Note
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Multi-objective Poloni example with the mNBI algorithm#
In this example,
the modified Normal Boundary Intersection (mNBI) algorithm is used to
solve the Poloni problem [PGOP00]:
\[\begin{split}\begin{aligned}
&a1 = 0.5 * sin(1) - 2 * cos(1) + sin(2) - 1.5 * cos(2)\\
&a2 = 1.5 * sin(1) - cos(1) + 2 * sin(2) - 0.5 * cos(2)\\
&b1(x, y) = 0.5 * sin(x) - 2 * cos(x) + sin(y) - 1.5 * cos(y)\\
&b2(x, y) = 1.5 * sin(x) - cos(x) + 2 * sin(y) - 0.5 * cos(y)\\
\text{minimize the objective function}\\
& f_1(x, y) = 1 + (a1 - b1(x,y)^2 + (a2 - b2(x,y))^2 \\
& f_2(x, y) = (x + 3)^2 + (y + 1)^2 \\
\text{with respect to the design variables }\\
&x \\
\text{subject to the bound constraints }\\
& -\pi \leq x \leq \pi\\
& -\pi \leq y \leq \pi
\end{aligned}\end{split}\]
It is an interesting one because its Pareto front is discontinuous.
from __future__ import annotations
from gemseo import configure_logger
from gemseo import execute_algo
from gemseo import execute_post
from gemseo.algos.opt.mnbi.settings.mnbi_settings import MNBI_Settings
from gemseo.problems.multiobjective_optimization.poloni import Poloni
configure_logger()
<RootLogger root (INFO)>
Solve the Poloni optimization problem#
The 10 sub-optimization problems of mNBI are solved with SLSQP, a gradient-based optimization algorithm from the NLOPT library, with a maximum of 50 iterations. The analytic gradients are provided.
opt_problem = Poloni()
algo_settings = MNBI_Settings(
max_iter=10000,
sub_optim_max_iter=50,
n_sub_optim=50,
sub_optim_algo="SLSQP",
)
result = execute_algo(opt_problem, settings_model=algo_settings)
INFO - 00:09:21: Optimization problem:
INFO - 00:09:21: minimize Poloni
INFO - 00:09:21: with respect to x, y
INFO - 00:09:21: over the design space:
INFO - 00:09:21: +------+--------------------+-------+-------------------+-------+
INFO - 00:09:21: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:21: +------+--------------------+-------+-------------------+-------+
INFO - 00:09:21: | x | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 00:09:21: | y | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 00:09:21: +------+--------------------+-------+-------------------+-------+
INFO - 00:09:21: Solving optimization problem with algorithm MNBI:
INFO - 00:09:21: Searching for the individual optimum of each objective
INFO - 00:09:21: Optimization problem:
INFO - 00:09:21: minimize f_0
INFO - 00:09:21: with respect to x, y
INFO - 00:09:21: over the design space:
INFO - 00:09:21: +------+--------------------+-------+-------------------+-------+
INFO - 00:09:21: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:21: +------+--------------------+-------+-------------------+-------+
INFO - 00:09:21: | x | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 00:09:21: | y | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 00:09:21: +------+--------------------+-------+-------------------+-------+
INFO - 00:09:21: Optimization result:
INFO - 00:09:21: Optimizer info:
INFO - 00:09:21: Status: 8
INFO - 00:09:21: Message: Positive directional derivative for linesearch
INFO - 00:09:21: Number of calls to the objective function by the optimizer: 8
INFO - 00:09:21: Solution:
INFO - 00:09:21: Objective: 0.0
INFO - 00:09:21: Design space:
INFO - 00:09:21: +------+--------------------+-------+-------------------+-------+
INFO - 00:09:21: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:21: +------+--------------------+-------+-------------------+-------+
INFO - 00:09:21: | x | -3.141592653589793 | -3 | 3.141592653589793 | float |
INFO - 00:09:21: | y | -3.141592653589793 | -1 | 3.141592653589793 | float |
INFO - 00:09:21: +------+--------------------+-------+-------------------+-------+
INFO - 00:09:21: Optimization problem:
INFO - 00:09:21: minimize f_1
INFO - 00:09:21: with respect to x, y
INFO - 00:09:21: over the design space:
INFO - 00:09:21: +------+--------------------+-------+-------------------+-------+
INFO - 00:09:21: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:21: +------+--------------------+-------+-------------------+-------+
INFO - 00:09:21: | x | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 00:09:21: | y | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 00:09:21: +------+--------------------+-------+-------------------+-------+
INFO - 00:09:21: 1%| | 51/10000 [00:00<00:07, 1329.63 it/sec, obj=[25.01494445 1.00001327]]
INFO - 00:09:21: 1%| | 52/10000 [00:00<00:07, 1325.04 it/sec, obj=[24.95104823 1.00006976]]
INFO - 00:09:21: 1%| | 53/10000 [00:00<00:07, 1326.89 it/sec, obj=[25.00269393 1.00000429]]
INFO - 00:09:22: 1%| | 54/10000 [00:00<00:07, 1324.28 it/sec, obj=[24.95403311 1.00006534]]
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INFO - 00:09:22: 1%| | 56/10000 [00:00<00:07, 1323.20 it/sec, obj=[24.97288879 1.00002348]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: Objective: 1.0000026017399986
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+--------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+--------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | 0.9993633584557085 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 2.000032965344246 | 3.141592653589793 | float |
INFO - 00:09:22: +------+--------------------+--------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [24.48500088 1.32188699]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+-------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+-------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 0 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0 | inf | float |
INFO - 00:09:22: +------+--------------------+-------+-------------------+-------+
INFO - 00:09:22: 1%| | 57/10000 [00:00<00:08, 1216.46 it/sec, obj=[15.98220845 9.55146811]]
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INFO - 00:09:22: 1%| | 98/10000 [00:00<00:07, 1329.19 it/sec, obj=[7.16026597 3.70845237]]
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INFO - 00:09:22: 1%| | 105/10000 [00:00<00:07, 1346.96 it/sec, obj=[5.9163612 3.21258482]]
WARNING - 00:09:22: Optimization found no feasible point; the least infeasible point is selected.
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
WARNING - 00:09:22: The solution is not feasible.
INFO - 00:09:22: Objective: 0.1287538299674853
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-22.2413387 0.69654043]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.332772858992157 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.1287538299674853 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
WARNING - 00:09:22: No feasible optimum has been found for phi_beta = [24.48500088 1.32188699]
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [23.9748967 1.64377138]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.332772858992157 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.1287538299674853 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 1%| | 106/10000 [00:00<00:07, 1258.25 it/sec, obj=[ 8.26118842 44.00575546]]
INFO - 00:09:22: 1%| | 107/10000 [00:00<00:07, 1259.99 it/sec, obj=[4.69392334 2.78869326]]
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INFO - 00:09:22: 1%|▏ | 148/10000 [00:00<00:07, 1325.81 it/sec, obj=[4.80778453 2.8356089 ]]
INFO - 00:09:22: 1%|▏ | 149/10000 [00:00<00:07, 1327.49 it/sec, obj=[4.77009207 2.82048532]]
INFO - 00:09:22: 2%|▏ | 150/10000 [00:00<00:07, 1329.49 it/sec, obj=[4.76188387 2.81716405]]
INFO - 00:09:22: 2%|▏ | 151/10000 [00:00<00:07, 1331.16 it/sec, obj=[4.76009304 2.81643809]]
INFO - 00:09:22: 2%|▏ | 152/10000 [00:00<00:07, 1332.41 it/sec, obj=[4.75970217 2.81627957]]
INFO - 00:09:22: 2%|▏ | 153/10000 [00:00<00:07, 1333.75 it/sec, obj=[4.75961685 2.81624496]]
INFO - 00:09:22: 2%|▏ | 154/10000 [00:00<00:07, 1335.17 it/sec, obj=[4.75959822 2.81623741]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: 0.07558728376658524
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-21.17028546 -0.04726609]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.780389247503046 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.155387309211172 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.07558728376658524 | inf | float |
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [23.46479251 1.96565578]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.780389247503046 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.155387309211172 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.07558728376658524 | inf | float |
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: 2%|▏ | 155/10000 [00:00<00:07, 1280.41 it/sec, obj=[17.41207192 10.24348169]]
INFO - 00:09:22: 2%|▏ | 156/10000 [00:00<00:07, 1279.43 it/sec, obj=[6.41645032 4.02617341]]
INFO - 00:09:22: 2%|▏ | 157/10000 [00:00<00:07, 1280.84 it/sec, obj=[5.0793091 3.00828195]]
INFO - 00:09:22: 2%|▏ | 158/10000 [00:00<00:07, 1277.95 it/sec, obj=[18.01518961 11.83180067]]
INFO - 00:09:22: 2%|▏ | 159/10000 [00:00<00:07, 1277.62 it/sec, obj=[6.12094321 3.6615491 ]]
INFO - 00:09:22: 2%|▏ | 160/10000 [00:00<00:07, 1279.17 it/sec, obj=[5.23377261 3.09964047]]
INFO - 00:09:22: 2%|▏ | 161/10000 [00:00<00:07, 1280.75 it/sec, obj=[5.10845431 3.0252821 ]]
INFO - 00:09:22: 2%|▏ | 162/10000 [00:00<00:07, 1280.13 it/sec, obj=[18.02333284 11.85494193]]
INFO - 00:09:22: 2%|▏ | 163/10000 [00:00<00:07, 1281.60 it/sec, obj=[6.14305904 3.67474665]]
INFO - 00:09:22: 2%|▏ | 164/10000 [00:00<00:07, 1283.41 it/sec, obj=[5.25810018 3.11419705]]
INFO - 00:09:22: 2%|▏ | 165/10000 [00:00<00:07, 1285.08 it/sec, obj=[5.13242841 3.03933909]]
INFO - 00:09:22: 2%|▏ | 166/10000 [00:00<00:07, 1286.95 it/sec, obj=[5.11236729 3.02757123]]
INFO - 00:09:22: 2%|▏ | 167/10000 [00:00<00:07, 1288.46 it/sec, obj=[5.10909495 3.02565674]]
INFO - 00:09:22: 2%|▏ | 168/10000 [00:00<00:07, 1289.91 it/sec, obj=[5.10855925 3.02534347]]
INFO - 00:09:22: 2%|▏ | 169/10000 [00:00<00:07, 1291.65 it/sec, obj=[5.1084715 3.02529215]]
INFO - 00:09:22: 2%|▏ | 170/10000 [00:00<00:07, 1293.21 it/sec, obj=[5.10845713 3.02528375]]
INFO - 00:09:22: 2%|▏ | 171/10000 [00:00<00:07, 1294.92 it/sec, obj=[5.10845477 3.02528237]]
INFO - 00:09:22: 2%|▏ | 172/10000 [00:00<00:07, 1296.40 it/sec, obj=[5.10845439 3.02528215]]
INFO - 00:09:22: 2%|▏ | 173/10000 [00:00<00:07, 1295.56 it/sec, obj=[18.02388311 11.85650641]]
INFO - 00:09:22: 2%|▏ | 174/10000 [00:00<00:07, 1296.86 it/sec, obj=[6.1422146 3.67412033]]
INFO - 00:09:22: 2%|▏ | 175/10000 [00:00<00:07, 1298.46 it/sec, obj=[5.2578993 3.11406938]]
INFO - 00:09:22: 2%|▏ | 176/10000 [00:00<00:07, 1299.90 it/sec, obj=[5.13238184 3.0393108 ]]
INFO - 00:09:22: 2%|▏ | 177/10000 [00:00<00:07, 1301.59 it/sec, obj=[5.11235729 3.02756523]]
INFO - 00:09:22: 2%|▏ | 178/10000 [00:00<00:07, 1303.11 it/sec, obj=[5.10909297 3.02565556]]
INFO - 00:09:22: 2%|▏ | 179/10000 [00:00<00:07, 1304.49 it/sec, obj=[5.10855892 3.02534327]]
INFO - 00:09:22: 2%|▏ | 180/10000 [00:00<00:07, 1306.11 it/sec, obj=[5.1084715 3.02529215]]
INFO - 00:09:22: 2%|▏ | 181/10000 [00:00<00:07, 1307.54 it/sec, obj=[5.10845719 3.02528378]]
INFO - 00:09:22: 2%|▏ | 182/10000 [00:00<00:07, 1309.21 it/sec, obj=[5.10845485 3.02528241]]
INFO - 00:09:22: 2%|▏ | 183/10000 [00:00<00:07, 1310.59 it/sec, obj=[5.10845446 3.02528219]]
INFO - 00:09:22: 2%|▏ | 184/10000 [00:00<00:07, 1309.69 it/sec, obj=[18.0239024 11.85657289]]
INFO - 00:09:22: 2%|▏ | 185/10000 [00:00<00:07, 1310.82 it/sec, obj=[6.14200438 3.6739802 ]]
INFO - 00:09:22: 2%|▏ | 186/10000 [00:00<00:07, 1312.29 it/sec, obj=[5.25784395 3.11403568]]
INFO - 00:09:22: 2%|▏ | 187/10000 [00:00<00:07, 1313.54 it/sec, obj=[5.13236875 3.03930306]]
INFO - 00:09:22: 2%|▏ | 188/10000 [00:00<00:07, 1314.95 it/sec, obj=[5.1123545 3.02756359]]
INFO - 00:09:22: 2%|▏ | 189/10000 [00:00<00:07, 1316.18 it/sec, obj=[5.10909246 3.02565526]]
INFO - 00:09:22: 2%|▏ | 190/10000 [00:00<00:07, 1317.45 it/sec, obj=[5.10855888 3.02534325]]
INFO - 00:09:22: 2%|▏ | 191/10000 [00:00<00:07, 1318.91 it/sec, obj=[5.10847155 3.02529218]]
INFO - 00:09:22: 2%|▏ | 192/10000 [00:00<00:07, 1320.06 it/sec, obj=[5.10845726 3.02528383]]
INFO - 00:09:22: 2%|▏ | 193/10000 [00:00<00:07, 1321.45 it/sec, obj=[5.10845492 3.02528246]]
INFO - 00:09:22: 2%|▏ | 194/10000 [00:00<00:07, 1322.70 it/sec, obj=[5.10845454 3.02528223]]
INFO - 00:09:22: 2%|▏ | 195/10000 [00:00<00:07, 1321.83 it/sec, obj=[18.02214894 11.85421979]]
INFO - 00:09:22: 2%|▏ | 196/10000 [00:00<00:07, 1323.01 it/sec, obj=[6.14198556 3.67396783]]
INFO - 00:09:22: 2%|▏ | 197/10000 [00:00<00:07, 1324.41 it/sec, obj=[5.25783548 3.11403056]]
INFO - 00:09:22: 2%|▏ | 198/10000 [00:00<00:07, 1325.66 it/sec, obj=[5.13236652 3.03930175]]
INFO - 00:09:22: 2%|▏ | 199/10000 [00:00<00:07, 1327.15 it/sec, obj=[5.11235404 3.02756332]]
INFO - 00:09:22: 2%|▏ | 200/10000 [00:00<00:07, 1328.36 it/sec, obj=[5.10909242 3.02565523]]
INFO - 00:09:22: 2%|▏ | 201/10000 [00:00<00:07, 1329.63 it/sec, obj=[5.10855894 3.02534328]]
INFO - 00:09:22: 2%|▏ | 202/10000 [00:00<00:07, 1331.05 it/sec, obj=[5.10847163 3.02529222]]
INFO - 00:09:22: 2%|▏ | 203/10000 [00:00<00:07, 1332.16 it/sec, obj=[5.10845733 3.02528387]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: 0.0673616171539137
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-2.00691941e+01 -1.98238320e-02]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [22.95468833 2.28754017]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 2%|▏ | 204/10000 [00:00<00:07, 1283.87 it/sec, obj=[20.29234658 17.24583245]]
INFO - 00:09:22: 2%|▏ | 205/10000 [00:00<00:07, 1283.03 it/sec, obj=[6.41146987 3.58911351]]
INFO - 00:09:22: 2%|▏ | 206/10000 [00:00<00:07, 1284.03 it/sec, obj=[5.62767493 3.26263236]]
INFO - 00:09:22: 2%|▏ | 207/10000 [00:00<00:07, 1283.26 it/sec, obj=[30.91672108 1.63422626]]
INFO - 00:09:22: 2%|▏ | 208/10000 [00:00<00:07, 1284.46 it/sec, obj=[13.60760165 8.31881893]]
INFO - 00:09:22: 2%|▏ | 209/10000 [00:00<00:07, 1285.63 it/sec, obj=[7.19772115 3.73274512]]
INFO - 00:09:22: 2%|▏ | 210/10000 [00:00<00:07, 1286.80 it/sec, obj=[6.35416378 3.36500282]]
INFO - 00:09:22: 2%|▏ | 211/10000 [00:00<00:07, 1286.27 it/sec, obj=[19.28076356 15.27380978]]
INFO - 00:09:22: 2%|▏ | 212/10000 [00:00<00:07, 1287.38 it/sec, obj=[7.6249889 3.86216354]]
INFO - 00:09:22: 2%|▏ | 213/10000 [00:00<00:07, 1288.54 it/sec, obj=[6.69217925 3.49073283]]
INFO - 00:09:22: 2%|▏ | 214/10000 [00:00<00:07, 1289.93 it/sec, obj=[6.45061224 3.40027039]]
INFO - 00:09:22: 2%|▏ | 215/10000 [00:00<00:07, 1291.12 it/sec, obj=[6.3822566 3.37522136]]
INFO - 00:09:22: 2%|▏ | 216/10000 [00:00<00:07, 1292.39 it/sec, obj=[6.36239621 3.3679926 ]]
INFO - 00:09:22: 2%|▏ | 217/10000 [00:00<00:07, 1293.73 it/sec, obj=[6.35658055 3.36588011]]
INFO - 00:09:22: 2%|▏ | 218/10000 [00:00<00:07, 1294.96 it/sec, obj=[6.35487363 3.36526046]]
INFO - 00:09:22: 2%|▏ | 219/10000 [00:00<00:07, 1296.26 it/sec, obj=[6.35437231 3.3650785 ]]
INFO - 00:09:22: 2%|▏ | 220/10000 [00:00<00:07, 1297.41 it/sec, obj=[6.35422504 3.36502505]]
INFO - 00:09:22: 2%|▏ | 221/10000 [00:00<00:07, 1298.57 it/sec, obj=[6.35418178 3.36500935]]
INFO - 00:09:22: 2%|▏ | 222/10000 [00:00<00:07, 1298.10 it/sec, obj=[19.52227531 15.82586565]]
INFO - 00:09:22: 2%|▏ | 223/10000 [00:00<00:07, 1299.19 it/sec, obj=[7.43337011 3.77550161]]
INFO - 00:09:22: 2%|▏ | 224/10000 [00:00<00:07, 1300.39 it/sec, obj=[6.61012592 3.45860329]]
INFO - 00:09:22: 2%|▏ | 225/10000 [00:00<00:07, 1301.75 it/sec, obj=[6.41872298 3.38834692]]
INFO - 00:09:22: 2%|▏ | 226/10000 [00:00<00:07, 1302.87 it/sec, obj=[6.37071383 3.37096932]]
INFO - 00:09:22: 2%|▏ | 227/10000 [00:00<00:07, 1304.23 it/sec, obj=[6.35843353 3.36654096]]
INFO - 00:09:22: 2%|▏ | 228/10000 [00:00<00:07, 1305.37 it/sec, obj=[6.35527639 3.36540358]]
INFO - 00:09:22: 2%|▏ | 229/10000 [00:00<00:07, 1306.55 it/sec, obj=[6.35446366 3.36511087]]
INFO - 00:09:22: 2%|▏ | 230/10000 [00:00<00:07, 1307.79 it/sec, obj=[6.35425438 3.3650355 ]]
INFO - 00:09:22: 2%|▏ | 231/10000 [00:00<00:07, 1308.88 it/sec, obj=[6.35420048 3.36501609]]
INFO - 00:09:22: 2%|▏ | 232/10000 [00:00<00:07, 1309.92 it/sec, obj=[6.3541866 3.36501109]]
INFO - 00:09:22: 2%|▏ | 233/10000 [00:00<00:07, 1309.33 it/sec, obj=[19.53527891 15.8542317 ]]
INFO - 00:09:22: 2%|▏ | 234/10000 [00:00<00:07, 1310.34 it/sec, obj=[7.42416126 3.7714547 ]]
INFO - 00:09:22: 2%|▏ | 235/10000 [00:00<00:07, 1311.50 it/sec, obj=[6.60627501 3.45712153]]
INFO - 00:09:22: 2%|▏ | 236/10000 [00:00<00:07, 1312.76 it/sec, obj=[6.41730966 3.38782359]]
INFO - 00:09:22: 2%|▏ | 237/10000 [00:00<00:07, 1313.84 it/sec, obj=[6.37023829 3.3707953 ]]
INFO - 00:09:22: 2%|▏ | 238/10000 [00:00<00:07, 1315.17 it/sec, obj=[6.35828454 3.36648667]]
INFO - 00:09:22: 2%|▏ | 239/10000 [00:00<00:07, 1316.20 it/sec, obj=[6.35523384 3.36538811]]
INFO - 00:09:22: 2%|▏ | 240/10000 [00:00<00:07, 1317.23 it/sec, obj=[6.35445429 3.36510746]]
INFO - 00:09:22: 2%|▏ | 241/10000 [00:00<00:07, 1318.45 it/sec, obj=[6.35425503 3.36503572]]
INFO - 00:09:22: 2%|▏ | 242/10000 [00:00<00:07, 1319.54 it/sec, obj=[6.35420409 3.36501738]]
INFO - 00:09:22: 2%|▏ | 243/10000 [00:00<00:07, 1320.66 it/sec, obj=[6.35419107 3.3650127 ]]
INFO - 00:09:22: 2%|▏ | 244/10000 [00:00<00:07, 1319.85 it/sec, obj=[19.53680798 15.85755783]]
INFO - 00:09:22: 2%|▏ | 245/10000 [00:00<00:07, 1320.59 it/sec, obj=[7.42238684 3.77070542]]
INFO - 00:09:22: 2%|▏ | 246/10000 [00:00<00:07, 1321.50 it/sec, obj=[6.60547717 3.45681968]]
INFO - 00:09:22: 2%|▏ | 247/10000 [00:00<00:07, 1322.54 it/sec, obj=[6.4170133 3.38771487]]
INFO - 00:09:22: 2%|▏ | 248/10000 [00:00<00:07, 1323.40 it/sec, obj=[6.37014021 3.37075964]]
INFO - 00:09:22: 2%|▏ | 249/10000 [00:00<00:07, 1324.27 it/sec, obj=[6.35825613 3.36647637]]
INFO - 00:09:22: 2%|▎ | 250/10000 [00:00<00:07, 1325.08 it/sec, obj=[6.35522819 3.36538605]]
INFO - 00:09:22: 3%|▎ | 251/10000 [00:00<00:07, 1325.83 it/sec, obj=[6.35445574 3.36510797]]
INFO - 00:09:22: 3%|▎ | 252/10000 [00:00<00:07, 1326.87 it/sec, obj=[6.35425862 3.36503701]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: 0.0673616171539137
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-19.55908992 -0.34170822]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [22.44458414 2.60942456]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 3%|▎ | 253/10000 [00:00<00:07, 1285.09 it/sec, obj=[20.1627419 17.04505875]]
INFO - 00:09:22: 3%|▎ | 254/10000 [00:00<00:07, 1284.49 it/sec, obj=[6.58466099 3.66654996]]
INFO - 00:09:22: 3%|▎ | 255/10000 [00:00<00:07, 1283.85 it/sec, obj=[25.62308386 1.42977727]]
INFO - 00:09:22: 3%|▎ | 256/10000 [00:00<00:07, 1283.23 it/sec, obj=[26.99698406 6.25589586]]
INFO - 00:09:22: 3%|▎ | 257/10000 [00:00<00:07, 1282.93 it/sec, obj=[20.63888352 5.76348791]]
INFO - 00:09:22: 3%|▎ | 258/10000 [00:00<00:07, 1283.71 it/sec, obj=[22.25329092 1.44188823]]
INFO - 00:09:22: 3%|▎ | 259/10000 [00:00<00:07, 1283.05 it/sec, obj=[21.14353154 1.99257095]]
INFO - 00:09:22: 3%|▎ | 260/10000 [00:00<00:07, 1282.55 it/sec, obj=[21.12485331 2.68321937]]
INFO - 00:09:22: 3%|▎ | 261/10000 [00:00<00:07, 1283.45 it/sec, obj=[21.11139755 2.08104482]]
INFO - 00:09:22: 3%|▎ | 262/10000 [00:00<00:07, 1284.54 it/sec, obj=[21.13535186 2.01107045]]
INFO - 00:09:22: 3%|▎ | 263/10000 [00:00<00:07, 1285.42 it/sec, obj=[21.14157565 1.99681529]]
INFO - 00:09:22: 3%|▎ | 264/10000 [00:00<00:07, 1286.37 it/sec, obj=[21.14306884 1.99356552]]
INFO - 00:09:22: 3%|▎ | 265/10000 [00:00<00:07, 1287.49 it/sec, obj=[21.14342234 1.99280516]]
INFO - 00:09:22: 3%|▎ | 266/10000 [00:00<00:07, 1288.50 it/sec, obj=[21.14350578 1.99262617]]
INFO - 00:09:22: 3%|▎ | 267/10000 [00:00<00:07, 1289.66 it/sec, obj=[21.14352547 1.99258397]]
INFO - 00:09:22: 3%|▎ | 268/10000 [00:00<00:07, 1290.64 it/sec, obj=[21.14353011 1.99257402]]
INFO - 00:09:22: 3%|▎ | 269/10000 [00:00<00:07, 1291.60 it/sec, obj=[21.1435312 1.99257167]]
INFO - 00:09:22: 3%|▎ | 270/10000 [00:00<00:07, 1292.74 it/sec, obj=[21.14353146 1.99257112]]
INFO - 00:09:22: 3%|▎ | 271/10000 [00:00<00:07, 1292.24 it/sec, obj=[21.13344098 2.4610904 ]]
INFO - 00:09:22: 3%|▎ | 272/10000 [00:00<00:07, 1293.06 it/sec, obj=[21.12134737 2.06901287]]
INFO - 00:09:22: 3%|▎ | 273/10000 [00:00<00:07, 1294.07 it/sec, obj=[21.13694678 2.01083631]]
INFO - 00:09:22: 3%|▎ | 274/10000 [00:00<00:07, 1295.00 it/sec, obj=[21.14172927 1.9973228 ]]
INFO - 00:09:22: 3%|▎ | 275/10000 [00:00<00:07, 1295.96 it/sec, obj=[21.14304587 1.9938347 ]]
INFO - 00:09:22: 3%|▎ | 276/10000 [00:00<00:07, 1297.02 it/sec, obj=[21.14340112 1.9929091 ]]
INFO - 00:09:22: 3%|▎ | 277/10000 [00:00<00:07, 1297.84 it/sec, obj=[21.14349651 1.99266166]]
INFO - 00:09:22: 3%|▎ | 278/10000 [00:00<00:07, 1298.92 it/sec, obj=[21.14352209 1.99259538]]
INFO - 00:09:22: 3%|▎ | 279/10000 [00:00<00:07, 1299.78 it/sec, obj=[21.14352895 1.99257762]]
INFO - 00:09:22: 3%|▎ | 280/10000 [00:00<00:07, 1300.68 it/sec, obj=[21.14353079 1.99257286]]
INFO - 00:09:22: 3%|▎ | 281/10000 [00:00<00:07, 1301.69 it/sec, obj=[21.14353128 1.99257159]]
INFO - 00:09:22: 3%|▎ | 282/10000 [00:00<00:07, 1301.14 it/sec, obj=[21.13346043 2.46087866]]
INFO - 00:09:22: 3%|▎ | 283/10000 [00:00<00:07, 1301.95 it/sec, obj=[21.12073732 2.07204531]]
INFO - 00:09:22: 3%|▎ | 284/10000 [00:00<00:07, 1302.97 it/sec, obj=[21.13644736 2.01233885]]
INFO - 00:09:22: 3%|▎ | 285/10000 [00:00<00:07, 1303.91 it/sec, obj=[21.14150063 1.99793973]]
INFO - 00:09:22: 3%|▎ | 286/10000 [00:00<00:07, 1304.84 it/sec, obj=[21.14295833 1.99406421]]
INFO - 00:09:22: 3%|▎ | 287/10000 [00:00<00:07, 1305.85 it/sec, obj=[21.14337027 1.99298934]]
INFO - 00:09:22: 3%|▎ | 288/10000 [00:00<00:07, 1306.74 it/sec, obj=[21.14348608 1.99268872]]
INFO - 00:09:22: 3%|▎ | 289/10000 [00:00<00:07, 1307.75 it/sec, obj=[21.1435186 1.99260445]]
INFO - 00:09:22: 3%|▎ | 290/10000 [00:00<00:07, 1308.58 it/sec, obj=[21.14352772 1.99258081]]
INFO - 00:09:22: 3%|▎ | 291/10000 [00:00<00:07, 1309.50 it/sec, obj=[21.14353028 1.99257417]]
INFO - 00:09:22: 3%|▎ | 292/10000 [00:00<00:07, 1310.52 it/sec, obj=[21.143531 1.99257231]]
INFO - 00:09:22: 3%|▎ | 293/10000 [00:00<00:07, 1309.96 it/sec, obj=[21.13368958 2.45831658]]
INFO - 00:09:22: 3%|▎ | 294/10000 [00:00<00:07, 1310.67 it/sec, obj=[21.12055039 2.07356895]]
INFO - 00:09:22: 3%|▎ | 295/10000 [00:00<00:07, 1311.55 it/sec, obj=[21.13619104 2.01320109]]
INFO - 00:09:22: 3%|▎ | 296/10000 [00:00<00:07, 1312.31 it/sec, obj=[21.14136892 1.99831703]]
INFO - 00:09:22: 3%|▎ | 297/10000 [00:00<00:07, 1313.15 it/sec, obj=[21.14290425 1.99421189]]
INFO - 00:09:22: 3%|▎ | 298/10000 [00:00<00:07, 1314.03 it/sec, obj=[21.14335007 1.99304354]]
INFO - 00:09:22: 3%|▎ | 299/10000 [00:00<00:07, 1314.86 it/sec, obj=[21.14347883 1.99270802]]
INFO - 00:09:22: 3%|▎ | 300/10000 [00:00<00:07, 1315.79 it/sec, obj=[21.14351596 1.99261142]]
INFO - 00:09:22: 3%|▎ | 301/10000 [00:00<00:07, 1316.52 it/sec, obj=[21.14352667 1.99258358]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: 0.0673616171539137
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-19.04898574 -0.66359261]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [21.93447996 2.93130895]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 3%|▎ | 302/10000 [00:00<00:07, 1278.51 it/sec, obj=[20.03586903 16.83324868]]
INFO - 00:09:22: 3%|▎ | 303/10000 [00:00<00:07, 1278.04 it/sec, obj=[6.77377035 3.75167734]]
INFO - 00:09:22: 3%|▎ | 304/10000 [00:00<00:07, 1277.48 it/sec, obj=[24.0579497 1.56394686]]
INFO - 00:09:22: 3%|▎ | 305/10000 [00:00<00:07, 1276.92 it/sec, obj=[21.97179135 12.59294787]]
INFO - 00:09:22: 3%|▎ | 306/10000 [00:00<00:07, 1277.59 it/sec, obj=[19.90814462 4.03115301]]
INFO - 00:09:22: 3%|▎ | 307/10000 [00:00<00:07, 1278.36 it/sec, obj=[21.3481139 1.80531948]]
INFO - 00:09:22: 3%|▎ | 308/10000 [00:00<00:07, 1278.00 it/sec, obj=[20.37918946 2.78046007]]
INFO - 00:09:22: 3%|▎ | 309/10000 [00:00<00:07, 1277.53 it/sec, obj=[20.95162698 2.70576215]]
INFO - 00:09:22: 3%|▎ | 310/10000 [00:00<00:07, 1278.28 it/sec, obj=[20.59008943 2.74739699]]
INFO - 00:09:22: 3%|▎ | 311/10000 [00:00<00:07, 1279.10 it/sec, obj=[20.46478173 2.76604852]]
INFO - 00:09:22: 3%|▎ | 312/10000 [00:00<00:07, 1280.00 it/sec, obj=[20.41528654 2.77419901]]
INFO - 00:09:22: 3%|▎ | 313/10000 [00:00<00:07, 1280.86 it/sec, obj=[20.39465935 2.77774263]]
INFO - 00:09:22: 3%|▎ | 314/10000 [00:00<00:07, 1281.78 it/sec, obj=[20.38586494 2.77928105]]
INFO - 00:09:22: 3%|▎ | 315/10000 [00:00<00:07, 1282.56 it/sec, obj=[20.38207856 2.7799486 ]]
INFO - 00:09:22: 3%|▎ | 316/10000 [00:00<00:07, 1283.37 it/sec, obj=[20.38044144 2.7802382 ]]
INFO - 00:09:22: 3%|▎ | 317/10000 [00:00<00:07, 1284.26 it/sec, obj=[20.3797323 2.78036383]]
INFO - 00:09:22: 3%|▎ | 318/10000 [00:00<00:07, 1285.09 it/sec, obj=[20.37942488 2.78041833]]
INFO - 00:09:22: 3%|▎ | 319/10000 [00:00<00:07, 1286.02 it/sec, obj=[20.37929157 2.78044197]]
INFO - 00:09:22: 3%|▎ | 320/10000 [00:00<00:07, 1285.59 it/sec, obj=[20.94878737 2.55962614]]
INFO - 00:09:22: 3%|▎ | 321/10000 [00:00<00:07, 1286.29 it/sec, obj=[20.60588735 2.68707456]]
INFO - 00:09:22: 3%|▎ | 322/10000 [00:00<00:07, 1287.09 it/sec, obj=[20.47686369 2.73925238]]
INFO - 00:09:22: 3%|▎ | 323/10000 [00:00<00:07, 1288.03 it/sec, obj=[20.42268296 2.76193262]]
INFO - 00:09:22: 3%|▎ | 324/10000 [00:00<00:07, 1288.88 it/sec, obj=[20.39886052 2.77205574]]
INFO - 00:09:22: 3%|▎ | 325/10000 [00:00<00:07, 1289.81 it/sec, obj=[20.38817229 2.7766282 ]]
INFO - 00:09:22: 3%|▎ | 326/10000 [00:00<00:07, 1290.59 it/sec, obj=[20.3833332 2.77870467]]
INFO - 00:09:22: 3%|▎ | 327/10000 [00:00<00:07, 1291.34 it/sec, obj=[20.38113328 2.77964996]]
INFO - 00:09:22: 3%|▎ | 328/10000 [00:00<00:07, 1292.31 it/sec, obj=[20.3801313 2.78008078]]
INFO - 00:09:22: 3%|▎ | 329/10000 [00:00<00:07, 1293.17 it/sec, obj=[20.37967455 2.78027722]]
INFO - 00:09:22: 3%|▎ | 330/10000 [00:00<00:07, 1294.10 it/sec, obj=[20.37946626 2.78036682]]
INFO - 00:09:22: 3%|▎ | 331/10000 [00:00<00:07, 1293.73 it/sec, obj=[20.94954039 2.52878734]]
INFO - 00:09:22: 3%|▎ | 332/10000 [00:00<00:07, 1294.46 it/sec, obj=[20.56170384 2.69485167]]
INFO - 00:09:22: 3%|▎ | 333/10000 [00:00<00:07, 1295.23 it/sec, obj=[20.44366028 2.74965218]]
INFO - 00:09:22: 3%|▎ | 334/10000 [00:00<00:07, 1296.01 it/sec, obj=[20.40281492 2.76911882]]
INFO - 00:09:22: 3%|▎ | 335/10000 [00:00<00:07, 1296.74 it/sec, obj=[20.38805592 2.77621857]]
INFO - 00:09:22: 3%|▎ | 336/10000 [00:00<00:07, 1297.60 it/sec, obj=[20.38263944 2.77883298]]
INFO - 00:09:22: 3%|▎ | 337/10000 [00:00<00:07, 1297.65 it/sec, obj=[20.38064029 2.77979913]]
INFO - 00:09:22: 3%|▎ | 338/10000 [00:00<00:07, 1298.24 it/sec, obj=[20.37990088 2.78015664]]
INFO - 00:09:22: 3%|▎ | 339/10000 [00:00<00:07, 1299.09 it/sec, obj=[20.37962719 2.78028899]]
INFO - 00:09:22: 3%|▎ | 340/10000 [00:00<00:07, 1299.77 it/sec, obj=[20.37952585 2.780338 ]]
INFO - 00:09:22: 3%|▎ | 341/10000 [00:00<00:07, 1300.51 it/sec, obj=[20.37948833 2.78035615]]
INFO - 00:09:22: 3%|▎ | 342/10000 [00:00<00:07, 1300.20 it/sec, obj=[20.94981091 2.52073244]]
INFO - 00:09:22: 3%|▎ | 343/10000 [00:00<00:07, 1300.89 it/sec, obj=[20.52538361 2.70943885]]
INFO - 00:09:22: 3%|▎ | 344/10000 [00:00<00:07, 1301.61 it/sec, obj=[20.42120846 2.7597353 ]]
INFO - 00:09:22: 3%|▎ | 345/10000 [00:00<00:07, 1302.49 it/sec, obj=[20.39177904 2.77425226]]
INFO - 00:09:22: 3%|▎ | 346/10000 [00:00<00:07, 1303.23 it/sec, obj=[20.38314045 2.77853987]]
INFO - 00:09:22: 3%|▎ | 347/10000 [00:00<00:07, 1303.01 it/sec, obj=[20.3805763 2.77981485]]
INFO - 00:09:22: 3%|▎ | 348/10000 [00:00<00:07, 1303.83 it/sec, obj=[20.37981268 2.78019475]]
INFO - 00:09:22: 3%|▎ | 349/10000 [00:00<00:07, 1304.57 it/sec, obj=[20.37958505 2.78030802]]
INFO - 00:09:22: 4%|▎ | 350/10000 [00:00<00:07, 1305.32 it/sec, obj=[20.37951717 2.78034179]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: 0.0673616171539137
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-18.53888155 -0.98547701]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [21.42437577 3.25319334]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 4%|▎ | 351/10000 [00:00<00:07, 1270.19 it/sec, obj=[19.91172795 16.61153226]]
INFO - 00:09:22: 4%|▎ | 352/10000 [00:00<00:07, 1269.77 it/sec, obj=[6.98077525 3.8455079 ]]
INFO - 00:09:22: 4%|▎ | 353/10000 [00:00<00:07, 1269.36 it/sec, obj=[22.60872994 1.88395045]]
INFO - 00:09:22: 4%|▎ | 354/10000 [00:00<00:07, 1269.06 it/sec, obj=[17.72520898 19.01797333]]
INFO - 00:09:22: 4%|▎ | 355/10000 [00:00<00:07, 1269.69 it/sec, obj=[20.20337981 2.56043744]]
INFO - 00:09:22: 4%|▎ | 356/10000 [00:00<00:07, 1269.38 it/sec, obj=[19.8190467 3.74857433]]
INFO - 00:09:22: 4%|▎ | 357/10000 [00:00<00:07, 1269.01 it/sec, obj=[20.78329584 3.03570013]]
INFO - 00:09:22: 4%|▎ | 358/10000 [00:00<00:07, 1268.68 it/sec, obj=[20.82836003 2.3880134 ]]
INFO - 00:09:22: 4%|▎ | 359/10000 [00:00<00:07, 1268.49 it/sec, obj=[20.42768636 2.84326653]]
INFO - 00:09:22: 4%|▎ | 360/10000 [00:00<00:07, 1268.21 it/sec, obj=[20.57634372 2.90733392]]
INFO - 00:09:22: 4%|▎ | 361/10000 [00:00<00:07, 1268.49 it/sec, obj=[20.44168751 2.84923489]]
INFO - 00:09:22: 4%|▎ | 362/10000 [00:00<00:07, 1269.11 it/sec, obj=[20.42907783 2.8438588 ]]
INFO - 00:09:22: 4%|▎ | 363/10000 [00:00<00:07, 1269.93 it/sec, obj=[20.42782542 2.84332572]]
INFO - 00:09:22: 4%|▎ | 364/10000 [00:00<00:07, 1270.65 it/sec, obj=[20.42770027 2.84327245]]
INFO - 00:09:22: 4%|▎ | 365/10000 [00:00<00:07, 1271.37 it/sec, obj=[20.42768775 2.84326713]]
INFO - 00:09:22: 4%|▎ | 366/10000 [00:00<00:07, 1272.14 it/sec, obj=[20.4276865 2.84326659]]
INFO - 00:09:22: 4%|▎ | 367/10000 [00:00<00:07, 1272.85 it/sec, obj=[20.42768638 2.84326654]]
INFO - 00:09:22: 4%|▎ | 368/10000 [00:00<00:07, 1273.68 it/sec, obj=[20.42768636 2.84326653]]
INFO - 00:09:22: 4%|▎ | 369/10000 [00:00<00:07, 1274.39 it/sec, obj=[20.42768636 2.84326653]]
INFO - 00:09:22: 4%|▎ | 370/10000 [00:00<00:07, 1275.15 it/sec, obj=[20.42768636 2.84326653]]
INFO - 00:09:22: 4%|▎ | 371/10000 [00:00<00:07, 1274.92 it/sec, obj=[20.57592939 2.82724602]]
INFO - 00:09:22: 4%|▎ | 372/10000 [00:00<00:07, 1275.55 it/sec, obj=[20.44216358 2.84154867]]
INFO - 00:09:22: 4%|▎ | 373/10000 [00:00<00:07, 1276.25 it/sec, obj=[20.42913061 2.84309354]]
INFO - 00:09:22: 4%|▎ | 374/10000 [00:00<00:07, 1277.03 it/sec, obj=[20.42783075 2.84324922]]
INFO - 00:09:22: 4%|▍ | 375/10000 [00:00<00:07, 1277.67 it/sec, obj=[20.4277008 2.8432648]]
INFO - 00:09:22: 4%|▍ | 376/10000 [00:00<00:07, 1278.37 it/sec, obj=[20.42768781 2.84326636]]
INFO - 00:09:22: 4%|▍ | 377/10000 [00:00<00:07, 1279.14 it/sec, obj=[20.42768651 2.84326652]]
INFO - 00:09:22: 4%|▍ | 378/10000 [00:00<00:07, 1279.85 it/sec, obj=[20.42768638 2.84326653]]
INFO - 00:09:22: 4%|▍ | 379/10000 [00:00<00:07, 1280.67 it/sec, obj=[20.42768636 2.84326653]]
INFO - 00:09:22: 4%|▍ | 380/10000 [00:00<00:07, 1281.39 it/sec, obj=[20.42768636 2.84326653]]
INFO - 00:09:22: 4%|▍ | 381/10000 [00:00<00:07, 1282.04 it/sec, obj=[20.42768636 2.84326653]]
INFO - 00:09:22: 4%|▍ | 382/10000 [00:00<00:07, 1281.75 it/sec, obj=[20.5760976 2.81572152]]
INFO - 00:09:22: 4%|▍ | 383/10000 [00:00<00:07, 1282.35 it/sec, obj=[20.44223618 2.84041677]]
INFO - 00:09:22: 4%|▍ | 384/10000 [00:00<00:07, 1283.01 it/sec, obj=[20.42913843 2.84298057]]
INFO - 00:09:22: 4%|▍ | 385/10000 [00:00<00:07, 1283.77 it/sec, obj=[20.42783154 2.84323793]]
INFO - 00:09:22: 4%|▍ | 386/10000 [00:00<00:07, 1284.43 it/sec, obj=[20.42770088 2.84326367]]
INFO - 00:09:22: 4%|▍ | 387/10000 [00:00<00:07, 1285.10 it/sec, obj=[20.42768781 2.84326625]]
INFO - 00:09:22: 4%|▍ | 388/10000 [00:00<00:07, 1285.86 it/sec, obj=[20.42768651 2.84326651]]
INFO - 00:09:22: 4%|▍ | 389/10000 [00:00<00:07, 1286.55 it/sec, obj=[20.42768638 2.84326653]]
INFO - 00:09:22: 4%|▍ | 390/10000 [00:00<00:07, 1287.34 it/sec, obj=[20.42768636 2.84326653]]
INFO - 00:09:22: 4%|▍ | 391/10000 [00:00<00:07, 1288.08 it/sec, obj=[20.42768636 2.84326653]]
INFO - 00:09:22: 4%|▍ | 392/10000 [00:00<00:07, 1288.75 it/sec, obj=[20.42768636 2.84326653]]
INFO - 00:09:22: 4%|▍ | 393/10000 [00:00<00:07, 1288.52 it/sec, obj=[20.57615001 2.81279169]]
INFO - 00:09:22: 4%|▍ | 394/10000 [00:00<00:07, 1289.11 it/sec, obj=[20.4422548 2.84012792]]
INFO - 00:09:22: 4%|▍ | 395/10000 [00:00<00:07, 1289.78 it/sec, obj=[20.42914043 2.84295173]]
INFO - 00:09:22: 4%|▍ | 396/10000 [00:00<00:07, 1290.53 it/sec, obj=[20.42783174 2.84323504]]
INFO - 00:09:22: 4%|▍ | 397/10000 [00:00<00:07, 1291.13 it/sec, obj=[20.4277009 2.84326338]]
INFO - 00:09:22: 4%|▍ | 398/10000 [00:00<00:07, 1291.78 it/sec, obj=[20.42768782 2.84326622]]
INFO - 00:09:22: 4%|▍ | 399/10000 [00:00<00:07, 1292.49 it/sec, obj=[20.42768651 2.8432665 ]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: 0.0673616171539137
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-18.02877737 -1.3073614 ]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [20.91427159 3.57507773]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 4%|▍ | 400/10000 [00:00<00:07, 1258.18 it/sec, obj=[19.51597421 15.85147167]]
INFO - 00:09:22: 4%|▍ | 401/10000 [00:00<00:07, 1257.84 it/sec, obj=[7.22876514 3.94366483]]
INFO - 00:09:22: 4%|▍ | 402/10000 [00:00<00:07, 1257.47 it/sec, obj=[21.33820282 2.47215533]]
INFO - 00:09:22: 4%|▍ | 403/10000 [00:00<00:07, 1257.08 it/sec, obj=[17.25402934 7.36855031]]
INFO - 00:09:22: 4%|▍ | 404/10000 [00:00<00:07, 1257.56 it/sec, obj=[19.29649469 3.32039119]]
INFO - 00:09:22: 4%|▍ | 405/10000 [00:00<00:07, 1257.13 it/sec, obj=[19.04204395 4.65800546]]
INFO - 00:09:22: 4%|▍ | 406/10000 [00:00<00:07, 1256.96 it/sec, obj=[20.37104066 3.53561512]]
INFO - 00:09:22: 4%|▍ | 407/10000 [00:00<00:07, 1256.69 it/sec, obj=[20.4729466 3.03669182]]
INFO - 00:09:22: 4%|▍ | 408/10000 [00:00<00:07, 1256.41 it/sec, obj=[20.28961846 3.01633556]]
INFO - 00:09:22: 4%|▍ | 409/10000 [00:00<00:07, 1256.15 it/sec, obj=[20.17875988 3.12015204]]
INFO - 00:09:22: 4%|▍ | 410/10000 [00:00<00:07, 1255.95 it/sec, obj=[20.18442607 3.14826794]]
INFO - 00:09:22: 4%|▍ | 411/10000 [00:00<00:07, 1256.54 it/sec, obj=[20.17930569 3.12294121]]
INFO - 00:09:22: 4%|▍ | 412/10000 [00:00<00:07, 1257.23 it/sec, obj=[20.17881425 3.12043073]]
INFO - 00:09:22: 4%|▍ | 413/10000 [00:00<00:07, 1257.89 it/sec, obj=[20.17876531 3.12017991]]
INFO - 00:09:22: 4%|▍ | 414/10000 [00:00<00:07, 1258.64 it/sec, obj=[20.17876042 3.12015483]]
INFO - 00:09:22: 4%|▍ | 415/10000 [00:00<00:07, 1259.30 it/sec, obj=[20.17875993 3.12015232]]
INFO - 00:09:22: 4%|▍ | 416/10000 [00:00<00:07, 1259.75 it/sec, obj=[20.17875988 3.12015207]]
INFO - 00:09:22: 4%|▍ | 417/10000 [00:00<00:07, 1260.48 it/sec, obj=[20.17875988 3.12015204]]
INFO - 00:09:22: 4%|▍ | 418/10000 [00:00<00:07, 1261.15 it/sec, obj=[20.17875988 3.12015204]]
INFO - 00:09:22: 4%|▍ | 419/10000 [00:00<00:07, 1261.88 it/sec, obj=[20.17875988 3.12015204]]
INFO - 00:09:22: 4%|▍ | 420/10000 [00:00<00:07, 1262.53 it/sec, obj=[20.17875988 3.12015204]]
INFO - 00:09:22: 4%|▍ | 421/10000 [00:00<00:07, 1262.25 it/sec, obj=[20.18445106 3.14454311]]
INFO - 00:09:22: 4%|▍ | 422/10000 [00:00<00:07, 1262.80 it/sec, obj=[20.17931242 3.12257379]]
INFO - 00:09:22: 4%|▍ | 423/10000 [00:00<00:07, 1263.48 it/sec, obj=[20.17881497 3.12039404]]
INFO - 00:09:22: 4%|▍ | 424/10000 [00:00<00:07, 1264.13 it/sec, obj=[20.17876538 3.12017624]]
INFO - 00:09:22: 4%|▍ | 425/10000 [00:00<00:07, 1264.89 it/sec, obj=[20.17876043 3.12015446]]
INFO - 00:09:22: 4%|▍ | 426/10000 [00:00<00:07, 1265.55 it/sec, obj=[20.17875993 3.12015228]]
INFO - 00:09:22: 4%|▍ | 427/10000 [00:00<00:07, 1266.18 it/sec, obj=[20.17875988 3.12015206]]
INFO - 00:09:22: 4%|▍ | 428/10000 [00:00<00:07, 1266.81 it/sec, obj=[20.17875988 3.12015204]]
INFO - 00:09:22: 4%|▍ | 429/10000 [00:00<00:07, 1267.43 it/sec, obj=[20.17875988 3.12015204]]
INFO - 00:09:22: 4%|▍ | 430/10000 [00:00<00:07, 1268.11 it/sec, obj=[20.17875988 3.12015204]]
INFO - 00:09:22: 4%|▍ | 431/10000 [00:00<00:07, 1268.84 it/sec, obj=[20.17875988 3.12015204]]
INFO - 00:09:22: 4%|▍ | 432/10000 [00:00<00:07, 1268.66 it/sec, obj=[20.18445213 3.14439958]]
INFO - 00:09:22: 4%|▍ | 433/10000 [00:00<00:07, 1269.23 it/sec, obj=[20.17931268 3.12255962]]
INFO - 00:09:22: 4%|▍ | 434/10000 [00:00<00:07, 1269.91 it/sec, obj=[20.17881499 3.12039262]]
INFO - 00:09:22: 4%|▍ | 435/10000 [00:00<00:07, 1270.50 it/sec, obj=[20.17876539 3.1201761 ]]
INFO - 00:09:22: 4%|▍ | 436/10000 [00:00<00:07, 1271.19 it/sec, obj=[20.17876043 3.12015444]]
INFO - 00:09:22: 4%|▍ | 437/10000 [00:00<00:07, 1271.83 it/sec, obj=[20.17875993 3.12015228]]
INFO - 00:09:22: 4%|▍ | 438/10000 [00:00<00:07, 1272.48 it/sec, obj=[20.17875988 3.12015206]]
INFO - 00:09:22: 4%|▍ | 439/10000 [00:00<00:07, 1273.18 it/sec, obj=[20.17875988 3.12015204]]
INFO - 00:09:22: 4%|▍ | 440/10000 [00:00<00:07, 1273.75 it/sec, obj=[20.17875988 3.12015204]]
INFO - 00:09:22: 4%|▍ | 441/10000 [00:00<00:07, 1274.46 it/sec, obj=[20.17875988 3.12015204]]
INFO - 00:09:22: 4%|▍ | 442/10000 [00:00<00:07, 1275.09 it/sec, obj=[20.17875988 3.12015204]]
INFO - 00:09:22: 4%|▍ | 443/10000 [00:00<00:07, 1274.83 it/sec, obj=[20.18445205 3.1444096 ]]
INFO - 00:09:22: 4%|▍ | 444/10000 [00:00<00:07, 1275.38 it/sec, obj=[20.17931266 3.12256061]]
INFO - 00:09:22: 4%|▍ | 445/10000 [00:00<00:07, 1276.04 it/sec, obj=[20.17881499 3.12039272]]
INFO - 00:09:22: 4%|▍ | 446/10000 [00:00<00:07, 1276.63 it/sec, obj=[20.17876539 3.12017611]]
INFO - 00:09:22: 4%|▍ | 447/10000 [00:00<00:07, 1277.26 it/sec, obj=[20.17876043 3.12015445]]
INFO - 00:09:22: 4%|▍ | 448/10000 [00:00<00:07, 1277.85 it/sec, obj=[20.17875993 3.12015228]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: 0.0673616171539137
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-17.51867318 -1.62924579]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [20.4041674 3.89696212]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 4%|▍ | 449/10000 [00:00<00:07, 1246.44 it/sec, obj=[19.066705 15.01159606]]
INFO - 00:09:22: 4%|▍ | 450/10000 [00:00<00:07, 1246.17 it/sec, obj=[7.51204421 4.05056449]]
INFO - 00:09:22: 5%|▍ | 451/10000 [00:00<00:07, 1245.92 it/sec, obj=[20.20578245 3.26577972]]
INFO - 00:09:22: 5%|▍ | 452/10000 [00:00<00:07, 1245.62 it/sec, obj=[23.79673211 3.60188396]]
INFO - 00:09:22: 5%|▍ | 453/10000 [00:00<00:07, 1246.12 it/sec, obj=[16.18876894 24.90306589]]
INFO - 00:09:22: 5%|▍ | 454/10000 [00:00<00:07, 1246.69 it/sec, obj=[17.71433224 5.45755967]]
INFO - 00:09:22: 5%|▍ | 455/10000 [00:00<00:07, 1246.58 it/sec, obj=[19.66641622 2.99055727]]
INFO - 00:09:22: 5%|▍ | 456/10000 [00:00<00:07, 1246.27 it/sec, obj=[18.90033504 4.29082257]]
INFO - 00:09:22: 5%|▍ | 457/10000 [00:00<00:07, 1246.78 it/sec, obj=[19.32655737 3.41631269]]
INFO - 00:09:22: 5%|▍ | 458/10000 [00:00<00:07, 1246.57 it/sec, obj=[19.19991364 4.38554104]]
INFO - 00:09:22: 5%|▍ | 459/10000 [00:00<00:07, 1247.16 it/sec, obj=[19.2750476 3.57991988]]
INFO - 00:09:22: 5%|▍ | 460/10000 [00:00<00:07, 1247.66 it/sec, obj=[19.3112669 3.45831559]]
INFO - 00:09:22: 5%|▍ | 461/10000 [00:00<00:07, 1248.19 it/sec, obj=[19.3220552 3.42821882]]
INFO - 00:09:22: 5%|▍ | 462/10000 [00:00<00:07, 1248.81 it/sec, obj=[19.32523136 3.41978155]]
INFO - 00:09:22: 5%|▍ | 463/10000 [00:00<00:07, 1249.39 it/sec, obj=[19.32616672 3.41733141]]
INFO - 00:09:22: 5%|▍ | 464/10000 [00:00<00:07, 1249.95 it/sec, obj=[19.32644227 3.41661256]]
INFO - 00:09:22: 5%|▍ | 465/10000 [00:00<00:07, 1250.61 it/sec, obj=[19.32652346 3.41640102]]
INFO - 00:09:22: 5%|▍ | 466/10000 [00:00<00:07, 1251.22 it/sec, obj=[19.32654738 3.41633871]]
INFO - 00:09:22: 5%|▍ | 467/10000 [00:00<00:07, 1251.93 it/sec, obj=[19.32655443 3.41632035]]
INFO - 00:09:22: 5%|▍ | 468/10000 [00:00<00:07, 1252.53 it/sec, obj=[19.3265565 3.41631495]]
INFO - 00:09:22: 5%|▍ | 469/10000 [00:00<00:07, 1252.39 it/sec, obj=[19.22602298 4.13698249]]
INFO - 00:09:22: 5%|▍ | 470/10000 [00:00<00:07, 1252.96 it/sec, obj=[19.2862438 3.55280304]]
INFO - 00:09:22: 5%|▍ | 471/10000 [00:00<00:07, 1253.62 it/sec, obj=[19.31424192 3.45266828]]
INFO - 00:09:22: 5%|▍ | 472/10000 [00:00<00:07, 1254.22 it/sec, obj=[19.32284901 3.42686251]]
INFO - 00:09:22: 5%|▍ | 473/10000 [00:00<00:07, 1254.84 it/sec, obj=[19.32544229 3.41945085]]
INFO - 00:09:22: 5%|▍ | 474/10000 [00:00<00:07, 1255.36 it/sec, obj=[19.32622176 3.41725404]]
INFO - 00:09:22: 5%|▍ | 475/10000 [00:00<00:07, 1255.95 it/sec, obj=[19.32645595 3.41659678]]
INFO - 00:09:22: 5%|▍ | 476/10000 [00:00<00:07, 1256.61 it/sec, obj=[19.3265263 3.41639958]]
INFO - 00:09:22: 5%|▍ | 477/10000 [00:00<00:07, 1256.74 it/sec, obj=[19.32654743 3.41634037]]
INFO - 00:09:22: 5%|▍ | 478/10000 [00:00<00:07, 1257.23 it/sec, obj=[19.32655378 3.41632258]]
INFO - 00:09:22: 5%|▍ | 479/10000 [00:00<00:07, 1257.87 it/sec, obj=[19.32655568 3.41631724]]
INFO - 00:09:22: 5%|▍ | 480/10000 [00:00<00:07, 1257.66 it/sec, obj=[19.22669321 4.13189316]]
INFO - 00:09:22: 5%|▍ | 481/10000 [00:00<00:07, 1258.19 it/sec, obj=[19.28624524 3.55325962]]
INFO - 00:09:22: 5%|▍ | 482/10000 [00:00<00:07, 1258.81 it/sec, obj=[19.31415632 3.45302294]]
INFO - 00:09:22: 5%|▍ | 483/10000 [00:00<00:07, 1259.35 it/sec, obj=[19.32279874 3.42703115]]
INFO - 00:09:22: 5%|▍ | 484/10000 [00:00<00:07, 1259.89 it/sec, obj=[19.32541953 3.41952198]]
INFO - 00:09:22: 5%|▍ | 485/10000 [00:00<00:07, 1260.51 it/sec, obj=[19.32621223 3.41728285]]
INFO - 00:09:22: 5%|▍ | 486/10000 [00:00<00:07, 1261.07 it/sec, obj=[19.32645187 3.41660883]]
INFO - 00:09:22: 5%|▍ | 487/10000 [00:00<00:07, 1261.70 it/sec, obj=[19.32652431 3.41640535]]
INFO - 00:09:22: 5%|▍ | 488/10000 [00:00<00:07, 1262.26 it/sec, obj=[19.3265462 3.41634387]]
INFO - 00:09:22: 5%|▍ | 489/10000 [00:00<00:07, 1262.84 it/sec, obj=[19.32655282 3.41632529]]
INFO - 00:09:22: 5%|▍ | 490/10000 [00:00<00:07, 1263.49 it/sec, obj=[19.32655482 3.41631967]]
INFO - 00:09:22: 5%|▍ | 491/10000 [00:00<00:07, 1263.34 it/sec, obj=[19.22677501 4.13129289]]
INFO - 00:09:22: 5%|▍ | 492/10000 [00:00<00:07, 1263.82 it/sec, obj=[19.28613574 3.55377221]]
INFO - 00:09:22: 5%|▍ | 493/10000 [00:00<00:07, 1264.44 it/sec, obj=[19.31407895 3.45327558]]
INFO - 00:09:22: 5%|▍ | 494/10000 [00:00<00:07, 1264.96 it/sec, obj=[19.32276239 3.42713936]]
INFO - 00:09:22: 5%|▍ | 495/10000 [00:00<00:07, 1265.49 it/sec, obj=[19.32540427 3.41956609]]
INFO - 00:09:22: 5%|▍ | 496/10000 [00:00<00:07, 1266.08 it/sec, obj=[19.3262059 3.41730092]]
INFO - 00:09:22: 5%|▍ | 497/10000 [00:00<00:07, 1266.63 it/sec, obj=[19.32644902 3.41661692]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: 0.0673616171539137
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-17.008569 -1.95113018]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [19.89406322 4.21884652]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 5%|▍ | 498/10000 [00:00<00:07, 1237.08 it/sec, obj=[18.11456055 13.34016429]]
INFO - 00:09:22: 5%|▍ | 499/10000 [00:00<00:07, 1236.84 it/sec, obj=[7.91555839 4.17983512]]
INFO - 00:09:22: 5%|▌ | 500/10000 [00:00<00:07, 1236.42 it/sec, obj=[19.08066229 4.8273551 ]]
INFO - 00:09:22: 5%|▌ | 501/10000 [00:00<00:07, 1236.92 it/sec, obj=[11.57926967 7.45017941]]
INFO - 00:09:22: 5%|▌ | 502/10000 [00:00<00:07, 1237.42 it/sec, obj=[8.79904543 4.33600086]]
INFO - 00:09:22: 5%|▌ | 503/10000 [00:00<00:07, 1237.25 it/sec, obj=[17.40264433 10.22193085]]
INFO - 00:09:22: 5%|▌ | 504/10000 [00:00<00:07, 1237.75 it/sec, obj=[9.9048669 4.85026337]]
INFO - 00:09:22: 5%|▌ | 505/10000 [00:00<00:07, 1238.36 it/sec, obj=[9.05700701 4.41366346]]
INFO - 00:09:22: 5%|▌ | 506/10000 [00:00<00:07, 1238.91 it/sec, obj=[8.87727155 4.35608286]]
INFO - 00:09:22: 5%|▌ | 507/10000 [00:00<00:07, 1239.54 it/sec, obj=[8.82462926 4.34221752]]
INFO - 00:09:22: 5%|▌ | 508/10000 [00:00<00:07, 1240.09 it/sec, obj=[8.80761568 4.33804471]]
INFO - 00:09:22: 5%|▌ | 509/10000 [00:00<00:07, 1240.67 it/sec, obj=[8.80193926 4.33668661]]
INFO - 00:09:22: 5%|▌ | 510/10000 [00:00<00:07, 1241.32 it/sec, obj=[8.80002517 4.33623253]]
INFO - 00:09:22: 5%|▌ | 511/10000 [00:00<00:07, 1241.90 it/sec, obj=[8.79937743 4.33607931]]
INFO - 00:09:22: 5%|▌ | 512/10000 [00:00<00:07, 1242.47 it/sec, obj=[8.79915797 4.33602745]]
INFO - 00:09:22: 5%|▌ | 513/10000 [00:00<00:07, 1243.06 it/sec, obj=[8.79908358 4.33600987]]
INFO - 00:09:22: 5%|▌ | 514/10000 [00:00<00:07, 1242.89 it/sec, obj=[18.52808207 13.29822601]]
INFO - 00:09:22: 5%|▌ | 515/10000 [00:00<00:07, 1243.39 it/sec, obj=[9.60524683 4.66878292]]
INFO - 00:09:22: 5%|▌ | 516/10000 [00:00<00:07, 1243.99 it/sec, obj=[8.91476796 4.37755117]]
INFO - 00:09:22: 5%|▌ | 517/10000 [00:00<00:07, 1244.53 it/sec, obj=[8.81792913 4.34262038]]
INFO - 00:09:22: 5%|▌ | 518/10000 [00:00<00:07, 1245.15 it/sec, obj=[8.80221577 4.33710427]]
INFO - 00:09:22: 5%|▌ | 519/10000 [00:00<00:07, 1245.73 it/sec, obj=[8.79960589 4.33619225]]
INFO - 00:09:22: 5%|▌ | 520/10000 [00:00<00:07, 1246.28 it/sec, obj=[8.79917073 4.3360403 ]]
INFO - 00:09:22: 5%|▌ | 521/10000 [00:00<00:07, 1246.89 it/sec, obj=[8.79909812 4.33601495]]
INFO - 00:09:22: 5%|▌ | 522/10000 [00:00<00:07, 1247.43 it/sec, obj=[8.79908601 4.33601072]]
INFO - 00:09:22: 5%|▌ | 523/10000 [00:00<00:07, 1248.08 it/sec, obj=[8.79908399 4.33601001]]
INFO - 00:09:22: 5%|▌ | 524/10000 [00:00<00:07, 1248.63 it/sec, obj=[8.79908365 4.3360099 ]]
INFO - 00:09:22: 5%|▌ | 525/10000 [00:00<00:07, 1248.47 it/sec, obj=[10.33895669 5.05694485]]
INFO - 00:09:22: 5%|▌ | 526/10000 [00:00<00:07, 1248.96 it/sec, obj=[9.08137957 4.43448975]]
INFO - 00:09:22: 5%|▌ | 527/10000 [00:00<00:07, 1249.57 it/sec, obj=[8.8649568 4.35726329]]
INFO - 00:09:22: 5%|▌ | 528/10000 [00:00<00:07, 1250.11 it/sec, obj=[8.81532347 4.34114726]]
INFO - 00:09:22: 5%|▌ | 529/10000 [00:00<00:07, 1250.72 it/sec, obj=[8.8031412 4.33728714]]
INFO - 00:09:22: 5%|▌ | 530/10000 [00:00<00:07, 1251.26 it/sec, obj=[8.80010082 4.33632968]]
INFO - 00:09:22: 5%|▌ | 531/10000 [00:00<00:07, 1251.80 it/sec, obj=[8.79933885 4.3360901 ]]
INFO - 00:09:22: 5%|▌ | 532/10000 [00:00<00:07, 1252.40 it/sec, obj=[8.79914769 4.33603002]]
INFO - 00:09:22: 5%|▌ | 533/10000 [00:00<00:07, 1252.93 it/sec, obj=[8.79909972 4.33601495]]
INFO - 00:09:22: 5%|▌ | 534/10000 [00:00<00:07, 1253.52 it/sec, obj=[8.79908768 4.33601116]]
INFO - 00:09:22: 5%|▌ | 535/10000 [00:00<00:07, 1254.06 it/sec, obj=[8.79908466 4.33601021]]
INFO - 00:09:22: 5%|▌ | 536/10000 [00:00<00:07, 1253.90 it/sec, obj=[10.98568657 5.43881871]]
INFO - 00:09:22: 5%|▌ | 537/10000 [00:00<00:07, 1254.37 it/sec, obj=[9.10228797 4.44596427]]
INFO - 00:09:22: 5%|▌ | 538/10000 [00:00<00:07, 1254.91 it/sec, obj=[8.85615488 4.35529451]]
INFO - 00:09:22: 5%|▌ | 539/10000 [00:00<00:07, 1255.37 it/sec, obj=[8.81043712 4.33979168]]
INFO - 00:09:22: 5%|▌ | 540/10000 [00:00<00:07, 1255.93 it/sec, obj=[8.80136757 4.33676845]]
INFO - 00:09:22: 5%|▌ | 541/10000 [00:00<00:07, 1256.46 it/sec, obj=[8.79954474 4.33616293]]
INFO - 00:09:22: 5%|▌ | 542/10000 [00:00<00:07, 1256.98 it/sec, obj=[8.79917742 4.336041 ]]
INFO - 00:09:22: 5%|▌ | 543/10000 [00:00<00:07, 1257.55 it/sec, obj=[8.79910336 4.33601642]]
INFO - 00:09:22: 5%|▌ | 544/10000 [00:00<00:07, 1258.06 it/sec, obj=[8.79908843 4.33601147]]
INFO - 00:09:22: 5%|▌ | 545/10000 [00:00<00:07, 1258.66 it/sec, obj=[8.79908542 4.33601047]]
INFO - 00:09:22: 5%|▌ | 546/10000 [00:00<00:07, 1259.12 it/sec, obj=[8.79908481 4.33601027]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: 0.0673616171539137
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-16.49846481 -2.27301457]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [19.38395903 4.54073091]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 5%|▌ | 547/10000 [00:00<00:07, 1228.73 it/sec, obj=[16.7834378 11.26552275]]
INFO - 00:09:22: 5%|▌ | 548/10000 [00:00<00:07, 1228.60 it/sec, obj=[8.47272966 4.34003723]]
INFO - 00:09:22: 5%|▌ | 549/10000 [00:00<00:07, 1228.38 it/sec, obj=[17.72065298 8.74801372]]
INFO - 00:09:22: 6%|▌ | 550/10000 [00:00<00:07, 1228.76 it/sec, obj=[10.17749829 5.07574 ]]
INFO - 00:09:22: 6%|▌ | 551/10000 [00:00<00:07, 1229.22 it/sec, obj=[9.07455805 4.42528721]]
INFO - 00:09:22: 6%|▌ | 552/10000 [00:00<00:07, 1229.06 it/sec, obj=[17.35486694 10.11481759]]
INFO - 00:09:22: 6%|▌ | 553/10000 [00:00<00:07, 1229.54 it/sec, obj=[9.84193951 4.92129485]]
INFO - 00:09:22: 6%|▌ | 554/10000 [00:00<00:07, 1230.02 it/sec, obj=[9.18080811 4.48554089]]
INFO - 00:09:22: 6%|▌ | 555/10000 [00:00<00:07, 1230.59 it/sec, obj=[9.09135174 4.43458822]]
INFO - 00:09:22: 6%|▌ | 556/10000 [00:00<00:07, 1231.10 it/sec, obj=[9.07727067 4.42678374]]
INFO - 00:09:22: 6%|▌ | 557/10000 [00:00<00:07, 1231.48 it/sec, obj=[9.07499775 4.42552963]]
INFO - 00:09:22: 6%|▌ | 558/10000 [00:00<00:07, 1232.05 it/sec, obj=[9.07462936 4.42532652]]
INFO - 00:09:22: 6%|▌ | 559/10000 [00:00<00:07, 1232.55 it/sec, obj=[9.07456961 4.42529358]]
INFO - 00:09:22: 6%|▌ | 560/10000 [00:00<00:07, 1233.10 it/sec, obj=[9.07455992 4.42528824]]
INFO - 00:09:22: 6%|▌ | 561/10000 [00:00<00:07, 1233.67 it/sec, obj=[9.07455835 4.42528738]]
INFO - 00:09:22: 6%|▌ | 562/10000 [00:00<00:07, 1234.18 it/sec, obj=[9.07455809 4.42528723]]
INFO - 00:09:22: 6%|▌ | 563/10000 [00:00<00:07, 1234.01 it/sec, obj=[18.02158415 11.84997092]]
INFO - 00:09:22: 6%|▌ | 564/10000 [00:00<00:07, 1234.53 it/sec, obj=[9.82548358 4.8351792 ]]
INFO - 00:09:22: 6%|▌ | 565/10000 [00:00<00:07, 1234.97 it/sec, obj=[9.17613876 4.47730684]]
INFO - 00:09:22: 6%|▌ | 566/10000 [00:00<00:07, 1235.50 it/sec, obj=[9.08936078 4.43279134]]
INFO - 00:09:22: 6%|▌ | 567/10000 [00:00<00:07, 1236.07 it/sec, obj=[9.07673918 4.42639125]]
INFO - 00:09:22: 6%|▌ | 568/10000 [00:00<00:07, 1236.59 it/sec, obj=[9.07487999 4.42545013]]
INFO - 00:09:22: 6%|▌ | 569/10000 [00:00<00:07, 1237.16 it/sec, obj=[9.07460561 4.42531128]]
INFO - 00:09:22: 6%|▌ | 570/10000 [00:00<00:07, 1237.68 it/sec, obj=[9.07456511 4.42529078]]
INFO - 00:09:22: 6%|▌ | 571/10000 [00:00<00:07, 1238.21 it/sec, obj=[9.07455913 4.42528776]]
INFO - 00:09:22: 6%|▌ | 572/10000 [00:00<00:07, 1238.77 it/sec, obj=[9.07455825 4.42528731]]
INFO - 00:09:22: 6%|▌ | 573/10000 [00:00<00:07, 1239.29 it/sec, obj=[9.07455812 4.42528725]]
INFO - 00:09:22: 6%|▌ | 574/10000 [00:00<00:07, 1239.17 it/sec, obj=[13.97393893 7.71707249]]
INFO - 00:09:22: 6%|▌ | 575/10000 [00:00<00:07, 1239.70 it/sec, obj=[9.5484904 4.66822078]]
INFO - 00:09:22: 6%|▌ | 576/10000 [00:00<00:07, 1240.20 it/sec, obj=[9.14109528 4.45825713]]
INFO - 00:09:22: 6%|▌ | 577/10000 [00:00<00:07, 1240.75 it/sec, obj=[9.08429772 4.43008874]]
INFO - 00:09:22: 6%|▌ | 578/10000 [00:00<00:07, 1241.20 it/sec, obj=[9.0759925 4.42599385]]
INFO - 00:09:22: 6%|▌ | 579/10000 [00:00<00:07, 1241.69 it/sec, obj=[9.07476955 4.42539139]]
INFO - 00:09:22: 6%|▌ | 580/10000 [00:00<00:07, 1242.24 it/sec, obj=[9.07458929 4.4253026 ]]
INFO - 00:09:22: 6%|▌ | 581/10000 [00:00<00:07, 1242.73 it/sec, obj=[9.07456271 4.42528951]]
INFO - 00:09:22: 6%|▌ | 582/10000 [00:00<00:07, 1243.22 it/sec, obj=[9.07455879 4.42528758]]
INFO - 00:09:22: 6%|▌ | 583/10000 [00:00<00:07, 1243.76 it/sec, obj=[9.07455822 4.4252873 ]]
INFO - 00:09:22: 6%|▌ | 584/10000 [00:00<00:07, 1244.23 it/sec, obj=[9.07455813 4.42528725]]
INFO - 00:09:22: 6%|▌ | 585/10000 [00:00<00:07, 1244.06 it/sec, obj=[12.93928742 6.84303866]]
INFO - 00:09:22: 6%|▌ | 586/10000 [00:00<00:07, 1244.54 it/sec, obj=[9.47740286 4.6271758 ]]
INFO - 00:09:22: 6%|▌ | 587/10000 [00:00<00:07, 1245.00 it/sec, obj=[9.13126531 4.45296948]]
INFO - 00:09:22: 6%|▌ | 588/10000 [00:00<00:07, 1245.46 it/sec, obj=[9.08281377 4.42930179]]
INFO - 00:09:22: 6%|▌ | 589/10000 [00:00<00:07, 1245.96 it/sec, obj=[9.07576586 4.42587421]]
INFO - 00:09:22: 6%|▌ | 590/10000 [00:00<00:07, 1246.41 it/sec, obj=[9.07473494 4.42537317]]
INFO - 00:09:22: 6%|▌ | 591/10000 [00:00<00:07, 1246.93 it/sec, obj=[9.07458402 4.42529983]]
INFO - 00:09:22: 6%|▌ | 592/10000 [00:00<00:07, 1247.40 it/sec, obj=[9.07456192 4.4252891 ]]
INFO - 00:09:22: 6%|▌ | 593/10000 [00:00<00:07, 1247.86 it/sec, obj=[9.07455869 4.42528752]]
INFO - 00:09:22: 6%|▌ | 594/10000 [00:00<00:07, 1248.41 it/sec, obj=[9.07455821 4.42528729]]
INFO - 00:09:22: 6%|▌ | 595/10000 [00:00<00:07, 1248.88 it/sec, obj=[9.07455814 4.42528726]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: 0.0673616171539137
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-15.98836063 -2.59489896]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [18.87385485 4.8626153 ]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 6%|▌ | 596/10000 [00:00<00:07, 1220.82 it/sec, obj=[15.50320649 9.55611018]]
INFO - 00:09:22: 6%|▌ | 597/10000 [00:00<00:07, 1220.50 it/sec, obj=[9.13662825 4.54618798]]
INFO - 00:09:22: 6%|▌ | 598/10000 [00:00<00:07, 1220.35 it/sec, obj=[16.95033594 11.50567635]]
INFO - 00:09:22: 6%|▌ | 599/10000 [00:00<00:07, 1220.71 it/sec, obj=[9.83249707 4.85311127]]
INFO - 00:09:22: 6%|▌ | 600/10000 [00:00<00:07, 1221.11 it/sec, obj=[9.27522091 4.60476101]]
INFO - 00:09:22: 6%|▌ | 601/10000 [00:00<00:07, 1221.60 it/sec, obj=[9.16566134 4.55836497]]
INFO - 00:09:22: 6%|▌ | 602/10000 [00:00<00:07, 1222.07 it/sec, obj=[9.14276819 4.54875916]]
INFO - 00:09:22: 6%|▌ | 603/10000 [00:00<00:07, 1222.52 it/sec, obj=[9.13792928 4.54673262]]
INFO - 00:09:22: 6%|▌ | 604/10000 [00:00<00:07, 1222.93 it/sec, obj=[9.13690405 4.54630342]]
INFO - 00:09:22: 6%|▌ | 605/10000 [00:00<00:07, 1223.39 it/sec, obj=[9.13668672 4.54621245]]
INFO - 00:09:22: 6%|▌ | 606/10000 [00:00<00:07, 1223.86 it/sec, obj=[9.13664065 4.54619316]]
INFO - 00:09:22: 6%|▌ | 607/10000 [00:00<00:07, 1224.36 it/sec, obj=[9.13663088 4.54618908]]
INFO - 00:09:22: 6%|▌ | 608/10000 [00:00<00:07, 1224.52 it/sec, obj=[9.13662881 4.54618821]]
INFO - 00:09:22: 6%|▌ | 609/10000 [00:00<00:07, 1224.29 it/sec, obj=[15.9208409 9.33752966]]
INFO - 00:09:22: 6%|▌ | 610/10000 [00:00<00:07, 1224.71 it/sec, obj=[9.72049041 4.99319254]]
INFO - 00:09:22: 6%|▌ | 611/10000 [00:00<00:07, 1225.17 it/sec, obj=[9.20140833 4.59236801]]
INFO - 00:09:22: 6%|▌ | 612/10000 [00:00<00:07, 1225.59 it/sec, obj=[9.14449691 4.55174152]]
INFO - 00:09:22: 6%|▌ | 613/10000 [00:00<00:07, 1226.08 it/sec, obj=[9.13759559 4.54686972]]
INFO - 00:09:22: 6%|▌ | 614/10000 [00:00<00:07, 1226.46 it/sec, obj=[9.13674777 4.54627206]]
INFO - 00:09:22: 6%|▌ | 615/10000 [00:00<00:07, 1226.90 it/sec, obj=[9.13664345 4.54619853]]
INFO - 00:09:22: 6%|▌ | 616/10000 [00:00<00:07, 1227.39 it/sec, obj=[9.13663061 4.54618948]]
INFO - 00:09:22: 6%|▌ | 617/10000 [00:00<00:07, 1227.85 it/sec, obj=[9.13662903 4.54618837]]
INFO - 00:09:22: 6%|▌ | 618/10000 [00:00<00:07, 1228.33 it/sec, obj=[9.13662883 4.54618823]]
INFO - 00:09:22: 6%|▌ | 619/10000 [00:00<00:07, 1228.85 it/sec, obj=[9.13662881 4.54618821]]
INFO - 00:09:22: 6%|▌ | 620/10000 [00:00<00:07, 1228.71 it/sec, obj=[17.05966613 10.50940456]]
INFO - 00:09:22: 6%|▌ | 621/10000 [00:00<00:07, 1229.10 it/sec, obj=[9.87044067 4.98994727]]
INFO - 00:09:22: 6%|▌ | 622/10000 [00:00<00:07, 1229.58 it/sec, obj=[9.24245059 4.60797976]]
INFO - 00:09:22: 6%|▌ | 623/10000 [00:00<00:07, 1230.00 it/sec, obj=[9.15271175 4.55552212]]
INFO - 00:09:22: 6%|▌ | 624/10000 [00:00<00:07, 1230.46 it/sec, obj=[9.13909359 4.54761731]]
INFO - 00:09:22: 6%|▋ | 625/10000 [00:00<00:07, 1230.96 it/sec, obj=[9.13700704 4.54640748]]
INFO - 00:09:22: 6%|▋ | 626/10000 [00:00<00:07, 1231.42 it/sec, obj=[9.13668686 4.54622186]]
INFO - 00:09:22: 6%|▋ | 627/10000 [00:00<00:07, 1231.94 it/sec, obj=[9.13663772 4.54619338]]
INFO - 00:09:22: 6%|▋ | 628/10000 [00:00<00:07, 1232.37 it/sec, obj=[9.13663018 4.546189 ]]
INFO - 00:09:22: 6%|▋ | 629/10000 [00:00<00:07, 1232.82 it/sec, obj=[9.13662902 4.54618833]]
INFO - 00:09:22: 6%|▋ | 630/10000 [00:00<00:07, 1233.33 it/sec, obj=[9.13662884 4.54618823]]
INFO - 00:09:22: 6%|▋ | 631/10000 [00:00<00:07, 1233.21 it/sec, obj=[16.9551794 10.66792162]]
INFO - 00:09:22: 6%|▋ | 632/10000 [00:00<00:07, 1233.63 it/sec, obj=[9.86135129 4.95663375]]
INFO - 00:09:22: 6%|▋ | 633/10000 [00:00<00:07, 1234.10 it/sec, obj=[9.24713791 4.60705065]]
INFO - 00:09:22: 6%|▋ | 634/10000 [00:00<00:07, 1234.54 it/sec, obj=[9.15425062 4.55584662]]
INFO - 00:09:22: 6%|▋ | 635/10000 [00:00<00:07, 1234.99 it/sec, obj=[9.13945923 4.54773833]]
INFO - 00:09:22: 6%|▋ | 636/10000 [00:00<00:07, 1235.49 it/sec, obj=[9.13708399 4.54643746]]
INFO - 00:09:22: 6%|▋ | 637/10000 [00:00<00:07, 1235.95 it/sec, obj=[9.13670205 4.54622832]]
INFO - 00:09:22: 6%|▋ | 638/10000 [00:00<00:07, 1236.46 it/sec, obj=[9.13664062 4.54619468]]
INFO - 00:09:22: 6%|▋ | 639/10000 [00:00<00:07, 1236.92 it/sec, obj=[9.13663074 4.54618927]]
INFO - 00:09:22: 6%|▋ | 640/10000 [00:00<00:07, 1237.35 it/sec, obj=[9.13662915 4.5461884 ]]
INFO - 00:09:22: 6%|▋ | 641/10000 [00:00<00:07, 1237.83 it/sec, obj=[9.13662889 4.54618826]]
INFO - 00:09:22: 6%|▋ | 642/10000 [00:00<00:07, 1237.73 it/sec, obj=[16.90638755 10.80315196]]
INFO - 00:09:22: 6%|▋ | 643/10000 [00:00<00:07, 1238.12 it/sec, obj=[9.84560923 4.92930521]]
INFO - 00:09:22: 6%|▋ | 644/10000 [00:00<00:07, 1238.57 it/sec, obj=[9.24782515 4.60480511]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: 0.0673616171539137
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-15.47825644 -2.91678335]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [18.36375066 5.18449969]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 6%|▋ | 645/10000 [00:00<00:07, 1212.01 it/sec, obj=[14.27386659 8.16865102]]
INFO - 00:09:22: 6%|▋ | 646/10000 [00:00<00:07, 1211.29 it/sec, obj=[4.62753335 4.25074047]]
INFO - 00:09:22: 6%|▋ | 647/10000 [00:00<00:07, 1211.06 it/sec, obj=[6.11682509 4.91323285]]
INFO - 00:09:22: 6%|▋ | 648/10000 [00:00<00:07, 1211.47 it/sec, obj=[5.0751617 2.93120373]]
INFO - 00:09:22: 6%|▋ | 649/10000 [00:00<00:07, 1211.33 it/sec, obj=[13.58493586 7.36884731]]
INFO - 00:09:22: 6%|▋ | 650/10000 [00:00<00:07, 1211.68 it/sec, obj=[5.85476284 3.265556 ]]
INFO - 00:09:22: 7%|▋ | 651/10000 [00:00<00:07, 1212.08 it/sec, obj=[5.19963086 2.98298566]]
INFO - 00:09:22: 7%|▋ | 652/10000 [00:00<00:07, 1212.51 it/sec, obj=[5.09637317 2.939963 ]]
INFO - 00:09:22: 7%|▋ | 653/10000 [00:00<00:07, 1212.94 it/sec, obj=[5.07882029 2.93271251]]
INFO - 00:09:22: 7%|▋ | 654/10000 [00:00<00:07, 1213.41 it/sec, obj=[5.07579407 2.93146446]]
INFO - 00:09:22: 7%|▋ | 655/10000 [00:00<00:07, 1213.86 it/sec, obj=[5.07527104 2.93124881]]
INFO - 00:09:22: 7%|▋ | 656/10000 [00:00<00:07, 1214.31 it/sec, obj=[5.07518061 2.93121153]]
INFO - 00:09:22: 7%|▋ | 657/10000 [00:00<00:07, 1214.82 it/sec, obj=[5.07516497 2.93120508]]
INFO - 00:09:22: 7%|▋ | 658/10000 [00:00<00:07, 1215.24 it/sec, obj=[5.07516227 2.93120397]]
INFO - 00:09:22: 7%|▋ | 659/10000 [00:00<00:07, 1215.75 it/sec, obj=[5.0751618 2.93120378]]
INFO - 00:09:22: 7%|▋ | 660/10000 [00:00<00:07, 1215.66 it/sec, obj=[13.6870451 7.46859363]]
INFO - 00:09:22: 7%|▋ | 661/10000 [00:00<00:07, 1216.08 it/sec, obj=[5.72593202 3.20160707]]
INFO - 00:09:22: 7%|▋ | 662/10000 [00:00<00:07, 1216.52 it/sec, obj=[5.1466863 2.96046253]]
INFO - 00:09:22: 7%|▋ | 663/10000 [00:00<00:07, 1217.01 it/sec, obj=[5.08346699 2.93459168]]
INFO - 00:09:22: 7%|▋ | 664/10000 [00:00<00:07, 1217.44 it/sec, obj=[5.07613278 2.93159973]]
INFO - 00:09:22: 7%|▋ | 665/10000 [00:00<00:07, 1217.93 it/sec, obj=[5.07527541 2.9312501 ]]
INFO - 00:09:22: 7%|▋ | 666/10000 [00:00<00:07, 1218.37 it/sec, obj=[5.07517509 2.9312092 ]]
INFO - 00:09:22: 7%|▋ | 667/10000 [00:00<00:07, 1218.77 it/sec, obj=[5.07516336 2.93120441]]
INFO - 00:09:22: 7%|▋ | 668/10000 [00:00<00:07, 1219.23 it/sec, obj=[5.07516198 2.93120385]]
INFO - 00:09:22: 7%|▋ | 669/10000 [00:00<00:07, 1219.59 it/sec, obj=[5.07516182 2.93120378]]
INFO - 00:09:22: 7%|▋ | 670/10000 [00:00<00:07, 1219.99 it/sec, obj=[5.0751618 2.93120378]]
INFO - 00:09:22: 7%|▋ | 671/10000 [00:00<00:07, 1219.94 it/sec, obj=[13.70205661 7.48493999]]
INFO - 00:09:22: 7%|▋ | 672/10000 [00:00<00:07, 1220.34 it/sec, obj=[5.72620803 3.20071178]]
INFO - 00:09:22: 7%|▋ | 673/10000 [00:00<00:07, 1220.73 it/sec, obj=[5.13814999 2.95691516]]
INFO - 00:09:22: 7%|▋ | 674/10000 [00:00<00:07, 1221.18 it/sec, obj=[5.08143946 2.93376037]]
INFO - 00:09:22: 7%|▋ | 675/10000 [00:00<00:07, 1221.60 it/sec, obj=[5.07578936 2.93145929]]
INFO - 00:09:22: 7%|▋ | 676/10000 [00:00<00:07, 1222.00 it/sec, obj=[5.07522456 2.93122933]]
INFO - 00:09:22: 7%|▋ | 677/10000 [00:00<00:07, 1222.47 it/sec, obj=[5.07516808 2.93120633]]
INFO - 00:09:22: 7%|▋ | 678/10000 [00:00<00:07, 1222.91 it/sec, obj=[5.07516243 2.93120403]]
INFO - 00:09:22: 7%|▋ | 679/10000 [00:00<00:07, 1223.40 it/sec, obj=[5.07516186 2.9312038 ]]
INFO - 00:09:22: 7%|▋ | 680/10000 [00:00<00:07, 1223.84 it/sec, obj=[5.07516181 2.93120378]]
INFO - 00:09:22: 7%|▋ | 681/10000 [00:00<00:07, 1224.29 it/sec, obj=[5.0751618 2.93120378]]
INFO - 00:09:22: 7%|▋ | 682/10000 [00:00<00:07, 1224.21 it/sec, obj=[13.70459807 7.487743 ]]
INFO - 00:09:22: 7%|▋ | 683/10000 [00:00<00:07, 1224.58 it/sec, obj=[5.7262546 3.2005623]]
INFO - 00:09:22: 7%|▋ | 684/10000 [00:00<00:07, 1224.67 it/sec, obj=[5.13815257 2.95690849]]
INFO - 00:09:22: 7%|▋ | 685/10000 [00:00<00:07, 1225.00 it/sec, obj=[5.08143969 2.93375979]]
INFO - 00:09:22: 7%|▋ | 686/10000 [00:00<00:07, 1225.42 it/sec, obj=[5.07578938 2.93145923]]
INFO - 00:09:22: 7%|▋ | 687/10000 [00:00<00:07, 1225.81 it/sec, obj=[5.07522456 2.93122932]]
INFO - 00:09:22: 7%|▋ | 688/10000 [00:00<00:07, 1226.25 it/sec, obj=[5.07516808 2.93120633]]
INFO - 00:09:22: 7%|▋ | 689/10000 [00:00<00:07, 1226.64 it/sec, obj=[5.07516243 2.93120403]]
INFO - 00:09:22: 7%|▋ | 690/10000 [00:00<00:07, 1227.05 it/sec, obj=[5.07516187 2.9312038 ]]
INFO - 00:09:22: 7%|▋ | 691/10000 [00:00<00:07, 1227.52 it/sec, obj=[5.07516181 2.93120378]]
INFO - 00:09:22: 7%|▋ | 692/10000 [00:00<00:07, 1227.92 it/sec, obj=[5.0751618 2.93120378]]
INFO - 00:09:22: 7%|▋ | 693/10000 [00:00<00:07, 1227.81 it/sec, obj=[13.70497352 7.48815776]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: 0.0673616171539137
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-14.96815226 -3.23866775]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [17.85364648 5.50638408]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 7%|▋ | 694/10000 [00:00<00:07, 1202.22 it/sec, obj=[13.09541813 7.05685272]]
INFO - 00:09:22: 7%|▋ | 695/10000 [00:00<00:07, 1201.60 it/sec, obj=[5.0306039 2.92032106]]
INFO - 00:09:22: 7%|▋ | 696/10000 [00:00<00:07, 1201.47 it/sec, obj=[9.237522 8.32159199]]
INFO - 00:09:22: 7%|▋ | 697/10000 [00:00<00:07, 1201.88 it/sec, obj=[5.37370209 3.17647008]]
INFO - 00:09:22: 7%|▋ | 698/10000 [00:00<00:07, 1202.26 it/sec, obj=[5.08540871 2.95269317]]
INFO - 00:09:22: 7%|▋ | 699/10000 [00:00<00:07, 1202.62 it/sec, obj=[5.04115563 2.92627428]]
INFO - 00:09:22: 7%|▋ | 700/10000 [00:00<00:07, 1203.07 it/sec, obj=[5.03270485 2.9214956 ]]
INFO - 00:09:22: 7%|▋ | 701/10000 [00:00<00:07, 1203.46 it/sec, obj=[5.03102499 2.92055604]]
INFO - 00:09:22: 7%|▋ | 702/10000 [00:00<00:07, 1203.87 it/sec, obj=[5.03068841 2.9203682 ]]
INFO - 00:09:22: 7%|▋ | 703/10000 [00:00<00:07, 1204.31 it/sec, obj=[5.03062087 2.92033052]]
INFO - 00:09:22: 7%|▋ | 704/10000 [00:00<00:07, 1204.73 it/sec, obj=[5.03060731 2.92032296]]
INFO - 00:09:22: 7%|▋ | 705/10000 [00:00<00:07, 1205.19 it/sec, obj=[5.03060459 2.92032144]]
INFO - 00:09:22: 7%|▋ | 706/10000 [00:00<00:07, 1205.60 it/sec, obj=[5.03060404 2.92032113]]
INFO - 00:09:22: 7%|▋ | 707/10000 [00:00<00:07, 1205.53 it/sec, obj=[12.43507547 6.60857936]]
INFO - 00:09:22: 7%|▋ | 708/10000 [00:00<00:07, 1205.92 it/sec, obj=[6.0198804 3.39720208]]
INFO - 00:09:22: 7%|▋ | 709/10000 [00:00<00:07, 1206.36 it/sec, obj=[5.21721518 3.00479518]]
INFO - 00:09:22: 7%|▋ | 710/10000 [00:00<00:07, 1206.76 it/sec, obj=[5.06920762 2.93748297]]
INFO - 00:09:22: 7%|▋ | 711/10000 [00:00<00:07, 1207.22 it/sec, obj=[5.03875985 2.92393232]]
INFO - 00:09:22: 7%|▋ | 712/10000 [00:00<00:07, 1207.65 it/sec, obj=[5.03233493 2.92108687]]
INFO - 00:09:22: 7%|▋ | 713/10000 [00:00<00:07, 1208.08 it/sec, obj=[5.03097174 2.92048377]]
INFO - 00:09:22: 7%|▋ | 714/10000 [00:00<00:07, 1208.53 it/sec, obj=[5.03068217 2.92035569]]
INFO - 00:09:22: 7%|▋ | 715/10000 [00:00<00:07, 1208.93 it/sec, obj=[5.03062064 2.92032848]]
INFO - 00:09:22: 7%|▋ | 716/10000 [00:00<00:07, 1209.39 it/sec, obj=[5.03060757 2.92032269]]
INFO - 00:09:22: 7%|▋ | 717/10000 [00:00<00:07, 1209.80 it/sec, obj=[5.03060479 2.92032147]]
INFO - 00:09:22: 7%|▋ | 718/10000 [00:00<00:07, 1209.71 it/sec, obj=[12.50033375 6.56554959]]
INFO - 00:09:22: 7%|▋ | 719/10000 [00:00<00:07, 1210.09 it/sec, obj=[5.82492233 3.28480211]]
INFO - 00:09:22: 7%|▋ | 720/10000 [00:00<00:07, 1210.54 it/sec, obj=[5.16445704 2.97938101]]
INFO - 00:09:22: 7%|▋ | 721/10000 [00:00<00:07, 1210.96 it/sec, obj=[5.05481956 2.93090116]]
INFO - 00:09:22: 7%|▋ | 722/10000 [00:00<00:07, 1211.42 it/sec, obj=[5.03504712 2.92225869]]
INFO - 00:09:22: 7%|▋ | 723/10000 [00:00<00:07, 1211.82 it/sec, obj=[5.03142188 2.92067766]]
INFO - 00:09:22: 7%|▋ | 724/10000 [00:00<00:07, 1212.20 it/sec, obj=[5.03075515 2.92038701]]
INFO - 00:09:22: 7%|▋ | 725/10000 [00:00<00:07, 1212.63 it/sec, obj=[5.03063246 2.92033353]]
INFO - 00:09:22: 7%|▋ | 726/10000 [00:00<00:07, 1213.03 it/sec, obj=[5.03060988 2.92032369]]
INFO - 00:09:22: 7%|▋ | 727/10000 [00:00<00:07, 1213.42 it/sec, obj=[5.03060573 2.92032187]]
INFO - 00:09:22: 7%|▋ | 728/10000 [00:00<00:07, 1213.86 it/sec, obj=[5.03060496 2.92032154]]
INFO - 00:09:22: 7%|▋ | 729/10000 [00:00<00:07, 1213.78 it/sec, obj=[12.5100275 6.56291629]]
INFO - 00:09:22: 7%|▋ | 730/10000 [00:00<00:07, 1214.12 it/sec, obj=[5.71403836 3.23100139]]
INFO - 00:09:22: 7%|▋ | 731/10000 [00:00<00:07, 1214.53 it/sec, obj=[5.13296514 2.96525169]]
INFO - 00:09:22: 7%|▋ | 732/10000 [00:00<00:07, 1214.93 it/sec, obj=[5.04694727 2.92744154]]
INFO - 00:09:22: 7%|▋ | 733/10000 [00:00<00:07, 1215.33 it/sec, obj=[5.03324289 2.92146939]]
INFO - 00:09:22: 7%|▋ | 734/10000 [00:00<00:07, 1215.76 it/sec, obj=[5.03103153 2.92050712]]
INFO - 00:09:22: 7%|▋ | 735/10000 [00:00<00:07, 1216.11 it/sec, obj=[5.03067396 2.92035156]]
INFO - 00:09:22: 7%|▋ | 736/10000 [00:00<00:07, 1216.56 it/sec, obj=[5.03061612 2.9203264 ]]
INFO - 00:09:22: 7%|▋ | 737/10000 [00:00<00:07, 1216.91 it/sec, obj=[5.03060677 2.92032233]]
INFO - 00:09:22: 7%|▋ | 738/10000 [00:00<00:07, 1217.28 it/sec, obj=[5.03060525 2.92032167]]
INFO - 00:09:22: 7%|▋ | 739/10000 [00:00<00:07, 1217.72 it/sec, obj=[5.03060501 2.92032156]]
INFO - 00:09:22: 7%|▋ | 740/10000 [00:00<00:07, 1217.64 it/sec, obj=[12.51186359 6.5625085 ]]
INFO - 00:09:22: 7%|▋ | 741/10000 [00:00<00:07, 1218.00 it/sec, obj=[5.64934768 3.20057647]]
INFO - 00:09:22: 7%|▋ | 742/10000 [00:00<00:07, 1218.43 it/sec, obj=[5.11588922 2.95768614]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: 0.0673616171539137
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-14.45804807 -3.56055214]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [17.34354229 5.82826847]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 7%|▋ | 743/10000 [00:00<00:07, 1191.36 it/sec, obj=[11.96786108 6.17714154]]
INFO - 00:09:22: 7%|▋ | 744/10000 [00:00<00:07, 1190.78 it/sec, obj=[7.34990942 6.4607577 ]]
INFO - 00:09:22: 7%|▋ | 745/10000 [00:00<00:07, 1191.05 it/sec, obj=[9.18243261 5.06787474]]
INFO - 00:09:22: 7%|▋ | 746/10000 [00:00<00:07, 1190.87 it/sec, obj=[10.42965777 5.10384051]]
INFO - 00:09:22: 7%|▋ | 747/10000 [00:00<00:07, 1191.20 it/sec, obj=[9.80465209 4.92723324]]
INFO - 00:09:22: 7%|▋ | 748/10000 [00:00<00:07, 1191.15 it/sec, obj=[15.39702342 8.99061864]]
INFO - 00:09:22: 7%|▋ | 749/10000 [00:00<00:07, 1191.50 it/sec, obj=[10.29038252 5.29026741]]
INFO - 00:09:22: 8%|▊ | 750/10000 [00:00<00:07, 1191.86 it/sec, obj=[9.85249007 4.96191328]]
INFO - 00:09:22: 8%|▊ | 751/10000 [00:00<00:07, 1192.29 it/sec, obj=[9.80942854 4.93068319]]
INFO - 00:09:22: 8%|▊ | 752/10000 [00:00<00:07, 1192.69 it/sec, obj=[9.80512966 4.92757805]]
INFO - 00:09:22: 8%|▊ | 753/10000 [00:00<00:07, 1193.09 it/sec, obj=[9.80469985 4.92726772]]
INFO - 00:09:22: 8%|▊ | 754/10000 [00:00<00:07, 1193.54 it/sec, obj=[9.80465687 4.92723669]]
INFO - 00:09:22: 8%|▊ | 755/10000 [00:00<00:07, 1193.95 it/sec, obj=[9.80465257 4.92723358]]
INFO - 00:09:22: 8%|▊ | 756/10000 [00:00<00:07, 1194.41 it/sec, obj=[9.80465214 4.92723327]]
INFO - 00:09:22: 8%|▊ | 757/10000 [00:00<00:07, 1194.80 it/sec, obj=[9.80465209 4.92723324]]
INFO - 00:09:22: 8%|▊ | 758/10000 [00:00<00:07, 1195.20 it/sec, obj=[9.80465209 4.92723324]]
INFO - 00:09:22: 8%|▊ | 759/10000 [00:00<00:07, 1195.18 it/sec, obj=[15.02198933 8.64563514]]
INFO - 00:09:22: 8%|▊ | 760/10000 [00:00<00:07, 1195.53 it/sec, obj=[10.27362204 5.22349073]]
INFO - 00:09:22: 8%|▊ | 761/10000 [00:00<00:07, 1195.92 it/sec, obj=[9.85429977 4.95809391]]
INFO - 00:09:22: 8%|▊ | 762/10000 [00:00<00:07, 1196.36 it/sec, obj=[9.81007231 4.93059595]]
INFO - 00:09:22: 8%|▊ | 763/10000 [00:00<00:07, 1196.73 it/sec, obj=[9.80524587 4.92760154]]
INFO - 00:09:22: 8%|▊ | 764/10000 [00:00<00:07, 1197.11 it/sec, obj=[9.80471716 4.9272736 ]]
INFO - 00:09:22: 8%|▊ | 765/10000 [00:00<00:07, 1197.56 it/sec, obj=[9.80465922 4.92723766]]
INFO - 00:09:22: 8%|▊ | 766/10000 [00:00<00:07, 1197.96 it/sec, obj=[9.80465287 4.92723373]]
INFO - 00:09:22: 8%|▊ | 767/10000 [00:00<00:07, 1198.41 it/sec, obj=[9.80465218 4.92723329]]
INFO - 00:09:22: 8%|▊ | 768/10000 [00:00<00:07, 1198.78 it/sec, obj=[9.8046521 4.92723325]]
INFO - 00:09:22: 8%|▊ | 769/10000 [00:00<00:07, 1199.16 it/sec, obj=[9.80465209 4.92723324]]
INFO - 00:09:22: 8%|▊ | 770/10000 [00:00<00:07, 1199.11 it/sec, obj=[14.91262308 8.56053486]]
INFO - 00:09:22: 8%|▊ | 771/10000 [00:00<00:07, 1199.51 it/sec, obj=[10.27072352 5.19956332]]
INFO - 00:09:22: 8%|▊ | 772/10000 [00:00<00:07, 1199.90 it/sec, obj=[9.86318734 4.96096481]]
INFO - 00:09:22: 8%|▊ | 773/10000 [00:00<00:07, 1200.33 it/sec, obj=[9.81220265 4.9315765 ]]
INFO - 00:09:22: 8%|▊ | 774/10000 [00:00<00:07, 1200.70 it/sec, obj=[9.80562938 4.92779527]]
INFO - 00:09:22: 8%|▊ | 775/10000 [00:00<00:07, 1201.07 it/sec, obj=[9.80477864 4.92730602]]
INFO - 00:09:22: 8%|▊ | 776/10000 [00:00<00:07, 1201.49 it/sec, obj=[9.80466848 4.92724267]]
INFO - 00:09:22: 8%|▊ | 777/10000 [00:00<00:07, 1201.88 it/sec, obj=[9.80465421 4.92723446]]
INFO - 00:09:22: 8%|▊ | 778/10000 [00:00<00:07, 1202.26 it/sec, obj=[9.80465237 4.9272334 ]]
INFO - 00:09:22: 8%|▊ | 779/10000 [00:00<00:07, 1202.66 it/sec, obj=[9.80465213 4.92723326]]
INFO - 00:09:22: 8%|▊ | 780/10000 [00:00<00:07, 1203.03 it/sec, obj=[9.8046521 4.92723324]]
INFO - 00:09:22: 8%|▊ | 781/10000 [00:00<00:07, 1202.96 it/sec, obj=[13.98787281 7.73439665]]
INFO - 00:09:22: 8%|▊ | 782/10000 [00:00<00:07, 1203.35 it/sec, obj=[10.24983245 5.17400974]]
INFO - 00:09:22: 8%|▊ | 783/10000 [00:00<00:07, 1203.71 it/sec, obj=[9.86702825 4.96134071]]
INFO - 00:09:22: 8%|▊ | 784/10000 [00:00<00:07, 1204.09 it/sec, obj=[9.81361183 4.93212328]]
INFO - 00:09:22: 8%|▊ | 785/10000 [00:00<00:07, 1204.50 it/sec, obj=[9.80594355 4.9279379 ]]
INFO - 00:09:22: 8%|▊ | 786/10000 [00:00<00:07, 1204.88 it/sec, obj=[9.80483834 4.92733486]]
INFO - 00:09:22: 8%|▊ | 787/10000 [00:00<00:07, 1205.30 it/sec, obj=[9.80467896 4.9272479 ]]
INFO - 00:09:22: 8%|▊ | 788/10000 [00:00<00:07, 1205.68 it/sec, obj=[9.80465597 4.92723536]]
INFO - 00:09:22: 8%|▊ | 789/10000 [00:00<00:07, 1206.07 it/sec, obj=[9.80465265 4.92723355]]
INFO - 00:09:22: 8%|▊ | 790/10000 [00:00<00:07, 1206.49 it/sec, obj=[9.80465218 4.92723329]]
INFO - 00:09:22: 8%|▊ | 791/10000 [00:00<00:07, 1206.88 it/sec, obj=[9.80465211 4.92723325]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: 0.0673616171539137
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-13.94794389 -3.88243653]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [16.83343811 6.15015286]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 8%|▊ | 792/10000 [00:00<00:07, 1182.39 it/sec, obj=[10.89119546 5.49335688]]
INFO - 00:09:22: 8%|▊ | 793/10000 [00:00<00:07, 1181.88 it/sec, obj=[10.57363781 9.11449169]]
INFO - 00:09:22: 8%|▊ | 794/10000 [00:00<00:07, 1182.17 it/sec, obj=[10.44641245 5.20681703]]
INFO - 00:09:22: 8%|▊ | 795/10000 [00:00<00:07, 1182.10 it/sec, obj=[15.43026395 9.04711359]]
INFO - 00:09:22: 8%|▊ | 796/10000 [00:00<00:07, 1182.42 it/sec, obj=[10.87285966 5.54738531]]
INFO - 00:09:22: 8%|▊ | 797/10000 [00:00<00:07, 1182.80 it/sec, obj=[10.48833779 5.23897652]]
INFO - 00:09:22: 8%|▊ | 798/10000 [00:00<00:07, 1183.16 it/sec, obj=[10.45059779 5.21001211]]
INFO - 00:09:22: 8%|▊ | 799/10000 [00:00<00:07, 1183.52 it/sec, obj=[10.44683092 5.20713633]]
INFO - 00:09:22: 8%|▊ | 800/10000 [00:00<00:07, 1183.92 it/sec, obj=[10.4464543 5.20684895]]
INFO - 00:09:22: 8%|▊ | 801/10000 [00:00<00:07, 1184.29 it/sec, obj=[10.44641664 5.20682022]]
INFO - 00:09:22: 8%|▊ | 802/10000 [00:00<00:07, 1184.69 it/sec, obj=[10.44641287 5.20681735]]
INFO - 00:09:22: 8%|▊ | 803/10000 [00:00<00:07, 1185.02 it/sec, obj=[10.4464125 5.20681706]]
INFO - 00:09:22: 8%|▊ | 804/10000 [00:00<00:07, 1185.39 it/sec, obj=[10.44641246 5.20681703]]
INFO - 00:09:22: 8%|▊ | 805/10000 [00:00<00:07, 1185.80 it/sec, obj=[10.44641245 5.20681703]]
INFO - 00:09:22: 8%|▊ | 806/10000 [00:00<00:07, 1185.75 it/sec, obj=[12.96552553 7.04052429]]
INFO - 00:09:22: 8%|▊ | 807/10000 [00:00<00:07, 1186.08 it/sec, obj=[10.68371212 5.36731721]]
INFO - 00:09:22: 8%|▊ | 808/10000 [00:00<00:07, 1186.47 it/sec, obj=[10.4699963 5.22256717]]
INFO - 00:09:22: 8%|▊ | 809/10000 [00:00<00:07, 1186.82 it/sec, obj=[10.44876938 5.20838894]]
INFO - 00:09:22: 8%|▊ | 810/10000 [00:00<00:07, 1187.19 it/sec, obj=[10.44664813 5.20697419]]
INFO - 00:09:22: 8%|▊ | 811/10000 [00:00<00:07, 1187.60 it/sec, obj=[10.44643602 5.20683274]]
INFO - 00:09:22: 8%|▊ | 812/10000 [00:00<00:07, 1187.73 it/sec, obj=[10.44641481 5.2068186 ]]
INFO - 00:09:22: 8%|▊ | 813/10000 [00:00<00:07, 1188.05 it/sec, obj=[10.44641269 5.20681718]]
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INFO - 00:09:22: 8%|▊ | 815/10000 [00:00<00:07, 1188.78 it/sec, obj=[10.44641246 5.20681703]]
INFO - 00:09:22: 8%|▊ | 816/10000 [00:00<00:07, 1189.14 it/sec, obj=[10.44641245 5.20681703]]
INFO - 00:09:22: 8%|▊ | 817/10000 [00:00<00:07, 1189.13 it/sec, obj=[12.37964225 6.5238373 ]]
INFO - 00:09:22: 8%|▊ | 818/10000 [00:00<00:07, 1189.45 it/sec, obj=[10.63181063 5.32462633]]
INFO - 00:09:22: 8%|▊ | 819/10000 [00:00<00:07, 1189.79 it/sec, obj=[10.46487302 5.21845151]]
INFO - 00:09:22: 8%|▊ | 820/10000 [00:00<00:07, 1190.19 it/sec, obj=[10.44825772 5.20797899]]
INFO - 00:09:22: 8%|▊ | 821/10000 [00:00<00:07, 1190.56 it/sec, obj=[10.44659697 5.20693321]]
INFO - 00:09:22: 8%|▊ | 822/10000 [00:00<00:07, 1190.91 it/sec, obj=[10.44643091 5.20682865]]
INFO - 00:09:22: 8%|▊ | 823/10000 [00:00<00:07, 1191.32 it/sec, obj=[10.4464143 5.20681819]]
INFO - 00:09:22: 8%|▊ | 824/10000 [00:00<00:07, 1191.68 it/sec, obj=[10.44641264 5.20681714]]
INFO - 00:09:22: 8%|▊ | 825/10000 [00:00<00:07, 1192.06 it/sec, obj=[10.44641247 5.20681704]]
INFO - 00:09:22: 8%|▊ | 826/10000 [00:00<00:07, 1192.44 it/sec, obj=[10.44641246 5.20681703]]
INFO - 00:09:22: 8%|▊ | 827/10000 [00:00<00:07, 1192.78 it/sec, obj=[10.44641245 5.20681703]]
INFO - 00:09:22: 8%|▊ | 828/10000 [00:00<00:07, 1192.73 it/sec, obj=[12.03843391 6.24703094]]
INFO - 00:09:22: 8%|▊ | 829/10000 [00:00<00:07, 1193.09 it/sec, obj=[10.60038308 5.30124438]]
INFO - 00:09:22: 8%|▊ | 830/10000 [00:00<00:07, 1193.44 it/sec, obj=[10.4617572 5.21616661]]
INFO - 00:09:22: 8%|▊ | 831/10000 [00:00<00:07, 1193.80 it/sec, obj=[10.44794641 5.20775105]]
INFO - 00:09:22: 8%|▊ | 832/10000 [00:00<00:07, 1194.18 it/sec, obj=[10.44656584 5.20691042]]
INFO - 00:09:22: 8%|▊ | 833/10000 [00:00<00:07, 1194.52 it/sec, obj=[10.44642779 5.20682637]]
INFO - 00:09:22: 8%|▊ | 834/10000 [00:00<00:07, 1194.91 it/sec, obj=[10.44641399 5.20681796]]
INFO - 00:09:22: 8%|▊ | 835/10000 [00:00<00:07, 1195.25 it/sec, obj=[10.44641261 5.20681712]]
INFO - 00:09:22: 8%|▊ | 836/10000 [00:00<00:07, 1195.60 it/sec, obj=[10.44641247 5.20681704]]
INFO - 00:09:22: 8%|▊ | 837/10000 [00:00<00:07, 1195.99 it/sec, obj=[10.44641246 5.20681703]]
INFO - 00:09:22: 8%|▊ | 838/10000 [00:00<00:07, 1196.34 it/sec, obj=[10.44641245 5.20681703]]
INFO - 00:09:22: 8%|▊ | 839/10000 [00:00<00:07, 1196.28 it/sec, obj=[11.8326756 6.08863183]]
INFO - 00:09:22: 8%|▊ | 840/10000 [00:00<00:07, 1196.64 it/sec, obj=[10.58110445 5.28761714]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: 0.0673616171539137
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-13.4378397 -4.20432092]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [16.32333392 6.47203726]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 8%|▊ | 841/10000 [00:00<00:07, 1173.02 it/sec, obj=[9.86542127 4.98000322]]
INFO - 00:09:22: 8%|▊ | 842/10000 [00:00<00:07, 1172.53 it/sec, obj=[9.97740249 8.42390818]]
INFO - 00:09:22: 8%|▊ | 843/10000 [00:00<00:07, 1172.86 it/sec, obj=[9.59486512 4.72049736]]
INFO - 00:09:22: 8%|▊ | 844/10000 [00:00<00:07, 1172.79 it/sec, obj=[12.94767549 7.28627688]]
INFO - 00:09:22: 8%|▊ | 845/10000 [00:00<00:07, 1173.09 it/sec, obj=[9.89874128 4.92616894]]
INFO - 00:09:22: 8%|▊ | 846/10000 [00:00<00:07, 1173.45 it/sec, obj=[9.62493868 4.740099 ]]
INFO - 00:09:22: 8%|▊ | 847/10000 [00:00<00:07, 1173.77 it/sec, obj=[9.59786933 4.72244731]]
INFO - 00:09:22: 8%|▊ | 848/10000 [00:00<00:07, 1174.13 it/sec, obj=[9.59516551 4.72069225]]
INFO - 00:09:22: 8%|▊ | 849/10000 [00:00<00:07, 1174.53 it/sec, obj=[9.59489515 4.72051685]]
INFO - 00:09:22: 8%|▊ | 850/10000 [00:00<00:07, 1174.89 it/sec, obj=[9.59486812 4.72049931]]
INFO - 00:09:22: 9%|▊ | 851/10000 [00:00<00:07, 1175.26 it/sec, obj=[9.59486542 4.72049755]]
INFO - 00:09:22: 9%|▊ | 852/10000 [00:00<00:07, 1175.65 it/sec, obj=[9.59486515 4.72049738]]
INFO - 00:09:22: 9%|▊ | 853/10000 [00:00<00:07, 1175.99 it/sec, obj=[9.59486512 4.72049736]]
INFO - 00:09:22: 9%|▊ | 854/10000 [00:00<00:07, 1176.39 it/sec, obj=[9.59486512 4.72049736]]
INFO - 00:09:22: 9%|▊ | 855/10000 [00:00<00:07, 1176.37 it/sec, obj=[12.90382302 6.96436095]]
INFO - 00:09:22: 9%|▊ | 856/10000 [00:00<00:07, 1176.69 it/sec, obj=[9.90166372 4.90389318]]
INFO - 00:09:22: 9%|▊ | 857/10000 [00:00<00:07, 1177.03 it/sec, obj=[9.625304 4.73831098]]
INFO - 00:09:22: 9%|▊ | 858/10000 [00:00<00:07, 1177.41 it/sec, obj=[9.5979066 4.72227327]]
INFO - 00:09:22: 9%|▊ | 859/10000 [00:00<00:07, 1177.76 it/sec, obj=[9.59516924 4.72067489]]
INFO - 00:09:22: 9%|▊ | 860/10000 [00:00<00:07, 1178.15 it/sec, obj=[9.59489553 4.72051511]]
INFO - 00:09:22: 9%|▊ | 861/10000 [00:00<00:07, 1178.51 it/sec, obj=[9.59486816 4.72049913]]
INFO - 00:09:22: 9%|▊ | 862/10000 [00:00<00:07, 1178.87 it/sec, obj=[9.59486542 4.72049753]]
INFO - 00:09:22: 9%|▊ | 863/10000 [00:00<00:07, 1179.27 it/sec, obj=[9.59486515 4.72049737]]
INFO - 00:09:22: 9%|▊ | 864/10000 [00:00<00:07, 1179.62 it/sec, obj=[9.59486512 4.72049736]]
INFO - 00:09:22: 9%|▊ | 865/10000 [00:00<00:07, 1180.02 it/sec, obj=[9.59486512 4.72049736]]
INFO - 00:09:22: 9%|▊ | 866/10000 [00:00<00:07, 1179.97 it/sec, obj=[12.90348823 6.88263532]]
INFO - 00:09:22: 9%|▊ | 867/10000 [00:00<00:07, 1180.28 it/sec, obj=[9.90308414 4.89536368]]
INFO - 00:09:22: 9%|▊ | 868/10000 [00:00<00:07, 1180.62 it/sec, obj=[9.62722655 4.73855005]]
INFO - 00:09:22: 9%|▊ | 869/10000 [00:00<00:07, 1181.00 it/sec, obj=[9.59835038 4.72243798]]
INFO - 00:09:22: 9%|▊ | 870/10000 [00:00<00:07, 1181.36 it/sec, obj=[9.5952415 4.72070689]]
INFO - 00:09:22: 9%|▊ | 871/10000 [00:00<00:07, 1181.76 it/sec, obj=[9.59490578 4.72051999]]
INFO - 00:09:22: 9%|▊ | 872/10000 [00:00<00:07, 1182.07 it/sec, obj=[9.59486951 4.7204998 ]]
INFO - 00:09:22: 9%|▊ | 873/10000 [00:00<00:07, 1182.41 it/sec, obj=[9.59486559 4.72049762]]
INFO - 00:09:22: 9%|▊ | 874/10000 [00:00<00:07, 1182.78 it/sec, obj=[9.59486517 4.72049739]]
INFO - 00:09:22: 9%|▉ | 875/10000 [00:00<00:07, 1183.12 it/sec, obj=[9.59486512 4.72049736]]
INFO - 00:09:22: 9%|▉ | 876/10000 [00:00<00:07, 1183.46 it/sec, obj=[9.59486512 4.72049736]]
INFO - 00:09:22: 9%|▉ | 877/10000 [00:00<00:07, 1183.46 it/sec, obj=[12.90836297 6.85073343]]
INFO - 00:09:22: 9%|▉ | 878/10000 [00:00<00:07, 1183.77 it/sec, obj=[9.91902691 4.89903034]]
INFO - 00:09:22: 9%|▉ | 879/10000 [00:00<00:07, 1184.10 it/sec, obj=[9.63508104 4.74230006]]
INFO - 00:09:22: 9%|▉ | 880/10000 [00:00<00:07, 1184.48 it/sec, obj=[9.59997628 4.72326276]]
INFO - 00:09:22: 9%|▉ | 881/10000 [00:00<00:07, 1184.84 it/sec, obj=[9.59551669 4.7208498 ]]
INFO - 00:09:22: 9%|▉ | 882/10000 [00:00<00:07, 1185.17 it/sec, obj=[9.59494821 4.7205423 ]]
INFO - 00:09:22: 9%|▉ | 883/10000 [00:00<00:07, 1185.55 it/sec, obj=[9.59487571 4.72050309]]
INFO - 00:09:22: 9%|▉ | 884/10000 [00:00<00:07, 1185.88 it/sec, obj=[9.59486647 4.72049809]]
INFO - 00:09:22: 9%|▉ | 885/10000 [00:00<00:07, 1186.25 it/sec, obj=[9.59486529 4.72049745]]
INFO - 00:09:22: 9%|▉ | 886/10000 [00:00<00:07, 1186.36 it/sec, obj=[9.59486514 4.72049737]]
INFO - 00:09:22: 9%|▉ | 887/10000 [00:00<00:07, 1186.64 it/sec, obj=[9.59486512 4.72049736]]
INFO - 00:09:22: 9%|▉ | 888/10000 [00:00<00:07, 1186.58 it/sec, obj=[12.5881143 6.59148139]]
INFO - 00:09:22: 9%|▉ | 889/10000 [00:00<00:07, 1186.92 it/sec, obj=[9.90794932 4.88954985]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: 0.0673616171539137
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-12.92773552 -4.52620531]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Skipping sub-optimization for phi_beta = [15.81322974 6.79392165] because the resulting solution is already known.
INFO - 00:09:22: Skipping sub-optimization for phi_beta = [15.30312555 7.11580604] because the resulting solution is already known.
INFO - 00:09:22: Skipping sub-optimization for phi_beta = [14.79302137 7.43769043] because the resulting solution is already known.
INFO - 00:09:22: Skipping sub-optimization for phi_beta = [14.28291718 7.75957482] because the resulting solution is already known.
INFO - 00:09:22: Skipping sub-optimization for phi_beta = [13.772813 8.08145921] because the resulting solution is already known.
INFO - 00:09:22: Skipping sub-optimization for phi_beta = [13.26270881 8.4033436 ] because the resulting solution is already known.
INFO - 00:09:22: Skipping sub-optimization for phi_beta = [12.75260463 8.72522799] because the resulting solution is already known.
INFO - 00:09:22: Skipping sub-optimization for phi_beta = [12.24250044 9.04711239] because the resulting solution is already known.
INFO - 00:09:22: Skipping sub-optimization for phi_beta = [11.73239626 9.36899678] because the resulting solution is already known.
INFO - 00:09:22: Skipping sub-optimization for phi_beta = [11.22229207 9.69088117] because the resulting solution is already known.
INFO - 00:09:22: Skipping sub-optimization for phi_beta = [10.71218789 10.01276556] because the resulting solution is already known.
INFO - 00:09:22: Skipping sub-optimization for phi_beta = [10.2020837 10.33464995] because the resulting solution is already known.
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [ 9.69197952 10.65653434]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -2.767799311088018 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 1.241738597946052 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | -0.0673616171539137 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 9%|▉ | 890/10000 [00:00<00:08, 1087.12 it/sec, obj=[ 1.16147645 14.51158858]]
INFO - 00:09:22: 9%|▉ | 891/10000 [00:00<00:08, 1086.79 it/sec, obj=[0.791284 7.42376715]]
INFO - 00:09:22: 9%|▉ | 892/10000 [00:00<00:08, 1086.80 it/sec, obj=[1.19273167 5.41315608]]
INFO - 00:09:22: 9%|▉ | 893/10000 [00:00<00:08, 1086.85 it/sec, obj=[1.21779944 5.30885792]]
INFO - 00:09:22: 9%|▉ | 894/10000 [00:00<00:08, 1086.90 it/sec, obj=[1.21773044 5.3091419 ]]
INFO - 00:09:22: 9%|▉ | 895/10000 [00:00<00:08, 1086.72 it/sec, obj=[1.21773096 5.30913977]]
INFO - 00:09:22: 9%|▉ | 896/10000 [00:00<00:08, 1086.56 it/sec, obj=[1.21773096 5.30913979]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 10
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: -0.33903634538866156
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [9.93347626e-10 2.43561646e-06]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589782 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 0.09438656911240617 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.3390363453886616 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [ 9.18187533 10.97841873]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589782 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 0.09438656911240617 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.3390363453886616 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 9%|▉ | 897/10000 [00:00<00:08, 1067.54 it/sec, obj=[1.08499643 5.88784014]]
INFO - 00:09:22: 9%|▉ | 898/10000 [00:00<00:08, 1067.51 it/sec, obj=[1.0885754 5.87136184]]
INFO - 00:09:22: 9%|▉ | 899/10000 [00:00<00:08, 1067.31 it/sec, obj=[1.08856631 5.87140364]]
INFO - 00:09:22: 9%|▉ | 900/10000 [00:00<00:08, 1067.10 it/sec, obj=[1.08856633 5.87140351]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 7
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: -0.32379575933422783
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [1.93072225e-11 1.50792798e-07]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 0.03369135933149181 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.3237957593342278 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [ 8.67177115 11.30030313]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | 0.03369135933149181 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.3237957593342278 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 9%|▉ | 901/10000 [00:00<00:08, 1049.10 it/sec, obj=[0.96861253 6.45171003]]
INFO - 00:09:22: 9%|▉ | 902/10000 [00:00<00:08, 1049.10 it/sec, obj=[0.97074729 6.44086349]]
INFO - 00:09:22: 9%|▉ | 903/10000 [00:00<00:08, 1048.86 it/sec, obj=[0.97075376 6.44083066]]
INFO - 00:09:22: 9%|▉ | 904/10000 [00:00<00:08, 1048.72 it/sec, obj=[0.97075378 6.44083057]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 7
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: -0.30810132753001995
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [1.19972746e-06 3.77685874e-05]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.02496214794441842 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.30810132753002 | inf | float |
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [ 8.16166696 11.62218752]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.02496214794441842 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.30810132753002 | inf | float |
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: 9%|▉ | 905/10000 [00:00<00:08, 1031.62 it/sec, obj=[0.86158708 7.02107037]]
INFO - 00:09:22: 9%|▉ | 906/10000 [00:00<00:08, 1031.64 it/sec, obj=[0.862444 7.01630656]]
INFO - 00:09:22: 9%|▉ | 907/10000 [00:00<00:08, 1031.48 it/sec, obj=[0.8624524 7.01625986]]
INFO - 00:09:22: 9%|▉ | 908/10000 [00:00<00:08, 1031.36 it/sec, obj=[0.86245248 7.0162594 ]]
INFO - 00:09:22: 9%|▉ | 909/10000 [00:00<00:08, 1031.26 it/sec, obj=[0.86245249 7.0162594 ]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 8
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: -0.29202610512603416
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [2.18034843e-07 5.26564849e-05]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.08217892856254627 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.2920261051260342 | inf | float |
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [ 7.65156278 11.94407191]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.08217892856254627 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.2920261051260342 | inf | float |
INFO - 00:09:22: +------+--------------------+----------------------+-------------------+-------+
INFO - 00:09:22: 9%|▉ | 910/10000 [00:00<00:08, 1014.72 it/sec, obj=[0.76257756 7.59514857]]
INFO - 00:09:22: 9%|▉ | 911/10000 [00:00<00:08, 1014.74 it/sec, obj=[0.76230423 7.59680034]]
INFO - 00:09:22: 9%|▉ | 912/10000 [00:00<00:08, 1014.60 it/sec, obj=[0.76229944 7.59682934]]
INFO - 00:09:22: 9%|▉ | 913/10000 [00:00<00:08, 1014.51 it/sec, obj=[0.76229935 7.59682985]]
INFO - 00:09:22: 9%|▉ | 914/10000 [00:00<00:08, 1014.44 it/sec, obj=[0.76229935 7.59682986]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 8
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: -0.27562450356134205
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-1.55075952e-12 -1.78227211e-10]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.1384601747582987 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.275624503561342 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [ 7.14145859 12.2659563 ]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.1384601747582987 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.275624503561342 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 9%|▉ | 915/10000 [00:00<00:09, 998.49 it/sec, obj=[0.67057437 8.17332943]]
INFO - 00:09:22: 9%|▉ | 916/10000 [00:00<00:09, 998.51 it/sec, obj=[0.66929886 8.18166841]]
INFO - 00:09:22: 9%|▉ | 917/10000 [00:00<00:09, 998.38 it/sec, obj=[0.66926555 8.18188629]]
INFO - 00:09:22: 9%|▉ | 918/10000 [00:00<00:09, 998.29 it/sec, obj=[0.66926468 8.18189201]]
INFO - 00:09:22: 9%|▉ | 919/10000 [00:00<00:09, 998.22 it/sec, obj=[0.66926466 8.18189216]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 8
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: -0.25893845680875505
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [ 9.41469125e-14 -4.44766535e-09]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.1942604780852375 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.258938456808755 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [ 6.63135441 12.58784069]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.1942604780852375 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.258938456808755 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 9%|▉ | 920/10000 [00:00<00:09, 982.74 it/sec, obj=[0.58480944 8.75511462]]
INFO - 00:09:22: 9%|▉ | 921/10000 [00:00<00:09, 982.81 it/sec, obj=[0.58264246 8.77038891]]
INFO - 00:09:22: 9%|▉ | 922/10000 [00:00<00:09, 982.73 it/sec, obj=[0.58256569 8.77093062]]
INFO - 00:09:22: 9%|▉ | 923/10000 [00:00<00:09, 982.70 it/sec, obj=[0.58256295 8.77094993]]
INFO - 00:09:22: 9%|▉ | 924/10000 [00:00<00:09, 982.67 it/sec, obj=[0.58256285 8.77095061]]
INFO - 00:09:22: 9%|▉ | 925/10000 [00:00<00:09, 982.63 it/sec, obj=[0.58256285 8.77095064]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 9
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: -0.24199904502930292
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-5.53335155e-13 -9.89144766e-10]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.2499904205027543 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.2419990450293029 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [ 6.12125022 12.90972508]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.2499904205027543 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.2419990450293029 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 9%|▉ | 926/10000 [00:00<00:09, 968.52 it/sec, obj=[0.58256285 8.77095064]]
INFO - 00:09:22: 9%|▉ | 927/10000 [00:00<00:09, 968.24 it/sec, obj=[0.50469952 9.34009406]]
INFO - 00:09:22: 9%|▉ | 928/10000 [00:00<00:09, 968.36 it/sec, obj=[0.50173767 9.36255591]]
INFO - 00:09:22: 9%|▉ | 929/10000 [00:00<00:09, 968.31 it/sec, obj=[0.50160292 9.36357923]]
INFO - 00:09:22: 9%|▉ | 930/10000 [00:00<00:09, 968.28 it/sec, obj=[0.50159676 9.36362602]]
INFO - 00:09:22: 9%|▉ | 931/10000 [00:00<00:09, 968.24 it/sec, obj=[0.50159648 9.36362816]]
INFO - 00:09:22: 9%|▉ | 932/10000 [00:00<00:09, 968.22 it/sec, obj=[0.50159647 9.36362826]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 9
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: -0.2248301712187969
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-2.74447132e-13 -5.07787101e-09]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.3060634113439167 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.2248301712187969 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [ 5.61114604 13.23160947]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.3060634113439167 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.2248301712187969 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 9%|▉ | 933/10000 [00:00<00:09, 954.01 it/sec, obj=[0.42981225 9.92792076]]
INFO - 00:09:22: 9%|▉ | 934/10000 [00:00<00:09, 954.10 it/sec, obj=[0.42614119 9.95785396]]
INFO - 00:09:22: 9%|▉ | 935/10000 [00:00<00:09, 954.06 it/sec, obj=[0.42593434 9.95954389]]
INFO - 00:09:22: 9%|▉ | 936/10000 [00:00<00:09, 954.03 it/sec, obj=[0.42592265 9.95963942]]
INFO - 00:09:22: 9%|▉ | 937/10000 [00:00<00:09, 954.03 it/sec, obj=[0.42592199 9.95964482]]
INFO - 00:09:22: 9%|▉ | 938/10000 [00:00<00:09, 954.03 it/sec, obj=[0.42592195 9.95964512]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 9
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: -0.20744958156341936
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [ 2.60236277e-13 -1.97045487e-08]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.3629180048057954 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.2074495815634194 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [ 5.10104185 13.55349387]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.3629180048057954 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.2074495815634194 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 9%|▉ | 939/10000 [00:00<00:09, 940.31 it/sec, obj=[ 0.3598479 10.51829307]]
INFO - 00:09:22: 9%|▉ | 940/10000 [00:00<00:09, 940.43 it/sec, obj=[ 0.35554621 10.55604149]]
INFO - 00:09:22: 9%|▉ | 941/10000 [00:01<00:09, 940.41 it/sec, obj=[ 0.35525326 10.55861873]]
INFO - 00:09:22: 9%|▉ | 942/10000 [00:01<00:09, 940.40 it/sec, obj=[ 0.35523329 10.55879441]]
INFO - 00:09:22: 9%|▉ | 943/10000 [00:01<00:09, 940.41 it/sec, obj=[ 0.35523193 10.55880639]]
INFO - 00:09:22: 9%|▉ | 944/10000 [00:01<00:09, 940.41 it/sec, obj=[ 0.35523184 10.5588072 ]]
INFO - 00:09:22: 9%|▉ | 945/10000 [00:01<00:09, 940.44 it/sec, obj=[ 0.35523183 10.55880726]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 10
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: -0.18986957657768383
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-8.91731133e-13 -4.36118031e-09]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.4210497817100149 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.1898695765776838 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [ 4.59093767 13.87537826]
INFO - 00:09:22: Optimization problem:
INFO - 00:09:22: minimize -t_extraction
INFO - 00:09:22: with respect to t, x, y
INFO - 00:09:22: subject to constraints:
INFO - 00:09:22: beta_sub_optim_constraint <= 0.0
INFO - 00:09:22: over the design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.4210497817100149 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.1898695765776838 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: 9%|▉ | 946/10000 [00:01<00:09, 927.14 it/sec, obj=[ 0.29463575 11.1109372 ]]
INFO - 00:09:22: 9%|▉ | 947/10000 [00:01<00:09, 927.03 it/sec, obj=[ 0.28977979 11.15694061]]
INFO - 00:09:22: 9%|▉ | 948/10000 [00:01<00:09, 926.96 it/sec, obj=[ 0.28938674 11.16067644]]
INFO - 00:09:22: 9%|▉ | 949/10000 [00:01<00:09, 926.97 it/sec, obj=[ 0.28935499 11.16097835]]
INFO - 00:09:22: 10%|▉ | 950/10000 [00:01<00:09, 926.97 it/sec, obj=[ 0.28935242 11.16100273]]
INFO - 00:09:22: 10%|▉ | 951/10000 [00:01<00:09, 926.97 it/sec, obj=[ 0.28935221 11.1610047 ]]
INFO - 00:09:22: 10%|▉ | 952/10000 [00:01<00:09, 927.01 it/sec, obj=[ 0.2893522 11.16100486]]
INFO - 00:09:22: Optimization result:
INFO - 00:09:22: Optimizer info:
INFO - 00:09:22: Status: None
INFO - 00:09:22: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:22: Number of calls to the objective function by the optimizer: 10
INFO - 00:09:22: Solution:
INFO - 00:09:22: The solution is feasible.
INFO - 00:09:22: Objective: -0.17209711488213686
INFO - 00:09:22: Standardized constraints:
INFO - 00:09:22: beta_sub_optim_constraint = [-2.20268248e-13 -1.49106976e-08]
INFO - 00:09:22: Design space:
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:22: | y | -3.141592653589793 | -0.4810551882910383 | 3.141592653589793 | float |
INFO - 00:09:22: | t | -inf | 0.1720971148821369 | inf | float |
INFO - 00:09:22: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:22: Solving mNBI sub-problem for phi_beta = [ 4.08083348 14.19726265]
INFO - 00:09:23: Optimization problem:
INFO - 00:09:23: minimize -t_extraction
INFO - 00:09:23: with respect to t, x, y
INFO - 00:09:23: subject to constraints:
INFO - 00:09:23: beta_sub_optim_constraint <= 0.0
INFO - 00:09:23: over the design space:
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:23: | y | -3.141592653589793 | -0.4810551882910383 | 3.141592653589793 | float |
INFO - 00:09:23: | t | -inf | 0.1720971148821369 | inf | float |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: 10%|▉ | 953/10000 [00:01<00:09, 914.31 it/sec, obj=[ 0.23414712 11.70558644]]
INFO - 00:09:23: 10%|▉ | 954/10000 [00:01<00:09, 914.44 it/sec, obj=[ 0.22881851 11.76043162]]
INFO - 00:09:23: 10%|▉ | 955/10000 [00:01<00:09, 914.44 it/sec, obj=[ 0.22831142 11.76567383]]
INFO - 00:09:23: 10%|▉ | 956/10000 [00:01<00:09, 914.47 it/sec, obj=[ 0.2282634 11.76617049]]
INFO - 00:09:23: 10%|▉ | 957/10000 [00:01<00:09, 914.49 it/sec, obj=[ 0.22825885 11.76621751]]
INFO - 00:09:23: 10%|▉ | 958/10000 [00:01<00:09, 914.54 it/sec, obj=[ 0.22825842 11.76622196]]
INFO - 00:09:23: 10%|▉ | 959/10000 [00:01<00:09, 914.58 it/sec, obj=[ 0.22825838 11.76622238]]
INFO - 00:09:23: Optimization result:
INFO - 00:09:23: Optimizer info:
INFO - 00:09:23: Status: None
INFO - 00:09:23: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:23: Number of calls to the objective function by the optimizer: 10
INFO - 00:09:23: Solution:
INFO - 00:09:23: The solution is feasible.
INFO - 00:09:23: Objective: -0.15413318279754634
INFO - 00:09:23: Standardized constraints:
INFO - 00:09:23: beta_sub_optim_constraint = [ 5.10258502e-13 -4.67227972e-08]
INFO - 00:09:23: Design space:
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | x | -3.141592653589793 | -3.14159265358979 | 3.141592653589793 | float |
INFO - 00:09:23: | y | -3.141592653589793 | -0.5436997672227943 | 3.141592653589793 | float |
INFO - 00:09:23: | t | -inf | 0.1541331827975463 | inf | float |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: Solving mNBI sub-problem for phi_beta = [ 3.5707293 14.51914704]
INFO - 00:09:23: Optimization problem:
INFO - 00:09:23: minimize -t_extraction
INFO - 00:09:23: with respect to t, x, y
INFO - 00:09:23: subject to constraints:
INFO - 00:09:23: beta_sub_optim_constraint <= 0.0
INFO - 00:09:23: over the design space:
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | x | -3.141592653589793 | -3.14159265358979 | 3.141592653589793 | float |
INFO - 00:09:23: | y | -3.141592653589793 | -0.5436997672227943 | 3.141592653589793 | float |
INFO - 00:09:23: | t | -inf | 0.1541331827975463 | inf | float |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: 10%|▉ | 960/10000 [00:01<00:10, 902.34 it/sec, obj=[ 0.17853381 12.30194918]]
INFO - 00:09:23: 10%|▉ | 961/10000 [00:01<00:10, 902.47 it/sec, obj=[ 0.17283298 12.36645075]]
INFO - 00:09:23: 10%|▉ | 962/10000 [00:01<00:10, 902.47 it/sec, obj=[ 0.17219878 12.37367093]]
INFO - 00:09:23: 10%|▉ | 963/10000 [00:01<00:10, 902.50 it/sec, obj=[ 0.1721288 12.37446823]]
INFO - 00:09:23: 10%|▉ | 964/10000 [00:01<00:10, 902.52 it/sec, obj=[ 0.17212108 12.37455613]]
INFO - 00:09:23: 10%|▉ | 965/10000 [00:01<00:10, 902.56 it/sec, obj=[ 0.17212023 12.37456582]]
INFO - 00:09:23: 10%|▉ | 966/10000 [00:01<00:10, 902.61 it/sec, obj=[ 0.17212014 12.37456689]]
INFO - 00:09:23: 10%|▉ | 967/10000 [00:01<00:10, 902.67 it/sec, obj=[ 0.17212013 12.374567 ]]
INFO - 00:09:23: Optimization result:
INFO - 00:09:23: Optimizer info:
INFO - 00:09:23: Status: None
INFO - 00:09:23: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:23: Number of calls to the objective function by the optimizer: 11
INFO - 00:09:23: Solution:
INFO - 00:09:23: The solution is feasible.
INFO - 00:09:23: Objective: -0.13597098951358078
INFO - 00:09:23: Standardized constraints:
INFO - 00:09:23: beta_sub_optim_constraint = [ 3.75699472e-13 -1.53922746e-08]
INFO - 00:09:23: Design space:
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:23: | y | -3.141592653589793 | -0.6100363519846259 | 3.141592653589793 | float |
INFO - 00:09:23: | t | -inf | 0.1359709895135808 | inf | float |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: Solving mNBI sub-problem for phi_beta = [ 3.06062511 14.84103143]
INFO - 00:09:23: Optimization problem:
INFO - 00:09:23: minimize -t_extraction
INFO - 00:09:23: with respect to t, x, y
INFO - 00:09:23: subject to constraints:
INFO - 00:09:23: beta_sub_optim_constraint <= 0.0
INFO - 00:09:23: over the design space:
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | x | -3.141592653589793 | -3.141592653589793 | 3.141592653589793 | float |
INFO - 00:09:23: | y | -3.141592653589793 | -0.6100363519846259 | 3.141592653589793 | float |
INFO - 00:09:23: | t | -inf | 0.1359709895135808 | inf | float |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: 10%|▉ | 968/10000 [00:01<00:10, 890.74 it/sec, obj=[ 0.12821418 12.89964645]]
INFO - 00:09:23: 10%|▉ | 969/10000 [00:01<00:10, 890.87 it/sec, obj=[ 0.12228921 12.97498679]]
INFO - 00:09:23: 10%|▉ | 970/10000 [00:01<00:10, 890.90 it/sec, obj=[ 0.12151899 12.98487437]]
INFO - 00:09:23: 10%|▉ | 971/10000 [00:01<00:10, 890.94 it/sec, obj=[ 0.12142001 12.98614668]]
INFO - 00:09:23: 10%|▉ | 972/10000 [00:01<00:10, 890.99 it/sec, obj=[ 0.12140731 12.98630995]]
INFO - 00:09:23: 10%|▉ | 973/10000 [00:01<00:10, 891.04 it/sec, obj=[ 0.12140568 12.98633089]]
INFO - 00:09:23: 10%|▉ | 974/10000 [00:01<00:10, 891.11 it/sec, obj=[ 0.12140547 12.98633358]]
INFO - 00:09:23: 10%|▉ | 975/10000 [00:01<00:10, 891.15 it/sec, obj=[ 0.12140545 12.98633392]]
INFO - 00:09:23: Optimization result:
INFO - 00:09:23: Optimizer info:
INFO - 00:09:23: Status: None
INFO - 00:09:23: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:23: Number of calls to the objective function by the optimizer: 11
INFO - 00:09:23: Solution:
INFO - 00:09:23: The solution is feasible.
INFO - 00:09:23: Objective: -0.11759181075714328
INFO - 00:09:23: Standardized constraints:
INFO - 00:09:23: beta_sub_optim_constraint = [ 7.90478794e-14 -5.31944961e-08]
INFO - 00:09:23: Design space:
INFO - 00:09:23: +------+--------------------+--------------------+-------------------+-------+
INFO - 00:09:23: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:23: +------+--------------------+--------------------+-------------------+-------+
INFO - 00:09:23: | x | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
INFO - 00:09:23: | y | -3.141592653589793 | -0.681633912301451 | 3.141592653589793 | float |
INFO - 00:09:23: | t | -inf | 0.1175918107571433 | inf | float |
INFO - 00:09:23: +------+--------------------+--------------------+-------------------+-------+
INFO - 00:09:23: Solving mNBI sub-problem for phi_beta = [ 2.55052093 15.16291582]
INFO - 00:09:23: Optimization problem:
INFO - 00:09:23: minimize -t_extraction
INFO - 00:09:23: with respect to t, x, y
INFO - 00:09:23: subject to constraints:
INFO - 00:09:23: beta_sub_optim_constraint <= 0.0
INFO - 00:09:23: over the design space:
INFO - 00:09:23: +------+--------------------+--------------------+-------------------+-------+
INFO - 00:09:23: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:23: +------+--------------------+--------------------+-------------------+-------+
INFO - 00:09:23: | x | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
INFO - 00:09:23: | y | -3.141592653589793 | -0.681633912301451 | 3.141592653589793 | float |
INFO - 00:09:23: | t | -inf | 0.1175918107571433 | inf | float |
INFO - 00:09:23: +------+--------------------+--------------------+-------------------+-------+
INFO - 00:09:23: 10%|▉ | 976/10000 [00:01<00:10, 879.42 it/sec, obj=[ 0.08406651 13.49806287]]
INFO - 00:09:23: 10%|▉ | 977/10000 [00:01<00:10, 879.57 it/sec, obj=[ 0.07818579 13.58605722]]
INFO - 00:09:23: 10%|▉ | 978/10000 [00:01<00:10, 879.77 it/sec, obj=[ 0.0772876 13.59973118]]
INFO - 00:09:23: 10%|▉ | 979/10000 [00:01<00:10, 879.81 it/sec, obj=[ 0.07715224 13.60179742]]
INFO - 00:09:23: 10%|▉ | 980/10000 [00:01<00:10, 879.85 it/sec, obj=[ 0.0771319 13.60210817]]
INFO - 00:09:23: 10%|▉ | 981/10000 [00:01<00:10, 879.92 it/sec, obj=[ 0.07712884 13.60215487]]
INFO - 00:09:23: 10%|▉ | 982/10000 [00:01<00:10, 880.00 it/sec, obj=[ 0.07712838 13.60216189]]
INFO - 00:09:23: 10%|▉ | 983/10000 [00:01<00:10, 880.08 it/sec, obj=[ 0.07712831 13.60216294]]
INFO - 00:09:23: 10%|▉ | 984/10000 [00:01<00:10, 880.14 it/sec, obj=[ 0.0771283 13.6021631]]
INFO - 00:09:23: Optimization result:
INFO - 00:09:23: Optimizer info:
INFO - 00:09:23: Status: None
INFO - 00:09:23: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:23: Number of calls to the objective function by the optimizer: 12
INFO - 00:09:23: Solution:
INFO - 00:09:23: The solution is feasible.
INFO - 00:09:23: Objective: -0.09895508019083565
INFO - 00:09:23: Standardized constraints:
INFO - 00:09:23: beta_sub_optim_constraint = [ 5.01820807e-14 -2.91785931e-08]
INFO - 00:09:23: Design space:
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | x | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
INFO - 00:09:23: | y | -3.141592653589793 | -0.7610861674840845 | 3.141592653589793 | float |
INFO - 00:09:23: | t | -inf | 0.09895508019083565 | inf | float |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: Solving mNBI sub-problem for phi_beta = [ 2.04041674 15.48480021]
INFO - 00:09:23: Optimization problem:
INFO - 00:09:23: minimize -t_extraction
INFO - 00:09:23: with respect to t, x, y
INFO - 00:09:23: subject to constraints:
INFO - 00:09:23: beta_sub_optim_constraint <= 0.0
INFO - 00:09:23: over the design space:
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | x | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
INFO - 00:09:23: | y | -3.141592653589793 | -0.7610861674840845 | 3.141592653589793 | float |
INFO - 00:09:23: | t | -inf | 0.09895508019083565 | inf | float |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: 10%|▉ | 985/10000 [00:01<00:10, 869.04 it/sec, obj=[ 0.04791436 14.0959123 ]]
INFO - 00:09:23: 10%|▉ | 986/10000 [00:01<00:10, 869.19 it/sec, obj=[ 0.04269424 14.1995577 ]]
INFO - 00:09:23: 10%|▉ | 987/10000 [00:01<00:10, 869.38 it/sec, obj=[ 0.04174981 14.21914056]]
INFO - 00:09:23: 10%|▉ | 988/10000 [00:01<00:10, 869.44 it/sec, obj=[ 0.04157981 14.22269634]]
INFO - 00:09:23: 10%|▉ | 989/10000 [00:01<00:10, 869.51 it/sec, obj=[ 0.04154925 14.22333646]]
INFO - 00:09:23: 10%|▉ | 990/10000 [00:01<00:10, 869.59 it/sec, obj=[ 0.04154376 14.22345151]]
INFO - 00:09:23: 10%|▉ | 991/10000 [00:01<00:10, 869.67 it/sec, obj=[ 0.04154278 14.22347218]]
INFO - 00:09:23: 10%|▉ | 992/10000 [00:01<00:10, 869.76 it/sec, obj=[ 0.0415426 14.2234759]]
INFO - 00:09:23: 10%|▉ | 993/10000 [00:01<00:10, 869.85 it/sec, obj=[ 0.04154257 14.22347656]]
INFO - 00:09:23: Optimization result:
INFO - 00:09:23: Optimizer info:
INFO - 00:09:23: Status: None
INFO - 00:09:23: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:23: Number of calls to the objective function by the optimizer: 12
INFO - 00:09:23: Solution:
INFO - 00:09:23: The solution is feasible.
INFO - 00:09:23: Objective: -0.07997062492691796
INFO - 00:09:23: Standardized constraints:
INFO - 00:09:23: beta_sub_optim_constraint = [-1.88071780e-13 -1.50570939e-07]
INFO - 00:09:23: Design space:
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | x | -3.141592653589793 | -3.141592653589786 | 3.141592653589793 | float |
INFO - 00:09:23: | y | -3.141592653589793 | -0.853391377166826 | 3.141592653589793 | float |
INFO - 00:09:23: | t | -inf | 0.07997062492691796 | inf | float |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: Solving mNBI sub-problem for phi_beta = [ 1.53031256 15.80668461]
INFO - 00:09:23: Optimization problem:
INFO - 00:09:23: minimize -t_extraction
INFO - 00:09:23: with respect to t, x, y
INFO - 00:09:23: subject to constraints:
INFO - 00:09:23: beta_sub_optim_constraint <= 0.0
INFO - 00:09:23: over the design space:
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | x | -3.141592653589793 | -3.141592653589786 | 3.141592653589793 | float |
INFO - 00:09:23: | y | -3.141592653589793 | -0.853391377166826 | 3.141592653589793 | float |
INFO - 00:09:23: | t | -inf | 0.07997062492691796 | inf | float |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: 10%|▉ | 994/10000 [00:01<00:10, 859.18 it/sec, obj=[ 0.02404016 14.6895733 ]]
INFO - 00:09:23: 10%|▉ | 995/10000 [00:01<00:10, 859.33 it/sec, obj=[ 0.02023392 14.87188951]]
INFO - 00:09:23: 10%|▉ | 996/10000 [00:01<00:10, 859.53 it/sec, obj=[ 0.02056571 14.84511341]]
INFO - 00:09:23: 10%|▉ | 997/10000 [00:01<00:10, 859.58 it/sec, obj=[ 0.02037868 14.85389941]]
INFO - 00:09:23: 10%|▉ | 998/10000 [00:01<00:10, 859.66 it/sec, obj=[ 0.02037886 14.85392822]]
INFO - 00:09:23: 10%|▉ | 999/10000 [00:01<00:10, 859.90 it/sec, obj=[ 0.0203787 14.8539023]]
INFO - 00:09:23: 10%|█ | 1000/10000 [00:01<00:10, 860.16 it/sec, obj=[ 0.02037868 14.8538997 ]]
INFO - 00:09:23: 10%|█ | 1001/10000 [00:01<00:10, 860.42 it/sec, obj=[ 0.02037868 14.85389944]]
INFO - 00:09:23: Optimization result:
INFO - 00:09:23: Optimizer info:
INFO - 00:09:23: Status: None
INFO - 00:09:23: Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
INFO - 00:09:23: Number of calls to the objective function by the optimizer: 11
INFO - 00:09:23: Solution:
INFO - 00:09:23: The solution is feasible.
INFO - 00:09:23: Objective: -0.06040920532383892
INFO - 00:09:23: Standardized constraints:
INFO - 00:09:23: beta_sub_optim_constraint = [5.60111716e-07 9.04408340e-06]
INFO - 00:09:23: Design space:
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | x | -3.141592653589793 | -3.124905919705975 | 3.141592653589793 | float |
INFO - 00:09:23: | y | -3.141592653589793 | -0.930882763564246 | 3.141592653589793 | float |
INFO - 00:09:23: | t | -inf | 0.06040920532383892 | inf | float |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: Solving mNBI sub-problem for phi_beta = [ 1.02020837 16.128569 ]
INFO - 00:09:23: Optimization problem:
INFO - 00:09:23: minimize -t_extraction
INFO - 00:09:23: with respect to t, x, y
INFO - 00:09:23: subject to constraints:
INFO - 00:09:23: beta_sub_optim_constraint <= 0.0
INFO - 00:09:23: over the design space:
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | x | -3.141592653589793 | -3.124905919705975 | 3.141592653589793 | float |
INFO - 00:09:23: | y | -3.141592653589793 | -0.930882763564246 | 3.141592653589793 | float |
INFO - 00:09:23: | t | -inf | 0.06040920532383892 | inf | float |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: 10%|█ | 1002/10000 [00:01<00:10, 850.00 it/sec, obj=[9.12656513e-03 1.54680181e+01]]
INFO - 00:09:23: 10%|█ | 1003/10000 [00:01<00:10, 850.16 it/sec, obj=[8.87250539e-03 1.54740102e+01]]
INFO - 00:09:23: 10%|█ | 1004/10000 [00:01<00:10, 850.36 it/sec, obj=[8.60530127e-03 1.54984959e+01]]
INFO - 00:09:23: 10%|█ | 1005/10000 [00:01<00:10, 850.56 it/sec, obj=[8.71508496e-03 1.54907982e+01]]
INFO - 00:09:23: 10%|█ | 1006/10000 [00:01<00:10, 850.92 it/sec, obj=[8.65534154e-03 1.54949807e+01]]
INFO - 00:09:23: 10%|█ | 1007/10000 [00:01<00:10, 851.31 it/sec, obj=[8.62877532e-03 1.54968455e+01]]
INFO - 00:09:23: 10%|█ | 1008/10000 [00:01<00:10, 851.68 it/sec, obj=[8.61645775e-03 1.54977112e+01]]
INFO - 00:09:23: 10%|█ | 1009/10000 [00:01<00:10, 852.06 it/sec, obj=[8.61063610e-03 1.54981206e+01]]
INFO - 00:09:23: 10%|█ | 1010/10000 [00:01<00:10, 852.46 it/sec, obj=[8.60785971e-03 1.54983159e+01]]
INFO - 00:09:23: 10%|█ | 1011/10000 [00:01<00:10, 852.84 it/sec, obj=[8.60652993e-03 1.54984094e+01]]
INFO - 00:09:23: 10%|█ | 1012/10000 [00:01<00:10, 853.25 it/sec, obj=[8.60589171e-03 1.54984543e+01]]
INFO - 00:09:23: 10%|█ | 1013/10000 [00:01<00:10, 853.62 it/sec, obj=[8.60558510e-03 1.54984759e+01]]
INFO - 00:09:23: 10%|█ | 1014/10000 [00:01<00:10, 854.01 it/sec, obj=[8.60543773e-03 1.54984863e+01]]
INFO - 00:09:23: 10%|█ | 1015/10000 [00:01<00:10, 854.41 it/sec, obj=[8.60536688e-03 1.54984913e+01]]
INFO - 00:09:23: 10%|█ | 1016/10000 [00:01<00:10, 854.62 it/sec, obj=[8.7150907e-03 1.5490826e+01]]
INFO - 00:09:23: 10%|█ | 1017/10000 [00:01<00:10, 854.99 it/sec, obj=[8.63235942e-03 1.54966007e+01]]
INFO - 00:09:23: 10%|█ | 1018/10000 [00:01<00:10, 855.36 it/sec, obj=[8.61227591e-03 1.54980070e+01]]
INFO - 00:09:23: 10%|█ | 1019/10000 [00:01<00:10, 855.76 it/sec, obj=[8.60715287e-03 1.54983661e+01]]
INFO - 00:09:23: 10%|█ | 1020/10000 [00:01<00:10, 856.14 it/sec, obj=[8.60582973e-03 1.54984588e+01]]
INFO - 00:09:23: 10%|█ | 1021/10000 [00:01<00:10, 856.54 it/sec, obj=[8.60548691e-03 1.54984828e+01]]
INFO - 00:09:23: 10%|█ | 1022/10000 [00:01<00:10, 856.92 it/sec, obj=[8.60539802e-03 1.54984891e+01]]
INFO - 00:09:23: 10%|█ | 1023/10000 [00:01<00:10, 857.30 it/sec, obj=[8.60537496e-03 1.54984907e+01]]
INFO - 00:09:23: 10%|█ | 1024/10000 [00:01<00:10, 857.70 it/sec, obj=[8.60536898e-03 1.54984911e+01]]
INFO - 00:09:23: 10%|█ | 1025/10000 [00:01<00:10, 858.08 it/sec, obj=[8.60536743e-03 1.54984912e+01]]
INFO - 00:09:23: 10%|█ | 1026/10000 [00:01<00:10, 858.47 it/sec, obj=[8.60536702e-03 1.54984912e+01]]
INFO - 00:09:23: 10%|█ | 1027/10000 [00:01<00:10, 858.70 it/sec, obj=[8.71509071e-03 1.54908260e+01]]
INFO - 00:09:23: 10%|█ | 1028/10000 [00:01<00:10, 859.07 it/sec, obj=[8.62175402e-03 1.54973431e+01]]
INFO - 00:09:23: 10%|█ | 1029/10000 [00:01<00:10, 859.44 it/sec, obj=[8.60792871e-03 1.54983117e+01]]
INFO - 00:09:23: 10%|█ | 1030/10000 [00:01<00:10, 859.83 it/sec, obj=[8.60577027e-03 1.54984630e+01]]
INFO - 00:09:23: 10%|█ | 1031/10000 [00:01<00:10, 860.21 it/sec, obj=[8.60543057e-03 1.54984868e+01]]
INFO - 00:09:23: 10%|█ | 1032/10000 [00:01<00:10, 860.59 it/sec, obj=[8.60537704e-03 1.54984905e+01]]
INFO - 00:09:23: 10%|█ | 1033/10000 [00:01<00:10, 860.98 it/sec, obj=[8.60536860e-03 1.54984911e+01]]
INFO - 00:09:23: 10%|█ | 1034/10000 [00:01<00:10, 861.36 it/sec, obj=[8.60536727e-03 1.54984912e+01]]
INFO - 00:09:23: 10%|█ | 1035/10000 [00:01<00:10, 861.76 it/sec, obj=[8.60536706e-03 1.54984912e+01]]
INFO - 00:09:23: 10%|█ | 1036/10000 [00:01<00:10, 862.13 it/sec, obj=[8.60536703e-03 1.54984912e+01]]
INFO - 00:09:23: 10%|█ | 1037/10000 [00:01<00:10, 862.50 it/sec, obj=[8.60536702e-03 1.54984912e+01]]
INFO - 00:09:23: 10%|█ | 1038/10000 [00:01<00:10, 862.71 it/sec, obj=[8.71509071e-03 1.54908260e+01]]
INFO - 00:09:23: 10%|█ | 1039/10000 [00:01<00:10, 863.10 it/sec, obj=[8.61635248e-03 1.54977214e+01]]
INFO - 00:09:23: 10%|█ | 1040/10000 [00:01<00:10, 863.47 it/sec, obj=[8.60652186e-03 1.54984103e+01]]
INFO - 00:09:23: 10%|█ | 1041/10000 [00:01<00:10, 863.84 it/sec, obj=[8.60548903e-03 1.54984827e+01]]
INFO - 00:09:23: 10%|█ | 1042/10000 [00:01<00:10, 864.22 it/sec, obj=[8.60537992e-03 1.54984903e+01]]
INFO - 00:09:23: 10%|█ | 1043/10000 [00:01<00:10, 864.60 it/sec, obj=[8.60536839e-03 1.54984911e+01]]
INFO - 00:09:23: 10%|█ | 1044/10000 [00:01<00:10, 864.99 it/sec, obj=[8.60536717e-03 1.54984912e+01]]
INFO - 00:09:23: 10%|█ | 1045/10000 [00:01<00:10, 865.37 it/sec, obj=[8.60536704e-03 1.54984912e+01]]
INFO - 00:09:23: 10%|█ | 1046/10000 [00:01<00:10, 865.74 it/sec, obj=[8.60536703e-03 1.54984912e+01]]
INFO - 00:09:23: 10%|█ | 1047/10000 [00:01<00:10, 866.13 it/sec, obj=[8.60536702e-03 1.54984912e+01]]
INFO - 00:09:23: 10%|█ | 1048/10000 [00:01<00:10, 866.50 it/sec, obj=[8.60536702e-03 1.54984912e+01]]
INFO - 00:09:23: 10%|█ | 1049/10000 [00:01<00:10, 866.70 it/sec, obj=[8.71509076e-03 1.54908267e+01]]
INFO - 00:09:23: 10%|█ | 1050/10000 [00:01<00:10, 867.08 it/sec, obj=[8.61630673e-03 1.54977247e+01]]
WARNING - 00:09:23: Optimization found no feasible point; the least infeasible point is selected.
INFO - 00:09:23: Optimization result:
INFO - 00:09:23: Optimizer info:
INFO - 00:09:23: Status: None
INFO - 00:09:23: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:23: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:23: Solution:
WARNING - 00:09:23: The solution is not feasible.
INFO - 00:09:23: Objective: -0.040466751751926475
INFO - 00:09:23: Standardized constraints:
INFO - 00:09:23: beta_sub_optim_constraint = [ 0.00013485 -0.01630359]
INFO - 00:09:23: Design space:
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | x | -3.141592653589793 | -3.087316862617205 | 3.141592653589793 | float |
INFO - 00:09:23: | y | -3.141592653589793 | -0.9646691227098176 | 3.141592653589793 | float |
INFO - 00:09:23: | t | -inf | 0.04046675175192647 | inf | float |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
WARNING - 00:09:23: No feasible optimum has been found for phi_beta = [ 1.02020837 16.128569 ]
INFO - 00:09:23: Solving mNBI sub-problem for phi_beta = [ 0.51010419 16.45045339]
INFO - 00:09:23: Optimization problem:
INFO - 00:09:23: minimize -t_extraction
INFO - 00:09:23: with respect to t, x, y
INFO - 00:09:23: subject to constraints:
INFO - 00:09:23: beta_sub_optim_constraint <= 0.0
INFO - 00:09:23: over the design space:
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | x | -3.141592653589793 | -3.087316862617205 | 3.141592653589793 | float |
INFO - 00:09:23: | y | -3.141592653589793 | -0.9646691227098176 | 3.141592653589793 | float |
INFO - 00:09:23: | t | -inf | 0.04046675175192647 | inf | float |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: 11%|█ | 1051/10000 [00:01<00:10, 855.88 it/sec, obj=[2.39861934e-03 1.61472739e+01]]
INFO - 00:09:23: 11%|█ | 1052/10000 [00:01<00:10, 856.02 it/sec, obj=[2.50701749e-03 1.60834102e+01]]
INFO - 00:09:23: 11%|█ | 1053/10000 [00:01<00:10, 856.35 it/sec, obj=[2.20326201e-03 1.61138802e+01]]
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INFO - 00:09:23: 11%|█ | 1055/10000 [00:01<00:10, 856.72 it/sec, obj=[2.10013625e-03 1.61299283e+01]]
INFO - 00:09:23: 11%|█ | 1056/10000 [00:01<00:10, 856.94 it/sec, obj=[2.09955094e-03 1.61299938e+01]]
INFO - 00:09:23: 11%|█ | 1057/10000 [00:01<00:10, 857.18 it/sec, obj=[2.09941809e-03 1.61300086e+01]]
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INFO - 00:09:23: 11%|█ | 1060/10000 [00:01<00:10, 858.30 it/sec, obj=[2.09937941e-03 1.61300130e+01]]
INFO - 00:09:23: 11%|█ | 1061/10000 [00:01<00:10, 858.66 it/sec, obj=[2.09937905e-03 1.61300130e+01]]
INFO - 00:09:23: 11%|█ | 1062/10000 [00:01<00:10, 859.02 it/sec, obj=[2.09937897e-03 1.61300130e+01]]
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INFO - 00:09:23: 11%|█ | 1066/10000 [00:01<00:10, 860.32 it/sec, obj=[2.10013625e-03 1.61299259e+01]]
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INFO - 00:09:23: Optimization result:
INFO - 00:09:23: Optimizer info:
INFO - 00:09:23: Status: None
INFO - 00:09:23: Message: Maximum number of iterations reached. GEMSEO stopped the driver.
INFO - 00:09:23: Number of calls to the objective function by the optimizer: 52
INFO - 00:09:23: Solution:
INFO - 00:09:23: The solution is feasible.
INFO - 00:09:23: Objective: -0.020324141386589323
INFO - 00:09:23: Standardized constraints:
INFO - 00:09:23: beta_sub_optim_constraint = [5.67628278e-10 3.40475537e-05]
INFO - 00:09:23: Design space:
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | Name | Lower bound | Value | Upper bound | Type |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: | x | -3.141592653589793 | -3.041694142116649 | 3.141592653589793 | float |
INFO - 00:09:23: | y | -3.141592653589793 | -0.9809806738509521 | 3.141592653589793 | float |
INFO - 00:09:23: | t | -inf | 0.02032414138658932 | inf | float |
INFO - 00:09:23: +------+--------------------+---------------------+-------------------+-------+
INFO - 00:09:23: Optimization result:
INFO - 00:09:23: Optimizer info:
INFO - 00:09:23: Status: None
INFO - 00:09:23: Message: None
INFO - 00:09:23: Number of calls to the objective function by the optimizer: 1210
INFO - 00:09:23: Solution:
INFO - 00:09:23: Objective: 5.184922387175974
INFO - 00:09:23: Pareto efficient solutions:
INFO - 00:09:23: Pareto optimal points : 244 / 1099
INFO - 00:09:23: Utopia point : [0. 1.0000026]
INFO - 00:09:23: Compromise solution (closest to utopia) : [[1.21779944 5.30885792]]
INFO - 00:09:23: Distance from utopia : 4.477641080897207
INFO - 00:09:23: Objective values:
INFO - 00:09:23: +------+---------+---------+---------+
INFO - 00:09:23: | name | 1 | 2 | 3 |
INFO - 00:09:23: +------+---------+---------+---------+
INFO - 00:09:23: | 1 | 0 | 24.9951 | 1.2178 |
INFO - 00:09:23: | 2 | 16.7723 | 1 | 5.30886 |
INFO - 00:09:23: +------+---------+---------+---------+
INFO - 00:09:23: Design space:
INFO - 00:09:23: +-------+-------------+----+----------+-----------+-------------+-------+
INFO - 00:09:23: | name | lower_bound | 1 | 2 | 3 | upper_bound | type |
INFO - 00:09:23: +-------+-------------+----+----------+-----------+-------------+-------+
INFO - 00:09:23: | x (1) | -3.14159 | -3 | 0.999363 | -3.14159 | 3.14159 | float |
INFO - 00:09:23: | y (1) | -3.14159 | -1 | 2.00003 | 0.0944181 | 3.14159 | float |
INFO - 00:09:23: +-------+-------------+----+----------+-----------+-------------+-------+
Display the Pareto front#
GEMSEO detects the Pareto optimal points and the dominated ones. There is one interesting area that has a hole in the Pareto front. The mNBI algorithm avoids running sub-optimizations in this area which saves computation time.
execute_post(opt_problem, post_name="ParetoFront", save=False, show=True)
<gemseo.post.pareto_front.ParetoFront object at 0x735e4bb2e240>
Total running time of the script: (0 minutes 1.785 seconds)