizer info:
INFO - 08:56:04: Status: None
INFO - 08:56:04: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:04: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:04: Solution:
INFO - 08:56:04: The solution is feasible.
INFO - 08:56:04: Objective: 0.07085049841491922
INFO - 08:56:04: Standardized constraints:
INFO - 08:56:04: beta_sub_optim_constraint = [ 2.79110959e-05 -1.13249532e-02]
INFO - 08:56:04: Design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.3121439056117678 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.136360631818128 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.07085049841491922 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: Solving mNBI sub-problem for beta = [0.46938776 0.53061224]
INFO - 08:56:04: Optimization problem:
INFO - 08:56:04: minimize -t_extraction
INFO - 08:56:04: with respect to t, x, y
INFO - 08:56:04: subject to constraints:
INFO - 08:56:04: beta_sub_optim_constraint <= 0.0
INFO - 08:56:04: over the design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.3121439056117678 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.136360631818128 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.07085049841491922 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: 10%|█ | 1022/10000 [00:01<00:14, 612.87 it/sec, obj=[15.24567353 9.78202146]]
INFO - 08:56:04: 10%|█ | 1023/10000 [00:01<00:14, 612.98 it/sec, obj=[15.29782308 9.65481946]]
INFO - 08:56:04: 10%|█ | 1024/10000 [00:01<00:14, 612.96 it/sec, obj=[15.28071899 9.66822616]]
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INFO - 08:56:04: 10%|█ | 1026/10000 [00:01<00:14, 612.99 it/sec, obj=[15.25152531 9.59886331]]
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INFO - 08:56:04: 11%|█ | 1051/10000 [00:01<00:14, 617.18 it/sec, obj=[15.2192083 9.65118847]]
INFO - 08:56:04: 11%|█ | 1052/10000 [00:01<00:14, 617.35 it/sec, obj=[15.21552828 9.65049377]]
INFO - 08:56:04: 11%|█ | 1053/10000 [00:01<00:14, 617.55 it/sec, obj=[15.21516061 9.65042391]]
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INFO - 08:56:04: 11%|█ | 1056/10000 [00:01<00:14, 618.13 it/sec, obj=[15.2151198 9.65041615]]
INFO - 08:56:04: 11%|█ | 1057/10000 [00:01<00:14, 618.33 it/sec, obj=[15.21511976 9.65041614]]
INFO - 08:56:04: 11%|█ | 1058/10000 [00:01<00:14, 618.51 it/sec, obj=[15.21511976 9.65041614]]
INFO - 08:56:04: 11%|█ | 1059/10000 [00:01<00:14, 618.71 it/sec, obj=[15.21511976 9.65041614]]
INFO - 08:56:04: 11%|█ | 1060/10000 [00:01<00:14, 618.90 it/sec, obj=[15.21511976 9.65041614]]
INFO - 08:56:04: 11%|█ | 1061/10000 [00:01<00:14, 619.09 it/sec, obj=[15.21511976 9.65041614]]
INFO - 08:56:04: 11%|█ | 1062/10000 [00:01<00:14, 619.18 it/sec, obj=[15.21920832 9.65107692]]
INFO - 08:56:04: 11%|█ | 1063/10000 [00:01<00:14, 619.37 it/sec, obj=[15.21552829 9.65048261]]
INFO - 08:56:04: 11%|█ | 1064/10000 [00:01<00:14, 619.56 it/sec, obj=[15.21516061 9.65042279]]
INFO - 08:56:04: 11%|█ | 1065/10000 [00:01<00:14, 619.75 it/sec, obj=[15.21512384 9.6504168 ]]
INFO - 08:56:04: 11%|█ | 1066/10000 [00:01<00:14, 619.93 it/sec, obj=[15.21512017 9.65041621]]
INFO - 08:56:04: 11%|█ | 1067/10000 [00:01<00:14, 620.13 it/sec, obj=[15.2151198 9.65041615]]
INFO - 08:56:04: 11%|█ | 1068/10000 [00:01<00:14, 620.33 it/sec, obj=[15.21511976 9.65041614]]
INFO - 08:56:04: 11%|█ | 1069/10000 [00:01<00:14, 620.51 it/sec, obj=[15.21511976 9.65041614]]
INFO - 08:56:04: 11%|█ | 1070/10000 [00:01<00:14, 620.70 it/sec, obj=[15.21511976 9.65041614]]
INFO - 08:56:04: Optimization result:
INFO - 08:56:04: Optimizer info:
INFO - 08:56:04: Status: None
INFO - 08:56:04: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:04: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:04: Solution:
INFO - 08:56:04: The solution is feasible.
INFO - 08:56:04: Objective: 0.0787817603263474
INFO - 08:56:04: Standardized constraints:
INFO - 08:56:04: beta_sub_optim_constraint = [ 4.79617952e-05 -1.69828218e-02]
INFO - 08:56:04: Design space:
INFO - 08:56:04: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.2572319058560046 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.147817951317796 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.0787817603263474 | inf | float |
INFO - 08:56:04: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:04: Solving mNBI sub-problem for beta = [0.48979592 0.51020408]
INFO - 08:56:04: Optimization problem:
INFO - 08:56:04: minimize -t_extraction
INFO - 08:56:04: with respect to t, x, y
INFO - 08:56:04: subject to constraints:
INFO - 08:56:04: beta_sub_optim_constraint <= 0.0
INFO - 08:56:04: over the design space:
INFO - 08:56:04: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.2572319058560046 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.147817951317796 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.0787817603263474 | inf | float |
INFO - 08:56:04: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:04: 11%|█ | 1071/10000 [00:01<00:14, 613.83 it/sec, obj=[14.93087464 10.23639039]]
INFO - 08:56:04: 11%|█ | 1072/10000 [00:01<00:14, 613.94 it/sec, obj=[14.98722918 10.09716923]]
INFO - 08:56:04: 11%|█ | 1073/10000 [00:01<00:14, 613.91 it/sec, obj=[14.96769373 10.11391574]]
INFO - 08:56:04: 11%|█ | 1074/10000 [00:01<00:14, 613.92 it/sec, obj=[14.96045278 10.07045683]]
INFO - 08:56:04: 11%|█ | 1075/10000 [00:01<00:14, 613.92 it/sec, obj=[14.93630443 10.02859019]]
INFO - 08:56:04: 11%|█ | 1076/10000 [00:01<00:14, 614.03 it/sec, obj=[14.90058515 10.06026864]]
INFO - 08:56:04: 11%|█ | 1077/10000 [00:01<00:14, 614.02 it/sec, obj=[14.88888575 10.09023131]]
INFO - 08:56:04: 11%|█ | 1078/10000 [00:01<00:14, 614.01 it/sec, obj=[14.89391814 10.09339761]]
INFO - 08:56:04: 11%|█ | 1079/10000 [00:01<00:14, 614.21 it/sec, obj=[14.88938832 10.09054865]]
INFO - 08:56:04: 11%|█ | 1080/10000 [00:01<00:14, 614.40 it/sec, obj=[14.888936 10.09026305]]
INFO - 08:56:04: 11%|█ | 1081/10000 [00:01<00:14, 614.58 it/sec, obj=[14.88889077 10.09023449]]
INFO - 08:56:04: 11%|█ | 1082/10000 [00:01<00:14, 614.77 it/sec, obj=[14.88888625 10.09023163]]
INFO - 08:56:04: 11%|█ | 1083/10000 [00:01<00:14, 614.96 it/sec, obj=[14.8888858 10.09023135]]
INFO - 08:56:04: 11%|█ | 1084/10000 [00:01<00:14, 615.16 it/sec, obj=[14.88888575 10.09023132]]
INFO - 08:56:04: 11%|█ | 1085/10000 [00:01<00:14, 615.33 it/sec, obj=[14.88888575 10.09023132]]
INFO - 08:56:04: 11%|█ | 1086/10000 [00:01<00:14, 615.52 it/sec, obj=[14.88888575 10.09023132]]
INFO - 08:56:04: 11%|█ | 1087/10000 [00:01<00:14, 615.71 it/sec, obj=[14.88888575 10.09023131]]
INFO - 08:56:04: 11%|█ | 1088/10000 [00:01<00:14, 615.89 it/sec, obj=[14.88888575 10.09023131]]
INFO - 08:56:04: 11%|█ | 1089/10000 [00:01<00:14, 615.99 it/sec, obj=[14.89391824 10.09246266]]
INFO - 08:56:04: 11%|█ | 1090/10000 [00:01<00:14, 616.19 it/sec, obj=[14.88938841 10.09045516]]
INFO - 08:56:04: 11%|█ | 1091/10000 [00:01<00:14, 616.38 it/sec, obj=[14.88893601 10.09025371]]
INFO - 08:56:04: 11%|█ | 1092/10000 [00:01<00:14, 616.55 it/sec, obj=[14.88889077 10.09023355]]
INFO - 08:56:04: 11%|█ | 1093/10000 [00:01<00:14, 616.74 it/sec, obj=[14.88888625 10.09023154]]
INFO - 08:56:04: 11%|█ | 1094/10000 [00:01<00:14, 616.93 it/sec, obj=[14.8888858 10.09023134]]
INFO - 08:56:04: 11%|█ | 1095/10000 [00:01<00:14, 617.11 it/sec, obj=[14.88888575 10.09023132]]
INFO - 08:56:04: 11%|█ | 1096/10000 [00:01<00:14, 617.29 it/sec, obj=[14.88888575 10.09023132]]
INFO - 08:56:04: 11%|█ | 1097/10000 [00:01<00:14, 617.48 it/sec, obj=[14.88888575 10.09023131]]
INFO - 08:56:04: 11%|█ | 1098/10000 [00:01<00:14, 617.67 it/sec, obj=[14.88888575 10.09023131]]
INFO - 08:56:04: 11%|█ | 1099/10000 [00:01<00:14, 617.84 it/sec, obj=[14.88888575 10.09023131]]
INFO - 08:56:04: 11%|█ | 1100/10000 [00:01<00:14, 617.94 it/sec, obj=[14.89391828 10.09219608]]
INFO - 08:56:04: 11%|█ | 1101/10000 [00:01<00:14, 618.13 it/sec, obj=[14.88938844 10.0904285 ]]
INFO - 08:56:04: 11%|█ | 1102/10000 [00:01<00:14, 618.29 it/sec, obj=[14.88893601 10.09025104]]
INFO - 08:56:04: 11%|█ | 1103/10000 [00:01<00:14, 618.46 it/sec, obj=[14.88889077 10.09023329]]
INFO - 08:56:04: 11%|█ | 1104/10000 [00:01<00:14, 618.65 it/sec, obj=[14.88888625 10.09023151]]
INFO - 08:56:04: 11%|█ | 1105/10000 [00:01<00:14, 618.84 it/sec, obj=[14.8888858 10.09023133]]
INFO - 08:56:04: 11%|█ | 1106/10000 [00:01<00:14, 619.01 it/sec, obj=[14.88888575 10.09023132]]
INFO - 08:56:04: 11%|█ | 1107/10000 [00:01<00:14, 619.19 it/sec, obj=[14.88888575 10.09023132]]
INFO - 08:56:04: 11%|█ | 1108/10000 [00:01<00:14, 619.37 it/sec, obj=[14.88888575 10.09023131]]
INFO - 08:56:04: 11%|█ | 1109/10000 [00:01<00:14, 619.56 it/sec, obj=[14.88888575 10.09023131]]
INFO - 08:56:04: 11%|█ | 1110/10000 [00:01<00:14, 619.73 it/sec, obj=[14.88888575 10.09023131]]
INFO - 08:56:04: 11%|█ | 1111/10000 [00:01<00:14, 619.84 it/sec, obj=[14.89391829 10.09210816]]
INFO - 08:56:04: 11%|█ | 1112/10000 [00:01<00:14, 620.02 it/sec, obj=[14.88938845 10.09041971]]
INFO - 08:56:04: 11%|█ | 1113/10000 [00:01<00:14, 620.20 it/sec, obj=[14.88893601 10.09025016]]
INFO - 08:56:04: 11%|█ | 1114/10000 [00:01<00:14, 620.38 it/sec, obj=[14.88889077 10.0902332 ]]
INFO - 08:56:04: 11%|█ | 1115/10000 [00:01<00:14, 620.57 it/sec, obj=[14.88888625 10.0902315 ]]
INFO - 08:56:04: 11%|█ | 1116/10000 [00:01<00:14, 620.75 it/sec, obj=[14.8888858 10.09023133]]
INFO - 08:56:04: 11%|█ | 1117/10000 [00:01<00:14, 620.92 it/sec, obj=[14.88888575 10.09023132]]
INFO - 08:56:04: 11%|█ | 1118/10000 [00:01<00:14, 621.11 it/sec, obj=[14.88888575 10.09023132]]
INFO - 08:56:04: 11%|█ | 1119/10000 [00:01<00:14, 621.23 it/sec, obj=[14.88888575 10.09023131]]
INFO - 08:56:04: Optimization result:
INFO - 08:56:04: Optimizer info:
INFO - 08:56:04: Status: None
INFO - 08:56:04: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:04: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:04: Solution:
INFO - 08:56:04: The solution is feasible.
INFO - 08:56:04: Objective: 0.08629410935760148
INFO - 08:56:04: Standardized constraints:
INFO - 08:56:04: beta_sub_optim_constraint = [ 8.83056864e-05 -2.60251277e-02]
INFO - 08:56:04: Design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.1974426398740056 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.162624728009152 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.08629410935760148 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: Solving mNBI sub-problem for beta = [0.51020408 0.48979592]
INFO - 08:56:04: Optimization problem:
INFO - 08:56:04: minimize -t_extraction
INFO - 08:56:04: with respect to t, x, y
INFO - 08:56:04: subject to constraints:
INFO - 08:56:04: beta_sub_optim_constraint <= 0.0
INFO - 08:56:04: over the design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.1974426398740056 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.162624728009152 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.08629410935760148 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: 11%|█ | 1120/10000 [00:01<00:14, 614.41 it/sec, obj=[14.60197923 10.68484973]]
INFO - 08:56:04: 11%|█ | 1121/10000 [00:01<00:14, 614.51 it/sec, obj=[14.66429366 10.52995626]]
INFO - 08:56:04: 11%|█ | 1122/10000 [00:01<00:14, 614.50 it/sec, obj=[14.64135175 10.55144054]]
INFO - 08:56:04: 11%|█ | 1123/10000 [00:01<00:14, 614.49 it/sec, obj=[14.63380849 10.50349075]]
INFO - 08:56:04: 11%|█ | 1124/10000 [00:01<00:14, 614.50 it/sec, obj=[14.60714251 10.44311856]]
INFO - 08:56:04: 11%|█▏ | 1125/10000 [00:01<00:14, 614.60 it/sec, obj=[14.56121447 10.4741727 ]]
INFO - 08:56:04: 11%|█▏ | 1126/10000 [00:01<00:14, 614.70 it/sec, obj=[14.54216821 10.51542316]]
INFO - 08:56:04: 11%|█▏ | 1127/10000 [00:01<00:14, 614.80 it/sec, obj=[14.5474507 10.51883727]]
INFO - 08:56:04: 11%|█▏ | 1128/10000 [00:01<00:14, 614.99 it/sec, obj=[14.54269577 10.5157655 ]]
INFO - 08:56:04: 11%|█▏ | 1129/10000 [00:01<00:14, 615.16 it/sec, obj=[14.54222096 10.5154574 ]]
INFO - 08:56:04: 11%|█▏ | 1130/10000 [00:01<00:14, 615.34 it/sec, obj=[14.54217349 10.51542658]]
INFO - 08:56:04: 11%|█▏ | 1131/10000 [00:01<00:14, 615.53 it/sec, obj=[14.54216874 10.5154235 ]]
INFO - 08:56:04: 11%|█▏ | 1132/10000 [00:01<00:14, 615.70 it/sec, obj=[14.54216826 10.51542319]]
INFO - 08:56:04: 11%|█▏ | 1133/10000 [00:01<00:14, 615.88 it/sec, obj=[14.54216822 10.51542316]]
INFO - 08:56:04: 11%|█▏ | 1134/10000 [00:01<00:14, 616.07 it/sec, obj=[14.54216821 10.51542316]]
INFO - 08:56:04: 11%|█▏ | 1135/10000 [00:01<00:14, 616.25 it/sec, obj=[14.54216821 10.51542316]]
INFO - 08:56:04: 11%|█▏ | 1136/10000 [00:01<00:14, 616.41 it/sec, obj=[14.54216821 10.51542316]]
INFO - 08:56:04: 11%|█▏ | 1137/10000 [00:01<00:14, 616.59 it/sec, obj=[14.54216821 10.51542316]]
INFO - 08:56:04: 11%|█▏ | 1138/10000 [00:01<00:14, 616.70 it/sec, obj=[14.54744959 10.52103897]]
INFO - 08:56:04: 11%|█▏ | 1139/10000 [00:01<00:14, 616.87 it/sec, obj=[14.54269544 10.51598564]]
INFO - 08:56:04: 11%|█▏ | 1140/10000 [00:01<00:14, 617.04 it/sec, obj=[14.54222092 10.51547941]]
INFO - 08:56:04: 11%|█▏ | 1141/10000 [00:01<00:14, 617.22 it/sec, obj=[14.54217348 10.51542878]]
INFO - 08:56:04: 11%|█▏ | 1142/10000 [00:01<00:14, 617.40 it/sec, obj=[14.54216874 10.51542372]]
INFO - 08:56:04: 11%|█▏ | 1143/10000 [00:01<00:14, 617.57 it/sec, obj=[14.54216826 10.51542321]]
INFO - 08:56:04: 11%|█▏ | 1144/10000 [00:01<00:14, 617.76 it/sec, obj=[14.54216822 10.51542316]]
INFO - 08:56:04: 11%|█▏ | 1145/10000 [00:01<00:14, 617.93 it/sec, obj=[14.54216821 10.51542316]]
INFO - 08:56:04: 11%|█▏ | 1146/10000 [00:01<00:14, 618.12 it/sec, obj=[14.54216821 10.51542316]]
INFO - 08:56:04: 11%|█▏ | 1147/10000 [00:01<00:14, 618.28 it/sec, obj=[14.54216821 10.51542316]]
INFO - 08:56:04: 11%|█▏ | 1148/10000 [00:01<00:14, 618.46 it/sec, obj=[14.54216821 10.51542316]]
INFO - 08:56:04: 11%|█▏ | 1149/10000 [00:01<00:14, 618.56 it/sec, obj=[14.54744916 10.52213459]]
INFO - 08:56:04: 12%|█▏ | 1150/10000 [00:01<00:14, 618.74 it/sec, obj=[14.54269527 10.51609516]]
INFO - 08:56:04: 12%|█▏ | 1151/10000 [00:01<00:14, 618.91 it/sec, obj=[14.54222091 10.51549037]]
INFO - 08:56:04: 12%|█▏ | 1152/10000 [00:01<00:14, 619.10 it/sec, obj=[14.54217348 10.51542988]]
INFO - 08:56:04: 12%|█▏ | 1153/10000 [00:01<00:14, 619.27 it/sec, obj=[14.54216874 10.51542383]]
INFO - 08:56:04: 12%|█▏ | 1154/10000 [00:01<00:14, 619.42 it/sec, obj=[14.54216826 10.51542322]]
INFO - 08:56:04: 12%|█▏ | 1155/10000 [00:01<00:14, 619.60 it/sec, obj=[14.54216822 10.51542316]]
INFO - 08:56:04: 12%|█▏ | 1156/10000 [00:01<00:14, 619.77 it/sec, obj=[14.54216821 10.51542316]]
INFO - 08:56:04: 12%|█▏ | 1157/10000 [00:01<00:14, 619.96 it/sec, obj=[14.54216821 10.51542316]]
INFO - 08:56:04: 12%|█▏ | 1158/10000 [00:01<00:14, 620.12 it/sec, obj=[14.54216821 10.51542316]]
INFO - 08:56:04: 12%|█▏ | 1159/10000 [00:01<00:14, 620.30 it/sec, obj=[14.54216821 10.51542316]]
INFO - 08:56:04: 12%|█▏ | 1160/10000 [00:01<00:14, 620.40 it/sec, obj=[14.54744905 10.52247974]]
INFO - 08:56:04: 12%|█▏ | 1161/10000 [00:01<00:14, 620.56 it/sec, obj=[14.54269522 10.51612967]]
INFO - 08:56:04: 12%|█▏ | 1162/10000 [00:01<00:14, 620.74 it/sec, obj=[14.5422209 10.51549382]]
INFO - 08:56:04: 12%|█▏ | 1163/10000 [00:01<00:14, 620.92 it/sec, obj=[14.54217348 10.51543022]]
INFO - 08:56:04: 12%|█▏ | 1164/10000 [00:01<00:14, 621.10 it/sec, obj=[14.54216874 10.51542386]]
INFO - 08:56:04: 12%|█▏ | 1165/10000 [00:01<00:14, 621.24 it/sec, obj=[14.54216826 10.51542323]]
INFO - 08:56:04: 12%|█▏ | 1166/10000 [00:01<00:14, 621.42 it/sec, obj=[14.54216822 10.51542316]]
INFO - 08:56:04: 12%|█▏ | 1167/10000 [00:01<00:14, 621.59 it/sec, obj=[14.54216821 10.51542316]]
INFO - 08:56:04: 12%|█▏ | 1168/10000 [00:01<00:14, 621.76 it/sec, obj=[14.54216821 10.51542316]]
INFO - 08:56:04: Optimization result:
INFO - 08:56:04: Optimizer info:
INFO - 08:56:04: Status: None
INFO - 08:56:04: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:04: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:04: Solution:
INFO - 08:56:04: The solution is feasible.
INFO - 08:56:04: Objective: 0.09632683931017857
INFO - 08:56:04: Standardized constraints:
INFO - 08:56:04: beta_sub_optim_constraint = [ 3.27461317e-05 -1.49767571e-02]
INFO - 08:56:04: Design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.1646630534671112 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.150874127012663 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.09632683931017857 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: Solving mNBI sub-problem for beta = [0.53061224 0.46938776]
INFO - 08:56:04: Optimization problem:
INFO - 08:56:04: minimize -t_extraction
INFO - 08:56:04: with respect to t, x, y
INFO - 08:56:04: subject to constraints:
INFO - 08:56:04: beta_sub_optim_constraint <= 0.0
INFO - 08:56:04: over the design space:
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: | x | -3.141592653589793 | 0.1646630534671112 | 3.141592653589793 | float |
INFO - 08:56:04: | y | -3.141592653589793 | 1.150874127012663 | 3.141592653589793 | float |
INFO - 08:56:04: | t | -inf | -0.09632683931017857 | inf | float |
INFO - 08:56:04: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:04: 12%|█▏ | 1169/10000 [00:01<00:14, 615.25 it/sec, obj=[14.35075547 11.14980447]]
INFO - 08:56:04: 12%|█▏ | 1170/10000 [00:01<00:14, 615.34 it/sec, obj=[14.40264572 10.99318335]]
INFO - 08:56:04: 12%|█▏ | 1171/10000 [00:01<00:14, 615.42 it/sec, obj=[14.37027055 10.94646837]]
INFO - 08:56:04: 12%|█▏ | 1172/10000 [00:01<00:14, 615.52 it/sec, obj=[14.32525275 10.81708087]]
INFO - 08:56:04: 12%|█▏ | 1173/10000 [00:01<00:14, 615.61 it/sec, obj=[14.23657371 10.80044692]]
INFO - 08:56:04: 12%|█▏ | 1174/10000 [00:01<00:14, 615.69 it/sec, obj=[14.16548638 10.79889207]]
INFO - 08:56:04: 12%|█▏ | 1175/10000 [00:01<00:14, 615.79 it/sec, obj=[14.11391884 10.80077499]]
INFO - 08:56:04: 12%|█▏ | 1176/10000 [00:01<00:14, 615.89 it/sec, obj=[14.07806633 10.80407179]]
INFO - 08:56:05: 12%|█▏ | 1177/10000 [00:01<00:14, 615.97 it/sec, obj=[14.05420623 10.80770262]]
INFO - 08:56:05: 12%|█▏ | 1178/10000 [00:01<00:14, 615.96 it/sec, obj=[14.03900327 10.81121788]]
INFO - 08:56:05: 12%|█▏ | 1179/10000 [00:01<00:14, 615.97 it/sec, obj=[14.03238843 10.81428582]]
INFO - 08:56:05: 12%|█▏ | 1180/10000 [00:01<00:14, 615.95 it/sec, obj=[14.0148404 10.82357515]]
INFO - 08:56:05: 12%|█▏ | 1181/10000 [00:01<00:14, 615.95 it/sec, obj=[14.01853577 10.84650714]]
INFO - 08:56:05: 12%|█▏ | 1182/10000 [00:01<00:14, 616.11 it/sec, obj=[14.01520692 10.8258668 ]]
INFO - 08:56:05: 12%|█▏ | 1183/10000 [00:01<00:14, 616.28 it/sec, obj=[14.01487702 10.8238043 ]]
INFO - 08:56:05: 12%|█▏ | 1184/10000 [00:01<00:14, 616.46 it/sec, obj=[14.01484406 10.82359807]]
INFO - 08:56:05: 12%|█▏ | 1185/10000 [00:01<00:14, 616.63 it/sec, obj=[14.01484076 10.82357745]]
INFO - 08:56:05: 12%|█▏ | 1186/10000 [00:01<00:14, 616.79 it/sec, obj=[14.01484043 10.82357538]]
INFO - 08:56:05: 12%|█▏ | 1187/10000 [00:01<00:14, 616.97 it/sec, obj=[14.0148404 10.82357518]]
INFO - 08:56:05: 12%|█▏ | 1188/10000 [00:01<00:14, 617.14 it/sec, obj=[14.0148404 10.82357516]]
INFO - 08:56:05: 12%|█▏ | 1189/10000 [00:01<00:14, 617.31 it/sec, obj=[14.0148404 10.82357516]]
INFO - 08:56:05: 12%|█▏ | 1190/10000 [00:01<00:14, 617.47 it/sec, obj=[14.0148404 10.82357515]]
INFO - 08:56:05: 12%|█▏ | 1191/10000 [00:01<00:14, 617.64 it/sec, obj=[14.0148404 10.82357515]]
INFO - 08:56:05: 12%|█▏ | 1192/10000 [00:01<00:14, 617.74 it/sec, obj=[14.01658741 10.93955693]]
INFO - 08:56:05: 12%|█▏ | 1193/10000 [00:01<00:14, 617.84 it/sec, obj=[14.01496891 10.83510071]]
INFO - 08:56:05: 12%|█▏ | 1194/10000 [00:01<00:14, 617.99 it/sec, obj=[14.01485279 10.82472697]]
INFO - 08:56:05: 12%|█▏ | 1195/10000 [00:01<00:14, 618.17 it/sec, obj=[14.01484163 10.82369033]]
INFO - 08:56:05: 12%|█▏ | 1196/10000 [00:01<00:14, 618.34 it/sec, obj=[14.01484052 10.82358667]]
INFO - 08:56:05: 12%|█▏ | 1197/10000 [00:01<00:14, 618.50 it/sec, obj=[14.01484041 10.82357631]]
INFO - 08:56:05: 12%|█▏ | 1198/10000 [00:01<00:14, 618.67 it/sec, obj=[14.0148404 10.82357527]]
INFO - 08:56:05: 12%|█▏ | 1199/10000 [00:01<00:14, 618.84 it/sec, obj=[14.0148404 10.82357517]]
INFO - 08:56:05: 12%|█▏ | 1200/10000 [00:01<00:14, 619.01 it/sec, obj=[14.0148404 10.82357516]]
INFO - 08:56:05: 12%|█▏ | 1201/10000 [00:01<00:14, 619.18 it/sec, obj=[14.0148404 10.82357515]]
INFO - 08:56:05: 12%|█▏ | 1202/10000 [00:01<00:14, 619.35 it/sec, obj=[14.0148404 10.82357515]]
INFO - 08:56:05: 12%|█▏ | 1203/10000 [00:01<00:14, 619.44 it/sec, obj=[14.0149523 11.05758091]]
INFO - 08:56:05: 12%|█▏ | 1204/10000 [00:01<00:14, 619.60 it/sec, obj=[14.01467895 10.84667816]]
INFO - 08:56:05: 12%|█▏ | 1205/10000 [00:01<00:14, 619.77 it/sec, obj=[14.01482252 10.82588239]]
INFO - 08:56:05: 12%|█▏ | 1206/10000 [00:01<00:14, 619.94 it/sec, obj=[14.01483859 10.82380585]]
INFO - 08:56:05: 12%|█▏ | 1207/10000 [00:01<00:14, 620.11 it/sec, obj=[14.01484022 10.82359822]]
INFO - 08:56:05: 12%|█▏ | 1208/10000 [00:01<00:14, 620.27 it/sec, obj=[14.01484038 10.82357746]]
INFO - 08:56:05: 12%|█▏ | 1209/10000 [00:01<00:14, 620.44 it/sec, obj=[14.01484039 10.82357539]]
INFO - 08:56:05: 12%|█▏ | 1210/10000 [00:01<00:14, 620.61 it/sec, obj=[14.0148404 10.82357518]]
INFO - 08:56:05: 12%|█▏ | 1211/10000 [00:01<00:14, 620.77 it/sec, obj=[14.0148404 10.82357516]]
INFO - 08:56:05: 12%|█▏ | 1212/10000 [00:01<00:14, 620.94 it/sec, obj=[14.0148404 10.82357516]]
INFO - 08:56:05: 12%|█▏ | 1213/10000 [00:01<00:14, 621.10 it/sec, obj=[14.0148404 10.82357515]]
INFO - 08:56:05: 12%|█▏ | 1214/10000 [00:01<00:14, 621.19 it/sec, obj=[14.01490974 11.06189886]]
INFO - 08:56:05: 12%|█▏ | 1215/10000 [00:01<00:14, 621.35 it/sec, obj=[14.01466858 10.84709902]]
INFO - 08:56:05: 12%|█▏ | 1216/10000 [00:01<00:14, 621.52 it/sec, obj=[14.01482143 10.82592436]]
INFO - 08:56:05: 12%|█▏ | 1217/10000 [00:01<00:14, 621.69 it/sec, obj=[14.01483848 10.82381004]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Maximum number of iterations reached. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 52
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: 0.09235825852791893
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [-6.52341030e-07 -1.14218484e-02]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -0.006150097033360665 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | 1.251499764351504 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | -0.09235825852791893 | inf | float |
INFO - 08:56:05: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.55102041 0.44897959]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -0.006150097033360665 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | 1.251499764351504 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | -0.09235825852791893 | inf | float |
INFO - 08:56:05: +------+--------------------+-----------------------+-------------------+-------+
INFO - 08:56:05: 12%|█▏ | 1218/10000 [00:01<00:14, 614.58 it/sec, obj=[13.70598431 11.47733937]]
INFO - 08:56:05: 12%|█▏ | 1219/10000 [00:01<00:14, 614.65 it/sec, obj=[13.81072117 11.25400551]]
INFO - 08:56:05: 12%|█▏ | 1220/10000 [00:01<00:14, 614.74 it/sec, obj=[13.77343755 11.32309683]]
INFO - 08:56:05: 12%|█▏ | 1221/10000 [00:01<00:14, 614.83 it/sec, obj=[13.78185257 11.30251919]]
INFO - 08:56:05: 12%|█▏ | 1222/10000 [00:01<00:14, 614.80 it/sec, obj=[13.7772678 11.26639816]]
INFO - 08:56:05: 12%|█▏ | 1223/10000 [00:01<00:14, 614.81 it/sec, obj=[13.7563046 11.23326975]]
INFO - 08:56:05: 12%|█▏ | 1224/10000 [00:01<00:14, 614.79 it/sec, obj=[13.72544911 11.21247556]]
INFO - 08:56:05: 12%|█▏ | 1225/10000 [00:01<00:14, 614.89 it/sec, obj=[13.6937544 11.19950313]]
INFO - 08:56:05: 12%|█▏ | 1226/10000 [00:01<00:14, 614.95 it/sec, obj=[13.66536562 11.19212948]]
INFO - 08:56:05: 12%|█▏ | 1227/10000 [00:01<00:14, 615.03 it/sec, obj=[13.64213121 11.18782366]]
INFO - 08:56:05: 12%|█▏ | 1228/10000 [00:01<00:14, 615.02 it/sec, obj=[13.62402876 11.18495226]]
INFO - 08:56:05: 12%|█▏ | 1229/10000 [00:01<00:14, 615.02 it/sec, obj=[13.59304905 11.17910928]]
INFO - 08:56:05: 12%|█▏ | 1230/10000 [00:02<00:14, 614.93 it/sec, obj=[12.19447803 6.61550147]]
INFO - 08:56:05: 12%|█▏ | 1231/10000 [00:02<00:14, 615.02 it/sec, obj=[17.17283819 9.45665502]]
INFO - 08:56:05: 12%|█▏ | 1232/10000 [00:02<00:14, 615.17 it/sec, obj=[13.79017649 7.86629613]]
INFO - 08:56:05: 12%|█▏ | 1233/10000 [00:02<00:14, 615.34 it/sec, obj=[12.76802459 6.68795242]]
INFO - 08:56:05: 12%|█▏ | 1234/10000 [00:02<00:14, 615.49 it/sec, obj=[12.42519167 6.48062023]]
INFO - 08:56:05: 12%|█▏ | 1235/10000 [00:02<00:14, 615.66 it/sec, obj=[12.29597327 6.50389428]]
INFO - 08:56:05: 12%|█▏ | 1236/10000 [00:02<00:14, 615.80 it/sec, obj=[12.24190168 6.54839757]]
INFO - 08:56:05: 12%|█▏ | 1237/10000 [00:02<00:14, 615.97 it/sec, obj=[12.21747112 6.57891558]]
INFO - 08:56:05: 12%|█▏ | 1238/10000 [00:02<00:14, 616.14 it/sec, obj=[12.20588633 6.59628138]]
INFO - 08:56:05: 12%|█▏ | 1239/10000 [00:02<00:14, 616.29 it/sec, obj=[12.20023986 6.6055155 ]]
INFO - 08:56:05: 12%|█▏ | 1240/10000 [00:02<00:14, 616.45 it/sec, obj=[12.19744766 6.61028152]]
INFO - 08:56:05: 12%|█▏ | 1241/10000 [00:02<00:14, 616.62 it/sec, obj=[12.1960582 6.6127042]]
INFO - 08:56:05: 12%|█▏ | 1242/10000 [00:02<00:14, 616.71 it/sec, obj=[9.81359415 5.37464645]]
INFO - 08:56:05: 12%|█▏ | 1243/10000 [00:02<00:14, 616.79 it/sec, obj=[7.92505912 4.96775346]]
INFO - 08:56:05: 12%|█▏ | 1244/10000 [00:02<00:14, 616.88 it/sec, obj=[3.46385235 5.94048026]]
INFO - 08:56:05: 12%|█▏ | 1245/10000 [00:02<00:14, 616.97 it/sec, obj=[1.76882472 4.30336849]]
INFO - 08:56:05: 12%|█▏ | 1246/10000 [00:02<00:14, 617.04 it/sec, obj=[1.68828345 3.73124941]]
INFO - 08:56:05: 12%|█▏ | 1247/10000 [00:02<00:14, 617.13 it/sec, obj=[1.70533268 3.68630001]]
INFO - 08:56:05: 12%|█▏ | 1248/10000 [00:02<00:14, 617.21 it/sec, obj=[1.70536873 3.68620577]]
INFO - 08:56:05: 12%|█▏ | 1249/10000 [00:02<00:14, 617.18 it/sec, obj=[1.70536868 3.68620591]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 35
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.38071010089692436
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [1.36779477e-13 2.37777797e-10]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | 0.2981988304084305 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.3807101008969244 | inf | float |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.57142857 0.42857143]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | 0.2981988304084305 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.3807101008969244 | inf | float |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: 12%|█▎ | 1250/10000 [00:02<00:14, 610.68 it/sec, obj=[1.51255235 4.24147032]]
INFO - 08:56:05: 13%|█▎ | 1251/10000 [00:02<00:14, 610.76 it/sec, obj=[1.52141593 4.21361367]]
INFO - 08:56:05: 13%|█▎ | 1252/10000 [00:02<00:14, 610.76 it/sec, obj=[1.52135888 4.21379222]]
INFO - 08:56:05: 13%|█▎ | 1253/10000 [00:02<00:14, 610.76 it/sec, obj=[1.52135935 4.21379075]]
INFO - 08:56:05: 13%|█▎ | 1254/10000 [00:02<00:14, 610.77 it/sec, obj=[1.52135934 4.21379076]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 8
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.3676682367223673
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [5.41946932e-10 1.75579645e-06]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | 0.225279722309013 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.3676682367223673 | inf | float |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.59183673 0.40816327]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | 0.225279722309013 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.3676682367223673 | inf | float |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: 13%|█▎ | 1255/10000 [00:02<00:14, 604.56 it/sec, obj=[1.35375074 4.78134632]]
INFO - 08:56:05: 13%|█▎ | 1256/10000 [00:02<00:14, 604.64 it/sec, obj=[1.36074077 4.75590347]]
INFO - 08:56:05: 13%|█▎ | 1257/10000 [00:02<00:14, 604.55 it/sec, obj=[1.36068364 4.75611076]]
INFO - 08:56:05: 13%|█▎ | 1258/10000 [00:02<00:14, 604.56 it/sec, obj=[1.36068419 4.75610878]]
INFO - 08:56:05: 13%|█▎ | 1259/10000 [00:02<00:14, 604.57 it/sec, obj=[1.36068418 4.75610879]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 8
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.35369224067143257
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [6.08512352e-10 2.30422305e-06]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | 0.1578580062032114 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.3536922406714326 | inf | float |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.6122449 0.3877551]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | 0.1578580062032114 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.3536922406714326 | inf | float |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: 13%|█▎ | 1260/10000 [00:02<00:14, 598.49 it/sec, obj=[1.21246454 5.33086554]]
INFO - 08:56:05: 13%|█▎ | 1261/10000 [00:02<00:14, 598.57 it/sec, obj=[1.21766407 5.30941508]]
INFO - 08:56:05: 13%|█▎ | 1262/10000 [00:02<00:14, 598.57 it/sec, obj=[1.2176303 5.30955408]]
INFO - 08:56:05: 13%|█▎ | 1263/10000 [00:02<00:14, 598.59 it/sec, obj=[1.21763056 5.30955304]]
INFO - 08:56:05: 13%|█▎ | 1264/10000 [00:02<00:14, 598.59 it/sec, obj=[1.21763056 5.30955305]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 8
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.3390108030109216
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [2.38024711e-10 1.19054698e-06]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | 0.09434081759351785 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.3390108030109216 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.63265306 0.36734694]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | 0.09434081759351785 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.3390108030109216 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: 13%|█▎ | 1265/10000 [00:02<00:14, 592.70 it/sec, obj=[1.08491694 5.88820668]]
INFO - 08:56:05: 13%|█▎ | 1266/10000 [00:02<00:14, 592.78 it/sec, obj=[1.08849378 5.87173709]]
INFO - 08:56:05: 13%|█▎ | 1267/10000 [00:02<00:14, 592.79 it/sec, obj=[1.0884847 5.87177881]]
INFO - 08:56:05: 13%|█▎ | 1268/10000 [00:02<00:14, 592.79 it/sec, obj=[1.08848473 5.87177868]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 7
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.32377260952167874
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [1.92859062e-11 1.50364464e-07]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | 0.03365188638307567 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.3237726095216787 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.65306122 0.34693878]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | 0.03365188638307567 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.3237726095216787 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: 13%|█▎ | 1269/10000 [00:02<00:14, 587.06 it/sec, obj=[0.96854731 6.45204172]]
INFO - 08:56:05: 13%|█▎ | 1270/10000 [00:02<00:14, 587.15 it/sec, obj=[0.97068053 6.44120242]]
INFO - 08:56:05: 13%|█▎ | 1271/10000 [00:02<00:14, 587.16 it/sec, obj=[0.970687 6.44116958]]
INFO - 08:56:05: 13%|█▎ | 1272/10000 [00:02<00:14, 587.19 it/sec, obj=[0.97068701 6.44116949]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 7
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.3080804428064812
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [1.19807532e-06 3.77862159e-05]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.0249963858684049 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.3080804428064812 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.67346939 0.32653061]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.0249963858684049 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.3080804428064812 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: 13%|█▎ | 1273/10000 [00:02<00:15, 581.57 it/sec, obj=[0.86153338 7.021369 ]]
INFO - 08:56:05: 13%|█▎ | 1274/10000 [00:02<00:15, 581.67 it/sec, obj=[0.86238921 7.01661102]]
INFO - 08:56:05: 13%|█▎ | 1275/10000 [00:02<00:15, 581.61 it/sec, obj=[0.86239761 7.01656435]]
INFO - 08:56:05: 13%|█▎ | 1276/10000 [00:02<00:14, 581.71 it/sec, obj=[0.86239005 7.01660635]]
INFO - 08:56:05: 13%|█▎ | 1277/10000 [00:02<00:14, 581.79 it/sec, obj=[0.8623893 7.01661055]]
INFO - 08:56:05: 13%|█▎ | 1278/10000 [00:02<00:14, 581.89 it/sec, obj=[0.86238922 7.01661097]]
INFO - 08:56:05: 13%|█▎ | 1279/10000 [00:02<00:14, 581.99 it/sec, obj=[0.86238922 7.01661101]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 10
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.29200736902188507
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [2.17496038e-07 5.26120489e-05]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.08220877373158518 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.2920073690218851 | inf | float |
INFO - 08:56:05: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.69387755 0.30612245]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.08220877373158518 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.2920073690218851 | inf | float |
INFO - 08:56:05: +------+--------------------+----------------------+-------------------+-------+
INFO - 08:56:05: 13%|█▎ | 1280/10000 [00:02<00:15, 576.64 it/sec, obj=[0.76253334 7.59541578]]
INFO - 08:56:05: 13%|█▎ | 1281/10000 [00:02<00:15, 576.74 it/sec, obj=[0.76225927 7.59707209]]
INFO - 08:56:05: 13%|█▎ | 1282/10000 [00:02<00:15, 576.75 it/sec, obj=[0.76225446 7.59710116]]
INFO - 08:56:05: 13%|█▎ | 1283/10000 [00:02<00:15, 576.78 it/sec, obj=[0.76225438 7.59710167]]
INFO - 08:56:05: 13%|█▎ | 1284/10000 [00:02<00:15, 576.82 it/sec, obj=[0.76225438 7.59710168]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 8
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.2756078050046248
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [ 1.98063788e-13 -1.77800885e-10]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.1384862762273548 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.2756078050046248 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.71428571 0.28571429]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.1384862762273548 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.2756078050046248 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: 13%|█▎ | 1285/10000 [00:02<00:15, 571.40 it/sec, obj=[0.67103735 8.1741504 ]]
INFO - 08:56:05: 13%|█▎ | 1286/10000 [00:02<00:15, 571.51 it/sec, obj=[0.66927959 8.1817945 ]]
INFO - 08:56:05: 13%|█▎ | 1287/10000 [00:02<00:15, 571.52 it/sec, obj=[0.6692292 8.18212411]]
INFO - 08:56:05: 13%|█▎ | 1288/10000 [00:02<00:15, 571.55 it/sec, obj=[0.66922788 8.18213277]]
INFO - 08:56:05: 13%|█▎ | 1289/10000 [00:02<00:15, 571.57 it/sec, obj=[0.66922784 8.18213299]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 8
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.2589236893171578
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [-2.66453526e-15 -6.73022882e-09]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.194283323768222 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.2589236893171578 | inf | float |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.73469388 0.26530612]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.194283323768222 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.2589236893171578 | inf | float |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: 13%|█▎ | 1290/10000 [00:02<00:15, 566.41 it/sec, obj=[0.58652715 8.75768428]]
INFO - 08:56:05: 13%|█▎ | 1291/10000 [00:02<00:15, 566.48 it/sec, obj=[0.58269624 8.7700095 ]]
INFO - 08:56:05: 13%|█▎ | 1292/10000 [00:02<00:15, 566.50 it/sec, obj=[0.58253871 8.77112099]]
INFO - 08:56:05: 13%|█▎ | 1293/10000 [00:02<00:15, 566.52 it/sec, obj=[0.58253309 8.7711606 ]]
INFO - 08:56:05: 13%|█▎ | 1294/10000 [00:02<00:15, 566.55 it/sec, obj=[0.58253289 8.77116202]]
INFO - 08:56:05: 13%|█▎ | 1295/10000 [00:02<00:15, 566.59 it/sec, obj=[0.58253288 8.77116207]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 9
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.24198610731272277
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [-3.10862447e-14 -2.02901784e-09]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.2500103966177374 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.2419861073127228 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.75510204 0.24489796]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.2500103966177374 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.2419861073127228 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: 13%|█▎ | 1296/10000 [00:02<00:15, 561.51 it/sec, obj=[0.50767122 9.34499481]]
INFO - 08:56:05: 13%|█▎ | 1297/10000 [00:02<00:15, 561.62 it/sec, obj=[0.50189963 9.36132603]]
INFO - 08:56:05: 13%|█▎ | 1298/10000 [00:02<00:15, 561.64 it/sec, obj=[0.50158726 9.36369819]]
INFO - 08:56:05: 13%|█▎ | 1299/10000 [00:02<00:15, 561.68 it/sec, obj=[0.50157299 9.36380662]]
INFO - 08:56:05: 13%|█▎ | 1300/10000 [00:02<00:15, 561.66 it/sec, obj=[0.50157233 9.36381158]]
INFO - 08:56:05: 13%|█▎ | 1301/10000 [00:02<00:15, 561.69 it/sec, obj=[0.5015723 9.36381181]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 9
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.22481896622657027
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [ 2.13162821e-14 -1.17696275e-08]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.3060808237961971 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.2248189662265703 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.7755102 0.2244898]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.3060808237961971 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.2248189662265703 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: 13%|█▎ | 1302/10000 [00:02<00:15, 556.51 it/sec, obj=[0.43402034 9.93590822]]
INFO - 08:56:05: 13%|█▎ | 1303/10000 [00:02<00:15, 556.60 it/sec, obj=[0.42645159 9.9553188 ]]
INFO - 08:56:05: 13%|█▎ | 1304/10000 [00:02<00:15, 556.62 it/sec, obj=[0.42593373 9.95954888]]
INFO - 08:56:05: 13%|█▎ | 1305/10000 [00:02<00:15, 556.67 it/sec, obj=[0.42590447 9.95978797]]
INFO - 08:56:05: 13%|█▎ | 1306/10000 [00:02<00:15, 556.66 it/sec, obj=[0.42590281 9.95980148]]
INFO - 08:56:05: 13%|█▎ | 1307/10000 [00:02<00:15, 556.69 it/sec, obj=[0.42590272 9.95980225]]
INFO - 08:56:05: 13%|█▎ | 1308/10000 [00:02<00:15, 556.73 it/sec, obj=[0.42590271 9.95980229]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 10
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.20744001562687236
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [ 3.55271368e-15 -2.78823764e-09]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.36293310183095 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.2074400156268724 | inf | float |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.79591837 0.20408163]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.36293310183095 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.2074400156268724 | inf | float |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: 13%|█▎ | 1309/10000 [00:02<00:15, 551.94 it/sec, obj=[ 0.36525349 10.53035178]]
INFO - 08:56:05: 13%|█▎ | 1310/10000 [00:02<00:15, 552.04 it/sec, obj=[ 0.35605081 10.55160429]]
INFO - 08:56:05: 13%|█▎ | 1311/10000 [00:02<00:15, 552.15 it/sec, obj=[ 0.35527365 10.55843936]]
INFO - 08:56:05: 13%|█▎ | 1312/10000 [00:02<00:15, 552.19 it/sec, obj=[ 0.35522068 10.55890538]]
INFO - 08:56:05: 13%|█▎ | 1313/10000 [00:02<00:15, 552.23 it/sec, obj=[ 0.35521707 10.55893714]]
INFO - 08:56:05: 13%|█▎ | 1314/10000 [00:02<00:15, 552.27 it/sec, obj=[ 0.35521683 10.55893931]]
INFO - 08:56:05: 13%|█▎ | 1315/10000 [00:02<00:15, 552.32 it/sec, obj=[ 0.35521681 10.55893946]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 10
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.1898615574839805
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [ 1.50990331e-14 -1.15679053e-08]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.421062756892335 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.1898615574839805 | inf | float |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.81632653 0.18367347]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.421062756892335 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.1898615574839805 | inf | float |
INFO - 08:56:05: +------+--------------------+--------------------+-------------------+-------+
INFO - 08:56:05: 13%|█▎ | 1316/10000 [00:02<00:15, 547.66 it/sec, obj=[ 0.30116811 11.12836371]]
INFO - 08:56:05: 13%|█▎ | 1317/10000 [00:02<00:15, 547.77 it/sec, obj=[ 0.29053033 11.14981198]]
INFO - 08:56:05: 13%|█▎ | 1318/10000 [00:02<00:15, 547.88 it/sec, obj=[ 0.2894369 11.16019963]]
INFO - 08:56:05: 13%|█▎ | 1319/10000 [00:02<00:15, 547.91 it/sec, obj=[ 0.28934853 11.16103975]]
INFO - 08:56:05: 13%|█▎ | 1320/10000 [00:02<00:15, 547.96 it/sec, obj=[ 0.28934139 11.16110761]]
INFO - 08:56:05: 13%|█▎ | 1321/10000 [00:02<00:15, 548.00 it/sec, obj=[ 0.28934081 11.1611131 ]]
INFO - 08:56:05: 13%|█▎ | 1322/10000 [00:02<00:15, 548.05 it/sec, obj=[ 0.28934077 11.16111354]]
INFO - 08:56:05: 13%|█▎ | 1323/10000 [00:02<00:15, 548.10 it/sec, obj=[ 0.28934076 11.16111357]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 11
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.17209055080803906
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [ 2.39808173e-14 -3.35184813e-09]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.4810662050903783 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.1720905508080391 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.83673469 0.16326531]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.4810662050903783 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.1720905508080391 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: 13%|█▎ | 1324/10000 [00:02<00:15, 543.49 it/sec, obj=[ 0.24407516 11.69183075]]
INFO - 08:56:05: 13%|█▎ | 1325/10000 [00:02<00:15, 543.60 it/sec, obj=[ 0.23007913 11.74741677]]
INFO - 08:56:05: 13%|█▎ | 1326/10000 [00:02<00:15, 543.70 it/sec, obj=[ 0.22842341 11.76451578]]
INFO - 08:56:05: 13%|█▎ | 1327/10000 [00:02<00:15, 543.69 it/sec, obj=[ 0.22826641 11.76613932]]
INFO - 08:56:05: 13%|█▎ | 1328/10000 [00:02<00:15, 543.73 it/sec, obj=[ 0.22825155 11.76629304]]
INFO - 08:56:05: 13%|█▎ | 1329/10000 [00:02<00:15, 543.78 it/sec, obj=[ 0.22825014 11.76630759]]
INFO - 08:56:05: 13%|█▎ | 1330/10000 [00:02<00:15, 543.83 it/sec, obj=[ 0.22825001 11.76630897]]
INFO - 08:56:05: 13%|█▎ | 1331/10000 [00:02<00:15, 543.84 it/sec, obj=[ 0.22825 11.7663091]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 11
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.15412797921488172
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [-3.10862447e-14 -1.44594741e-08]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.5437089545127316 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.1541279792148817 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.85714286 0.14285714]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.5437089545127316 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.1541279792148817 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: 13%|█▎ | 1332/10000 [00:02<00:16, 539.12 it/sec, obj=[ 0.1925283 12.23407683]]
INFO - 08:56:05: 13%|█▎ | 1333/10000 [00:02<00:16, 539.23 it/sec, obj=[ 0.17649894 12.34966763]]
INFO - 08:56:05: 13%|█▎ | 1334/10000 [00:02<00:16, 539.34 it/sec, obj=[ 0.17270555 12.36790081]]
INFO - 08:56:05: 13%|█▎ | 1335/10000 [00:02<00:16, 539.37 it/sec, obj=[ 0.17217953 12.37389018]]
INFO - 08:56:05: 13%|█▎ | 1336/10000 [00:02<00:16, 539.43 it/sec, obj=[ 0.1721215 12.37455136]]
INFO - 08:56:05: 13%|█▎ | 1337/10000 [00:02<00:16, 539.47 it/sec, obj=[ 0.1721151 12.37462425]]
INFO - 08:56:05: 13%|█▎ | 1338/10000 [00:02<00:16, 539.52 it/sec, obj=[ 0.1721144 12.37463228]]
INFO - 08:56:05: 13%|█▎ | 1339/10000 [00:02<00:16, 539.58 it/sec, obj=[ 0.17211432 12.37463317]]
INFO - 08:56:05: 13%|█▎ | 1340/10000 [00:02<00:16, 539.62 it/sec, obj=[ 0.17211431 12.37463326]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 12
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.13596704543127247
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [ 3.55271368e-15 -1.27636701e-08]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.6100438087404102 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.1359670454312725 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.87755102 0.12244898]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.6100438087404102 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.1359670454312725 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: 13%|█▎ | 1341/10000 [00:02<00:16, 535.28 it/sec, obj=[ 0.14516872 12.77747669]]
INFO - 08:56:05: 13%|█▎ | 1342/10000 [00:02<00:16, 535.39 it/sec, obj=[ 0.12896617 12.95814598]]
INFO - 08:56:05: 13%|█▎ | 1343/10000 [00:02<00:16, 535.45 it/sec, obj=[ 0.12271064 12.96958603]]
INFO - 08:56:05: 13%|█▎ | 1344/10000 [00:02<00:16, 535.56 it/sec, obj=[ 0.12157005 12.98421831]]
INFO - 08:56:05: 13%|█▎ | 1345/10000 [00:02<00:16, 535.60 it/sec, obj=[ 0.12142333 12.98610396]]
INFO - 08:56:05: 13%|█▎ | 1346/10000 [00:02<00:16, 535.65 it/sec, obj=[ 0.12140451 12.98634598]]
INFO - 08:56:05: 13%|█▎ | 1347/10000 [00:02<00:16, 535.70 it/sec, obj=[ 0.12140209 12.98637702]]
INFO - 08:56:05: 13%|█▎ | 1348/10000 [00:02<00:16, 535.75 it/sec, obj=[ 0.12140178 12.98638101]]
INFO - 08:56:05: 13%|█▎ | 1349/10000 [00:02<00:16, 535.81 it/sec, obj=[ 0.12140174 12.98638152]]
INFO - 08:56:05: 14%|█▎ | 1350/10000 [00:02<00:16, 535.85 it/sec, obj=[ 0.12140174 12.98638158]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 13
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.11758901297180953
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [-1.33226763e-14 -1.01144018e-08]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.6816397343331123 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.1175890129718095 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.89795918 0.10204082]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.6816397343331123 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.1175890129718095 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: 14%|█▎ | 1351/10000 [00:02<00:16, 531.60 it/sec, obj=[ 0.10238961 13.32306607]]
INFO - 08:56:05: 14%|█▎ | 1352/10000 [00:02<00:16, 531.70 it/sec, obj=[ 0.08703943 13.572046 ]]
INFO - 08:56:05: 14%|█▎ | 1353/10000 [00:02<00:16, 531.81 it/sec, obj=[ 0.08128604 13.58187374]]
INFO - 08:56:05: 14%|█▎ | 1354/10000 [00:02<00:16, 531.93 it/sec, obj=[ 0.07801327 13.58867861]]
INFO - 08:56:05: 14%|█▎ | 1355/10000 [00:02<00:16, 532.03 it/sec, obj=[ 0.07725982 13.60015505]]
INFO - 08:56:05: 14%|█▎ | 1356/10000 [00:02<00:16, 532.03 it/sec, obj=[ 0.07714633 13.60188767]]
INFO - 08:56:05: 14%|█▎ | 1357/10000 [00:02<00:16, 532.08 it/sec, obj=[ 0.07712927 13.60214821]]
INFO - 08:56:05: 14%|█▎ | 1358/10000 [00:02<00:16, 532.13 it/sec, obj=[ 0.07712671 13.60218736]]
INFO - 08:56:05: 14%|█▎ | 1359/10000 [00:02<00:16, 532.17 it/sec, obj=[ 0.07712633 13.60219324]]
INFO - 08:56:05: 14%|█▎ | 1360/10000 [00:02<00:16, 532.22 it/sec, obj=[ 0.07712627 13.60219413]]
INFO - 08:56:05: 14%|█▎ | 1361/10000 [00:02<00:16, 532.26 it/sec, obj=[ 0.07712626 13.60219426]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 14
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.09895329016041263
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [ 3.99680289e-15 -2.44621337e-08]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.7610904369459162 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.09895329016041263 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.91836735 0.08163265]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.7610904369459162 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.09895329016041263 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: 14%|█▎ | 1362/10000 [00:02<00:16, 528.08 it/sec, obj=[ 0.06504462 13.87250065]]
INFO - 08:56:05: 14%|█▎ | 1363/10000 [00:02<00:16, 528.19 it/sec, obj=[ 0.05157802 14.19390207]]
INFO - 08:56:05: 14%|█▎ | 1364/10000 [00:02<00:16, 528.30 it/sec, obj=[ 0.04888577 14.2144866 ]]
INFO - 08:56:05: 14%|█▎ | 1365/10000 [00:02<00:16, 528.40 it/sec, obj=[ 0.04382604 14.17645334]]
INFO - 08:56:05: 14%|█▎ | 1366/10000 [00:02<00:16, 528.51 it/sec, obj=[ 0.04195332 14.21489646]]
INFO - 08:56:05: 14%|█▎ | 1367/10000 [00:02<00:16, 528.56 it/sec, obj=[ 0.04161571 14.22194457]]
INFO - 08:56:05: 14%|█▎ | 1368/10000 [00:02<00:16, 528.60 it/sec, obj=[ 0.04155501 14.2232158 ]]
INFO - 08:56:05: 14%|█▎ | 1369/10000 [00:02<00:16, 528.67 it/sec, obj=[ 0.0415441 14.22344436]]
INFO - 08:56:05: 14%|█▎ | 1370/10000 [00:02<00:16, 528.71 it/sec, obj=[ 0.04154214 14.22348543]]
INFO - 08:56:05: 14%|█▎ | 1371/10000 [00:02<00:16, 528.77 it/sec, obj=[ 0.04154179 14.22349281]]
INFO - 08:56:05: 14%|█▎ | 1372/10000 [00:02<00:16, 528.82 it/sec, obj=[ 0.04154173 14.22349413]]
INFO - 08:56:05: 14%|█▎ | 1373/10000 [00:02<00:16, 528.87 it/sec, obj=[ 0.04154172 14.22349437]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 15
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.07996965081825079
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [-9.99200722e-15 -5.37463289e-08]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.8533942753228502 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.07996965081825079 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.93877551 0.06122449]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.8533942753228502 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.07996965081825079 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: 14%|█▎ | 1374/10000 [00:02<00:16, 524.82 it/sec, obj=[ 0.03503289 14.42887869]]
INFO - 08:56:05: 14%|█▍ | 1375/10000 [00:02<00:16, 524.92 it/sec, obj=[ 0.02770014 14.68566514]]
INFO - 08:56:05: 14%|█▍ | 1376/10000 [00:02<00:16, 525.04 it/sec, obj=[ 0.02342177 14.83897819]]
INFO - 08:56:05: 14%|█▍ | 1377/10000 [00:02<00:16, 525.16 it/sec, obj=[ 0.02270998 14.8480151 ]]
INFO - 08:56:05: 14%|█▍ | 1378/10000 [00:02<00:16, 525.20 it/sec, obj=[ 0.02159149 14.823479 ]]
INFO - 08:56:05: 14%|█▍ | 1379/10000 [00:02<00:16, 525.26 it/sec, obj=[ 0.02080189 14.83518463]]
INFO - 08:56:05: 14%|█▍ | 1380/10000 [00:02<00:16, 525.37 it/sec, obj=[ 0.0204019 14.85280938]]
INFO - 08:56:05: 14%|█▍ | 1381/10000 [00:02<00:16, 525.42 it/sec, obj=[ 0.02037874 14.85393027]]
INFO - 08:56:05: 14%|█▍ | 1382/10000 [00:02<00:16, 525.46 it/sec, obj=[ 0.02037936 14.85390295]]
INFO - 08:56:05: 14%|█▍ | 1383/10000 [00:02<00:16, 525.56 it/sec, obj=[ 0.0203788 14.85392754]]
INFO - 08:56:05: 14%|█▍ | 1384/10000 [00:02<00:16, 525.67 it/sec, obj=[ 0.02037874 14.85392999]]
INFO - 08:56:05: 14%|█▍ | 1385/10000 [00:02<00:16, 525.78 it/sec, obj=[ 0.02037874 14.85393024]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 15
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.060408686643641296
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [1.14123062e-08 2.99484293e-05]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.124892778045702 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.9308586238288376 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.0604086866436413 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.95918367 0.04081633]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.124892778045702 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.9308586238288376 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.0604086866436413 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: 14%|█▍ | 1386/10000 [00:02<00:16, 521.89 it/sec, obj=[ 0.01718534 15.00361975]]
INFO - 08:56:05: 14%|█▍ | 1387/10000 [00:02<00:16, 522.00 it/sec, obj=[1.40515093e-02 1.51661918e+01]]
INFO - 08:56:05: 14%|█▍ | 1388/10000 [00:02<00:16, 522.11 it/sec, obj=[8.99963657e-03 1.54765564e+01]]
INFO - 08:56:05: 14%|█▍ | 1389/10000 [00:02<00:16, 522.20 it/sec, obj=[8.81041146e-03 1.54893324e+01]]
INFO - 08:56:05: 14%|█▍ | 1390/10000 [00:02<00:16, 522.25 it/sec, obj=[8.79355568e-03 1.54896536e+01]]
INFO - 08:56:05: 14%|█▍ | 1391/10000 [00:02<00:16, 522.30 it/sec, obj=[8.77687203e-03 1.54874527e+01]]
INFO - 08:56:05: 14%|█▍ | 1392/10000 [00:02<00:16, 522.36 it/sec, obj=[8.73780366e-03 1.54892227e+01]]
INFO - 08:56:05: 14%|█▍ | 1393/10000 [00:02<00:16, 522.40 it/sec, obj=[8.72318503e-03 1.54902517e+01]]
INFO - 08:56:05: 14%|█▍ | 1394/10000 [00:02<00:16, 522.46 it/sec, obj=[8.72241827e-03 1.54903092e+01]]
INFO - 08:56:05: 14%|█▍ | 1395/10000 [00:02<00:16, 522.52 it/sec, obj=[8.72242522e-03 1.54903088e+01]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 13
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.04046714980460463
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [2.28619346e-11 5.21678970e-07]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.083528096506652 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.9582211134522686 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.04046714980460463 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: Solving mNBI sub-problem for beta = [0.97959184 0.02040816]
INFO - 08:56:05: Optimization problem:
INFO - 08:56:05: minimize -t_extraction
INFO - 08:56:05: with respect to t, x, y
INFO - 08:56:05: subject to constraints:
INFO - 08:56:05: beta_sub_optim_constraint <= 0.0
INFO - 08:56:05: over the design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.083528096506652 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.9582211134522686 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.04046714980460463 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: 14%|█▍ | 1396/10000 [00:02<00:16, 518.69 it/sec, obj=[7.35549888e-03 1.55917815e+01]]
INFO - 08:56:05: 14%|█▍ | 1397/10000 [00:02<00:16, 518.74 it/sec, obj=[6.13233104e-03 1.56914972e+01]]
INFO - 08:56:05: 14%|█▍ | 1398/10000 [00:02<00:16, 518.79 it/sec, obj=[2.22176447e-03 1.61144852e+01]]
INFO - 08:56:05: 14%|█▍ | 1399/10000 [00:02<00:16, 518.85 it/sec, obj=[2.12134225e-03 1.61290625e+01]]
INFO - 08:56:05: 14%|█▍ | 1400/10000 [00:02<00:16, 518.91 it/sec, obj=[2.11555065e-03 1.61296819e+01]]
INFO - 08:56:05: 14%|█▍ | 1401/10000 [00:02<00:16, 518.95 it/sec, obj=[2.11279396e-03 1.61289972e+01]]
INFO - 08:56:05: 14%|█▍ | 1402/10000 [00:02<00:16, 519.02 it/sec, obj=[2.10659210e-03 1.61289589e+01]]
INFO - 08:56:05: 14%|█▍ | 1403/10000 [00:02<00:16, 519.07 it/sec, obj=[2.10061020e-03 1.61298536e+01]]
INFO - 08:56:05: 14%|█▍ | 1404/10000 [00:02<00:16, 519.13 it/sec, obj=[2.10034123e-03 1.61298952e+01]]
INFO - 08:56:05: 14%|█▍ | 1405/10000 [00:02<00:16, 519.19 it/sec, obj=[2.10033797e-03 1.61298957e+01]]
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO Stopped the driver
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 13
INFO - 08:56:05: Solution:
INFO - 08:56:05: The solution is feasible.
INFO - 08:56:05: Objective: -0.02032408232425267
INFO - 08:56:05: Standardized constraints:
INFO - 08:56:05: beta_sub_optim_constraint = [-1.09245946e-13 -2.06584829e-08]
INFO - 08:56:05: Design space:
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | Name | Lower bound | Value | Upper bound | Type |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: | x | -3.141592653589793 | -3.041696853982727 | 3.141592653589793 | float |
INFO - 08:56:05: | y | -3.141592653589793 | -0.9809813162082901 | 3.141592653589793 | float |
INFO - 08:56:05: | t | -inf | 0.02032408232425267 | inf | float |
INFO - 08:56:05: +------+--------------------+---------------------+-------------------+-------+
INFO - 08:56:05: Optimization result:
INFO - 08:56:05: Optimizer info:
INFO - 08:56:05: Status: None
INFO - 08:56:05: Message: None
INFO - 08:56:05: Number of calls to the objective function by the optimizer: 1553
INFO - 08:56:05: Solution:
INFO - 08:56:05: Objective: 4.061575498234619
INFO - 08:56:05: Pareto efficient solutions:
INFO - 08:56:05: Pareto optimal points : 303 / 1405
INFO - 08:56:05: Utopia point : [2.24633196e-26 1.00001713e+00]
INFO - 08:56:05: Compromise solution (closest to utopia) : [[1.70536873 3.68620577]]
INFO - 08:56:05: Distance from utopia : 3.18180639559226
INFO - 08:56:05: Objective values:
INFO - 08:56:05: +------+-------------+---------+---------+
INFO - 08:56:05: | name | 1 | 2 | 3 |
INFO - 08:56:05: +------+-------------+---------+---------+
INFO - 08:56:05: | 1 | 2.24633e-26 | 24.98 | 1.70537 |
INFO - 08:56:05: | 2 | 16.7723 | 1.00002 | 3.68621 |
INFO - 08:56:05: +------+-------------+---------+---------+
INFO - 08:56:05: Design space:
INFO - 08:56:05: +-------+-------------+----+---------+----------+-------------+-------+
INFO - 08:56:05: | name | lower_bound | 1 | 2 | 3 | upper_bound | type |
INFO - 08:56:05: +-------+-------------+----+---------+----------+-------------+-------+
INFO - 08:56:05: | x (1) | -3.14159 | -3 | 1.00094 | -3.14159 | 3.14159 | float |
INFO - 08:56:05: | y (1) | -3.14159 | -1 | 1.9954 | 0.298199 | 3.14159 | float |
INFO - 08:56:05: +-------+-------------+----+---------+----------+-------------+-------+
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, "ParetoFront", save=False, show=True)
<gemseo.post.pareto_front.ParetoFront object at 0x7f1db690a310>
Total running time of the script: (0 minutes 3.790 seconds)