.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "examples/multi_objective/plot_mnbi_poloni.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        :ref:`Go to the end <sphx_glr_download_examples_multi_objective_plot_mnbi_poloni.py>`
        to download the full example code.

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_examples_multi_objective_plot_mnbi_poloni.py:


Multi-objective Poloni example with the mNBI algorithm
======================================================

In this example,
the modified Normal Boundary Intersection (mNBI) algorithm is used to
solve the :class:`.Poloni` problem :cite:`POLONI2000403`:

.. math::

    \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}

It is an interesting one because its Pareto front is discontinuous.

.. GENERATED FROM PYTHON SOURCE LINES 47-59

.. code-block:: Python


    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()






.. rst-class:: sphx-glr-script-out

 .. code-block:: none


    <RootLogger root (INFO)>



.. GENERATED FROM PYTHON SOURCE LINES 60-66

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.

.. GENERATED FROM PYTHON SOURCE LINES 66-75

.. code-block:: Python

    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)





.. rst-class:: sphx-glr-script-out

 .. code-block:: none

        INFO - 08:35:48: Optimization problem:
        INFO - 08:35:48:    minimize Poloni
        INFO - 08:35:48:    with respect to x, y
        INFO - 08:35:48:    over the design space:
        INFO - 08:35:48:       +------+--------------------+-------+-------------------+-------+
        INFO - 08:35:48:       | Name |    Lower bound     | Value |    Upper bound    | Type  |
        INFO - 08:35:48:       +------+--------------------+-------+-------------------+-------+
        INFO - 08:35:48:       | x    | -3.141592653589793 |   0   | 3.141592653589793 | float |
        INFO - 08:35:48:       | y    | -3.141592653589793 |   0   | 3.141592653589793 | float |
        INFO - 08:35:48:       +------+--------------------+-------+-------------------+-------+
        INFO - 08:35:48: Solving optimization problem with algorithm MNBI:
        INFO - 08:35:48: Searching for the individual optimum of each objective
        INFO - 08:35:48: Optimization problem:
        INFO - 08:35:48:    minimize f_0
        INFO - 08:35:48:    with respect to x, y
        INFO - 08:35:48:    over the design space:
        INFO - 08:35:48:       +------+--------------------+-------+-------------------+-------+
        INFO - 08:35:48:       | Name |    Lower bound     | Value |    Upper bound    | Type  |
        INFO - 08:35:48:       +------+--------------------+-------+-------------------+-------+
        INFO - 08:35:48:       | x    | -3.141592653589793 |   0   | 3.141592653589793 | float |
        INFO - 08:35:48:       | y    | -3.141592653589793 |   0   | 3.141592653589793 | float |
        INFO - 08:35:48:       +------+--------------------+-------+-------------------+-------+
        INFO - 08:35:48: Optimization result:
        INFO - 08:35:48:    Optimizer info:
        INFO - 08:35:48:       Status: 8
        INFO - 08:35:48:       Message: Positive directional derivative for linesearch
        INFO - 08:35:48:       Number of calls to the objective function by the optimizer: 8
        INFO - 08:35:48:    Solution:
        INFO - 08:35:48:       Objective: 0.0
        INFO - 08:35:48:       Design space:
        INFO - 08:35:48:          +------+--------------------+-------+-------------------+-------+
        INFO - 08:35:48:          | Name |    Lower bound     | Value |    Upper bound    | Type  |
        INFO - 08:35:48:          +------+--------------------+-------+-------------------+-------+
        INFO - 08:35:48:          | x    | -3.141592653589793 |   -3  | 3.141592653589793 | float |
        INFO - 08:35:48:          | y    | -3.141592653589793 |   -1  | 3.141592653589793 | float |
        INFO - 08:35:48:          +------+--------------------+-------+-------------------+-------+
        INFO - 08:35:48: Optimization problem:
        INFO - 08:35:48:    minimize f_1
        INFO - 08:35:48:    with respect to x, y
        INFO - 08:35:48:    over the design space:
        INFO - 08:35:48:       +------+--------------------+-------+-------------------+-------+
        INFO - 08:35:48:       | Name |    Lower bound     | Value |    Upper bound    | Type  |
        INFO - 08:35:48:       +------+--------------------+-------+-------------------+-------+
        INFO - 08:35:48:       | x    | -3.141592653589793 |   0   | 3.141592653589793 | float |
        INFO - 08:35:48:       | y    | -3.141592653589793 |   0   | 3.141592653589793 | float |
        INFO - 08:35:48:       +------+--------------------+-------+-------------------+-------+
        INFO - 08:35:48:      1%|          | 51/10000 [00:00<00:13, 751.28 it/sec, obj=[25.01494445  1.00001327]]
        INFO - 08:35:48:      1%|          | 52/10000 [00:00<00:13, 749.73 it/sec, obj=[24.95104823  1.00006976]]
        INFO - 08:35:48:      1%|          | 53/10000 [00:00<00:13, 750.12 it/sec, obj=[25.00269393  1.00000429]]
        INFO - 08:35:48:      1%|          | 54/10000 [00:00<00:13, 749.10 it/sec, obj=[24.95403311  1.00006534]]
        INFO - 08:35:48:      1%|          | 55/10000 [00:00<00:13, 749.91 it/sec, obj=[24.99510507  1.0000026 ]]
        INFO - 08:35:48:      1%|          | 56/10000 [00:00<00:13, 748.88 it/sec, obj=[24.97288879  1.00002348]]
        INFO - 08:35:48: Optimization result:
        INFO - 08:35:48:    Optimizer info:
        INFO - 08:35:48:       Status: None
        INFO - 08:35:48:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:48:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:48:    Solution:
        INFO - 08:35:48:       Objective: 1.0000026017399986
        INFO - 08:35:48:       Design space:
        INFO - 08:35:48:          +------+--------------------+--------------------+-------------------+-------+
        INFO - 08:35:48:          | Name |    Lower bound     |       Value        |    Upper bound    | Type  |
        INFO - 08:35:48:          +------+--------------------+--------------------+-------------------+-------+
        INFO - 08:35:48:          | x    | -3.141592653589793 | 0.9993633584557085 | 3.141592653589793 | float |
        INFO - 08:35:48:          | y    | -3.141592653589793 | 2.000032965344246  | 3.141592653589793 | float |
        INFO - 08:35:48:          +------+--------------------+--------------------+-------------------+-------+
        INFO - 08:35:48: Solving mNBI sub-problem for phi_beta = [24.48500088  1.32188699]
        INFO - 08:35:48: Optimization problem:
        INFO - 08:35:48:    minimize -t_extraction
        INFO - 08:35:48:    with respect to t, x, y
        INFO - 08:35:48:    subject to constraints:
        INFO - 08:35:48:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:48:    over the design space:
        INFO - 08:35:48:       +------+--------------------+-------+-------------------+-------+
        INFO - 08:35:48:       | Name |    Lower bound     | Value |    Upper bound    | Type  |
        INFO - 08:35:48:       +------+--------------------+-------+-------------------+-------+
        INFO - 08:35:48:       | x    | -3.141592653589793 |   0   | 3.141592653589793 | float |
        INFO - 08:35:48:       | y    | -3.141592653589793 |   0   | 3.141592653589793 | float |
        INFO - 08:35:48:       | t    |        -inf        |   0   |        inf        | float |
        INFO - 08:35:48:       +------+--------------------+-------+-------------------+-------+
        INFO - 08:35:48:      1%|          | 57/10000 [00:00<00:14, 694.50 it/sec, obj=[15.98220845  9.55146811]]
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     WARNING - 08:35:48: Optimization found no feasible point; the least infeasible point is selected.
        INFO - 08:35:48: Optimization result:
        INFO - 08:35:48:    Optimizer info:
        INFO - 08:35:48:       Status: None
        INFO - 08:35:48:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:48:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:48:    Solution:
     WARNING - 08:35:48:       The solution is not feasible.
        INFO - 08:35:48:       Objective: 0.1287538299674853
        INFO - 08:35:48:       Standardized constraints:
        INFO - 08:35:48:          beta_sub_optim_constraint = [-22.2413387    0.69654043]
        INFO - 08:35:48:       Design space:
        INFO - 08:35:48:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:48:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:48:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:48:          | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:48:          | y    | -3.141592653589793 |  1.332772858992157  | 3.141592653589793 | float |
        INFO - 08:35:48:          | t    |        -inf        | -0.1287538299674853 |        inf        | float |
        INFO - 08:35:48:          +------+--------------------+---------------------+-------------------+-------+
     WARNING - 08:35:48: No feasible optimum has been found for phi_beta = [24.48500088  1.32188699]
        INFO - 08:35:48: Solving mNBI sub-problem for phi_beta = [23.9748967   1.64377138]
        INFO - 08:35:48: Optimization problem:
        INFO - 08:35:48:    minimize -t_extraction
        INFO - 08:35:48:    with respect to t, x, y
        INFO - 08:35:48:    subject to constraints:
        INFO - 08:35:48:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:48:    over the design space:
        INFO - 08:35:48:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:48:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:48:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:48:       | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:48:       | y    | -3.141592653589793 |  1.332772858992157  | 3.141592653589793 | float |
        INFO - 08:35:48:       | t    |        -inf        | -0.1287538299674853 |        inf        | float |
        INFO - 08:35:48:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:48:      1%|          | 106/10000 [00:00<00:13, 718.44 it/sec, obj=[ 8.26118842 44.00575546]]
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        INFO - 08:35:48:      1%|▏         | 139/10000 [00:00<00:13, 747.56 it/sec, obj=[4.76188264 2.81716358]]
        INFO - 08:35:48:      1%|▏         | 140/10000 [00:00<00:13, 748.61 it/sec, obj=[4.76009188 2.81643762]]
        INFO - 08:35:48:      1%|▏         | 141/10000 [00:00<00:13, 749.66 it/sec, obj=[4.75970103 2.81627911]]
        INFO - 08:35:48:      1%|▏         | 142/10000 [00:00<00:13, 750.57 it/sec, obj=[4.75961571 2.8162445 ]]
        INFO - 08:35:48:      1%|▏         | 143/10000 [00:00<00:13, 751.51 it/sec, obj=[4.75959709 2.81623695]]
        INFO - 08:35:48:      1%|▏         | 144/10000 [00:00<00:13, 752.50 it/sec, obj=[4.75959302 2.8162353 ]]
        INFO - 08:35:48:      1%|▏         | 145/10000 [00:00<00:13, 751.50 it/sec, obj=[24.78315718 15.83056145]]
        INFO - 08:35:48:      1%|▏         | 146/10000 [00:00<00:13, 752.36 it/sec, obj=[5.83696723 3.19557971]]
        INFO - 08:35:48:      1%|▏         | 147/10000 [00:00<00:13, 753.22 it/sec, obj=[4.98241639 2.90315143]]
        INFO - 08:35:48:      1%|▏         | 148/10000 [00:00<00:13, 754.16 it/sec, obj=[4.80778453 2.8356089 ]]
        INFO - 08:35:48:      1%|▏         | 149/10000 [00:00<00:13, 755.01 it/sec, obj=[4.77009207 2.82048532]]
        INFO - 08:35:48:      2%|▏         | 150/10000 [00:00<00:13, 755.89 it/sec, obj=[4.76188387 2.81716405]]
        INFO - 08:35:48:      2%|▏         | 151/10000 [00:00<00:13, 756.81 it/sec, obj=[4.76009304 2.81643809]]
        INFO - 08:35:48:      2%|▏         | 152/10000 [00:00<00:12, 757.64 it/sec, obj=[4.75970217 2.81627957]]
        INFO - 08:35:48:      2%|▏         | 153/10000 [00:00<00:12, 758.51 it/sec, obj=[4.75961685 2.81624496]]
        INFO - 08:35:48:      2%|▏         | 154/10000 [00:00<00:12, 759.34 it/sec, obj=[4.75959822 2.81623741]]
        INFO - 08:35:48: Optimization result:
        INFO - 08:35:48:    Optimizer info:
        INFO - 08:35:48:       Status: None
        INFO - 08:35:48:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:48:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:48:    Solution:
        INFO - 08:35:48:       The solution is feasible.
        INFO - 08:35:48:       Objective: 0.07558728376658524
        INFO - 08:35:48:       Standardized constraints:
        INFO - 08:35:48:          beta_sub_optim_constraint = [-21.17028546  -0.04726609]
        INFO - 08:35:48:       Design space:
        INFO - 08:35:48:          +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:48:          | Name |    Lower bound     |        Value         |    Upper bound    | Type  |
        INFO - 08:35:48:          +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:48:          | x    | -3.141592653589793 |  -2.780389247503046  | 3.141592653589793 | float |
        INFO - 08:35:48:          | y    | -3.141592653589793 |  1.155387309211172   | 3.141592653589793 | float |
        INFO - 08:35:48:          | t    |        -inf        | -0.07558728376658524 |        inf        | float |
        INFO - 08:35:48:          +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:48: Solving mNBI sub-problem for phi_beta = [23.46479251  1.96565578]
        INFO - 08:35:48: Optimization problem:
        INFO - 08:35:48:    minimize -t_extraction
        INFO - 08:35:48:    with respect to t, x, y
        INFO - 08:35:48:    subject to constraints:
        INFO - 08:35:48:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:48:    over the design space:
        INFO - 08:35:48:       +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:48:       | Name |    Lower bound     |        Value         |    Upper bound    | Type  |
        INFO - 08:35:48:       +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:48:       | x    | -3.141592653589793 |  -2.780389247503046  | 3.141592653589793 | float |
        INFO - 08:35:48:       | y    | -3.141592653589793 |  1.155387309211172   | 3.141592653589793 | float |
        INFO - 08:35:48:       | t    |        -inf        | -0.07558728376658524 |        inf        | float |
        INFO - 08:35:48:       +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:48:      2%|▏         | 155/10000 [00:00<00:13, 734.77 it/sec, obj=[17.41207192 10.24348169]]
        INFO - 08:35:48:      2%|▏         | 156/10000 [00:00<00:13, 734.72 it/sec, obj=[6.41645032 4.02617341]]
        INFO - 08:35:48:      2%|▏         | 157/10000 [00:00<00:13, 735.59 it/sec, obj=[5.0793091  3.00828195]]
        INFO - 08:35:48:      2%|▏         | 158/10000 [00:00<00:13, 734.16 it/sec, obj=[18.01518961 11.83180067]]
        INFO - 08:35:48:      2%|▏         | 159/10000 [00:00<00:13, 734.06 it/sec, obj=[6.12094321 3.6615491 ]]
        INFO - 08:35:48:      2%|▏         | 160/10000 [00:00<00:13, 735.01 it/sec, obj=[5.23377261 3.09964047]]
        INFO - 08:35:49:      2%|▏         | 161/10000 [00:00<00:13, 735.81 it/sec, obj=[5.10845431 3.0252821 ]]
        INFO - 08:35:49:      2%|▏         | 162/10000 [00:00<00:13, 735.47 it/sec, obj=[18.02333284 11.85494193]]
        INFO - 08:35:49:      2%|▏         | 163/10000 [00:00<00:13, 736.18 it/sec, obj=[6.14305904 3.67474665]]
        INFO - 08:35:49:      2%|▏         | 164/10000 [00:00<00:13, 736.96 it/sec, obj=[5.25810018 3.11419705]]
        INFO - 08:35:49:      2%|▏         | 165/10000 [00:00<00:13, 737.77 it/sec, obj=[5.13242841 3.03933909]]
        INFO - 08:35:49:      2%|▏         | 166/10000 [00:00<00:13, 738.48 it/sec, obj=[5.11236729 3.02757123]]
        INFO - 08:35:49:      2%|▏         | 167/10000 [00:00<00:13, 739.28 it/sec, obj=[5.10909495 3.02565674]]
        INFO - 08:35:49:      2%|▏         | 168/10000 [00:00<00:13, 740.02 it/sec, obj=[5.10855925 3.02534347]]
        INFO - 08:35:49:      2%|▏         | 169/10000 [00:00<00:13, 740.81 it/sec, obj=[5.1084715  3.02529215]]
        INFO - 08:35:49:      2%|▏         | 170/10000 [00:00<00:13, 741.51 it/sec, obj=[5.10845713 3.02528375]]
        INFO - 08:35:49:      2%|▏         | 171/10000 [00:00<00:13, 742.20 it/sec, obj=[5.10845477 3.02528237]]
        INFO - 08:35:49:      2%|▏         | 172/10000 [00:00<00:13, 742.75 it/sec, obj=[5.10845439 3.02528215]]
        INFO - 08:35:49:      2%|▏         | 173/10000 [00:00<00:13, 742.03 it/sec, obj=[18.02388311 11.85650641]]
        INFO - 08:35:49:      2%|▏         | 174/10000 [00:00<00:13, 742.69 it/sec, obj=[6.1422146  3.67412033]]
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        INFO - 08:35:49:      2%|▏         | 180/10000 [00:00<00:13, 746.01 it/sec, obj=[5.1084715  3.02529215]]
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        INFO - 08:35:49:      2%|▏         | 185/10000 [00:00<00:13, 745.96 it/sec, obj=[6.14200438 3.6739802 ]]
        INFO - 08:35:49:      2%|▏         | 186/10000 [00:00<00:13, 746.56 it/sec, obj=[5.25784395 3.11403568]]
        INFO - 08:35:49:      2%|▏         | 187/10000 [00:00<00:13, 747.14 it/sec, obj=[5.13236875 3.03930306]]
        INFO - 08:35:49:      2%|▏         | 188/10000 [00:00<00:13, 747.82 it/sec, obj=[5.1123545  3.02756359]]
        INFO - 08:35:49:      2%|▏         | 189/10000 [00:00<00:13, 748.43 it/sec, obj=[5.10909246 3.02565526]]
        INFO - 08:35:49:      2%|▏         | 190/10000 [00:00<00:13, 749.10 it/sec, obj=[5.10855888 3.02534325]]
        INFO - 08:35:49:      2%|▏         | 191/10000 [00:00<00:13, 749.71 it/sec, obj=[5.10847155 3.02529218]]
        INFO - 08:35:49:      2%|▏         | 192/10000 [00:00<00:13, 750.38 it/sec, obj=[5.10845726 3.02528383]]
        INFO - 08:35:49:      2%|▏         | 193/10000 [00:00<00:13, 751.05 it/sec, obj=[5.10845492 3.02528246]]
        INFO - 08:35:49:      2%|▏         | 194/10000 [00:00<00:13, 751.69 it/sec, obj=[5.10845454 3.02528223]]
        INFO - 08:35:49:      2%|▏         | 195/10000 [00:00<00:13, 751.28 it/sec, obj=[18.02214894 11.85421979]]
        INFO - 08:35:49:      2%|▏         | 196/10000 [00:00<00:13, 751.92 it/sec, obj=[6.14198556 3.67396783]]
        INFO - 08:35:49:      2%|▏         | 197/10000 [00:00<00:13, 752.63 it/sec, obj=[5.25783548 3.11403056]]
        INFO - 08:35:49:      2%|▏         | 198/10000 [00:00<00:13, 753.19 it/sec, obj=[5.13236652 3.03930175]]
        INFO - 08:35:49:      2%|▏         | 199/10000 [00:00<00:13, 753.82 it/sec, obj=[5.11235404 3.02756332]]
        INFO - 08:35:49:      2%|▏         | 200/10000 [00:00<00:12, 754.44 it/sec, obj=[5.10909242 3.02565523]]
        INFO - 08:35:49:      2%|▏         | 201/10000 [00:00<00:12, 755.03 it/sec, obj=[5.10855894 3.02534328]]
        INFO - 08:35:49:      2%|▏         | 202/10000 [00:00<00:12, 755.62 it/sec, obj=[5.10847163 3.02529222]]
        INFO - 08:35:49:      2%|▏         | 203/10000 [00:00<00:12, 756.29 it/sec, obj=[5.10845733 3.02528387]]
        INFO - 08:35:49: Optimization result:
        INFO - 08:35:49:    Optimizer info:
        INFO - 08:35:49:       Status: None
        INFO - 08:35:49:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:49:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:49:    Solution:
        INFO - 08:35:49:       The solution is feasible.
        INFO - 08:35:49:       Objective: 0.0673616171539137
        INFO - 08:35:49:       Standardized constraints:
        INFO - 08:35:49:          beta_sub_optim_constraint = [-2.00691941e+01 -1.98238320e-02]
        INFO - 08:35:49:       Design space:
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:          | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:          | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49: Solving mNBI sub-problem for phi_beta = [22.95468833  2.28754017]
        INFO - 08:35:49: Optimization problem:
        INFO - 08:35:49:    minimize -t_extraction
        INFO - 08:35:49:    with respect to t, x, y
        INFO - 08:35:49:    subject to constraints:
        INFO - 08:35:49:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:49:    over the design space:
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:       | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:       | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:      2%|▏         | 204/10000 [00:00<00:13, 735.65 it/sec, obj=[20.29234658 17.24583245]]
        INFO - 08:35:49:      2%|▏         | 205/10000 [00:00<00:13, 735.45 it/sec, obj=[6.41146987 3.58911351]]
        INFO - 08:35:49:      2%|▏         | 206/10000 [00:00<00:13, 736.12 it/sec, obj=[5.62767493 3.26263236]]
        INFO - 08:35:49:      2%|▏         | 207/10000 [00:00<00:13, 735.82 it/sec, obj=[30.91672108  1.63422626]]
        INFO - 08:35:49:      2%|▏         | 208/10000 [00:00<00:13, 736.40 it/sec, obj=[13.60760165  8.31881893]]
        INFO - 08:35:49:      2%|▏         | 209/10000 [00:00<00:13, 737.05 it/sec, obj=[7.19772115 3.73274512]]
        INFO - 08:35:49:      2%|▏         | 210/10000 [00:00<00:13, 737.69 it/sec, obj=[6.35416378 3.36500282]]
        INFO - 08:35:49:      2%|▏         | 211/10000 [00:00<00:13, 737.40 it/sec, obj=[19.28076356 15.27380978]]
        INFO - 08:35:49:      2%|▏         | 212/10000 [00:00<00:13, 738.00 it/sec, obj=[7.6249889  3.86216354]]
        INFO - 08:35:49:      2%|▏         | 213/10000 [00:00<00:13, 738.70 it/sec, obj=[6.69217925 3.49073283]]
        INFO - 08:35:49:      2%|▏         | 214/10000 [00:00<00:13, 739.29 it/sec, obj=[6.45061224 3.40027039]]
        INFO - 08:35:49:      2%|▏         | 215/10000 [00:00<00:13, 739.85 it/sec, obj=[6.3822566  3.37522136]]
        INFO - 08:35:49:      2%|▏         | 216/10000 [00:00<00:13, 740.47 it/sec, obj=[6.36239621 3.3679926 ]]
        INFO - 08:35:49:      2%|▏         | 217/10000 [00:00<00:13, 741.07 it/sec, obj=[6.35658055 3.36588011]]
        INFO - 08:35:49:      2%|▏         | 218/10000 [00:00<00:13, 741.71 it/sec, obj=[6.35487363 3.36526046]]
        INFO - 08:35:49:      2%|▏         | 219/10000 [00:00<00:13, 742.23 it/sec, obj=[6.35437231 3.3650785 ]]
        INFO - 08:35:49:      2%|▏         | 220/10000 [00:00<00:13, 742.85 it/sec, obj=[6.35422504 3.36502505]]
        INFO - 08:35:49:      2%|▏         | 221/10000 [00:00<00:13, 743.44 it/sec, obj=[6.35418178 3.36500935]]
        INFO - 08:35:49:      2%|▏         | 222/10000 [00:00<00:13, 743.08 it/sec, obj=[19.52227531 15.82586565]]
        INFO - 08:35:49:      2%|▏         | 223/10000 [00:00<00:13, 743.68 it/sec, obj=[7.43337011 3.77550161]]
        INFO - 08:35:49:      2%|▏         | 224/10000 [00:00<00:13, 744.27 it/sec, obj=[6.61012592 3.45860329]]
        INFO - 08:35:49:      2%|▏         | 225/10000 [00:00<00:13, 744.83 it/sec, obj=[6.41872298 3.38834692]]
        INFO - 08:35:49:      2%|▏         | 226/10000 [00:00<00:13, 745.37 it/sec, obj=[6.37071383 3.37096932]]
        INFO - 08:35:49:      2%|▏         | 227/10000 [00:00<00:13, 746.01 it/sec, obj=[6.35843353 3.36654096]]
        INFO - 08:35:49:      2%|▏         | 228/10000 [00:00<00:13, 746.54 it/sec, obj=[6.35527639 3.36540358]]
        INFO - 08:35:49:      2%|▏         | 229/10000 [00:00<00:13, 747.06 it/sec, obj=[6.35446366 3.36511087]]
        INFO - 08:35:49:      2%|▏         | 230/10000 [00:00<00:13, 747.62 it/sec, obj=[6.35425438 3.3650355 ]]
        INFO - 08:35:49:      2%|▏         | 231/10000 [00:00<00:13, 748.08 it/sec, obj=[6.35420048 3.36501609]]
        INFO - 08:35:49:      2%|▏         | 232/10000 [00:00<00:13, 748.68 it/sec, obj=[6.3541866  3.36501109]]
        INFO - 08:35:49:      2%|▏         | 233/10000 [00:00<00:13, 748.25 it/sec, obj=[19.53527891 15.8542317 ]]
        INFO - 08:35:49:      2%|▏         | 234/10000 [00:00<00:13, 748.81 it/sec, obj=[7.42416126 3.7714547 ]]
        INFO - 08:35:49:      2%|▏         | 235/10000 [00:00<00:13, 749.42 it/sec, obj=[6.60627501 3.45712153]]
        INFO - 08:35:49:      2%|▏         | 236/10000 [00:00<00:13, 749.92 it/sec, obj=[6.41730966 3.38782359]]
        INFO - 08:35:49:      2%|▏         | 237/10000 [00:00<00:13, 750.47 it/sec, obj=[6.37023829 3.3707953 ]]
        INFO - 08:35:49:      2%|▏         | 238/10000 [00:00<00:12, 751.02 it/sec, obj=[6.35828454 3.36648667]]
        INFO - 08:35:49:      2%|▏         | 239/10000 [00:00<00:12, 751.52 it/sec, obj=[6.35523384 3.36538811]]
        INFO - 08:35:49:      2%|▏         | 240/10000 [00:00<00:12, 752.01 it/sec, obj=[6.35445429 3.36510746]]
        INFO - 08:35:49:      2%|▏         | 241/10000 [00:00<00:12, 752.60 it/sec, obj=[6.35425503 3.36503572]]
        INFO - 08:35:49:      2%|▏         | 242/10000 [00:00<00:12, 753.13 it/sec, obj=[6.35420409 3.36501738]]
        INFO - 08:35:49:      2%|▏         | 243/10000 [00:00<00:12, 753.61 it/sec, obj=[6.35419107 3.3650127 ]]
        INFO - 08:35:49:      2%|▏         | 244/10000 [00:00<00:12, 753.29 it/sec, obj=[19.53680798 15.85755783]]
        INFO - 08:35:49:      2%|▏         | 245/10000 [00:00<00:12, 753.78 it/sec, obj=[7.42238684 3.77070542]]
        INFO - 08:35:49:      2%|▏         | 246/10000 [00:00<00:12, 754.26 it/sec, obj=[6.60547717 3.45681968]]
        INFO - 08:35:49:      2%|▏         | 247/10000 [00:00<00:12, 754.73 it/sec, obj=[6.4170133  3.38771487]]
        INFO - 08:35:49:      2%|▏         | 248/10000 [00:00<00:12, 755.25 it/sec, obj=[6.37014021 3.37075964]]
        INFO - 08:35:49:      2%|▏         | 249/10000 [00:00<00:12, 755.72 it/sec, obj=[6.35825613 3.36647637]]
        INFO - 08:35:49:      2%|▎         | 250/10000 [00:00<00:12, 756.16 it/sec, obj=[6.35522819 3.36538605]]
        INFO - 08:35:49:      3%|▎         | 251/10000 [00:00<00:12, 756.64 it/sec, obj=[6.35445574 3.36510797]]
        INFO - 08:35:49:      3%|▎         | 252/10000 [00:00<00:12, 757.13 it/sec, obj=[6.35425862 3.36503701]]
        INFO - 08:35:49: Optimization result:
        INFO - 08:35:49:    Optimizer info:
        INFO - 08:35:49:       Status: None
        INFO - 08:35:49:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:49:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:49:    Solution:
        INFO - 08:35:49:       The solution is feasible.
        INFO - 08:35:49:       Objective: 0.0673616171539137
        INFO - 08:35:49:       Standardized constraints:
        INFO - 08:35:49:          beta_sub_optim_constraint = [-19.55908992  -0.34170822]
        INFO - 08:35:49:       Design space:
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:          | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:          | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49: Solving mNBI sub-problem for phi_beta = [22.44458414  2.60942456]
        INFO - 08:35:49: Optimization problem:
        INFO - 08:35:49:    minimize -t_extraction
        INFO - 08:35:49:    with respect to t, x, y
        INFO - 08:35:49:    subject to constraints:
        INFO - 08:35:49:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:49:    over the design space:
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:       | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:       | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:      3%|▎         | 253/10000 [00:00<00:13, 739.34 it/sec, obj=[20.1627419  17.04505875]]
        INFO - 08:35:49:      3%|▎         | 254/10000 [00:00<00:13, 739.21 it/sec, obj=[6.58466099 3.66654996]]
        INFO - 08:35:49:      3%|▎         | 255/10000 [00:00<00:13, 738.97 it/sec, obj=[25.62308386  1.42977727]]
        INFO - 08:35:49:      3%|▎         | 256/10000 [00:00<00:13, 738.68 it/sec, obj=[26.99698406  6.25589586]]
        INFO - 08:35:49:      3%|▎         | 257/10000 [00:00<00:13, 739.18 it/sec, obj=[20.63888352  5.76348791]]
        INFO - 08:35:49:      3%|▎         | 258/10000 [00:00<00:13, 739.64 it/sec, obj=[22.25329092  1.44188823]]
        INFO - 08:35:49:      3%|▎         | 259/10000 [00:00<00:13, 739.37 it/sec, obj=[21.14353154  1.99257095]]
        INFO - 08:35:49:      3%|▎         | 260/10000 [00:00<00:13, 739.13 it/sec, obj=[21.12485331  2.68321937]]
        INFO - 08:35:49:      3%|▎         | 261/10000 [00:00<00:13, 739.63 it/sec, obj=[21.11139755  2.08104482]]
        INFO - 08:35:49:      3%|▎         | 262/10000 [00:00<00:13, 740.06 it/sec, obj=[21.13535186  2.01107045]]
        INFO - 08:35:49:      3%|▎         | 263/10000 [00:00<00:13, 740.53 it/sec, obj=[21.14157565  1.99681529]]
        INFO - 08:35:49:      3%|▎         | 264/10000 [00:00<00:13, 741.08 it/sec, obj=[21.14306884  1.99356552]]
        INFO - 08:35:49:      3%|▎         | 265/10000 [00:00<00:13, 741.59 it/sec, obj=[21.14342234  1.99280516]]
        INFO - 08:35:49:      3%|▎         | 266/10000 [00:00<00:13, 742.05 it/sec, obj=[21.14350578  1.99262617]]
        INFO - 08:35:49:      3%|▎         | 267/10000 [00:00<00:13, 742.47 it/sec, obj=[21.14352547  1.99258397]]
        INFO - 08:35:49:      3%|▎         | 268/10000 [00:00<00:13, 742.95 it/sec, obj=[21.14353011  1.99257402]]
        INFO - 08:35:49:      3%|▎         | 269/10000 [00:00<00:13, 743.48 it/sec, obj=[21.1435312   1.99257167]]
        INFO - 08:35:49:      3%|▎         | 270/10000 [00:00<00:13, 743.88 it/sec, obj=[21.14353146  1.99257112]]
        INFO - 08:35:49:      3%|▎         | 271/10000 [00:00<00:13, 743.67 it/sec, obj=[21.13344098  2.4610904 ]]
        INFO - 08:35:49:      3%|▎         | 272/10000 [00:00<00:13, 744.15 it/sec, obj=[21.12134737  2.06901287]]
        INFO - 08:35:49:      3%|▎         | 273/10000 [00:00<00:13, 744.55 it/sec, obj=[21.13694678  2.01083631]]
        INFO - 08:35:49:      3%|▎         | 274/10000 [00:00<00:13, 745.02 it/sec, obj=[21.14172927  1.9973228 ]]
        INFO - 08:35:49:      3%|▎         | 275/10000 [00:00<00:13, 745.44 it/sec, obj=[21.14304587  1.9938347 ]]
        INFO - 08:35:49:      3%|▎         | 276/10000 [00:00<00:13, 745.81 it/sec, obj=[21.14340112  1.9929091 ]]
        INFO - 08:35:49:      3%|▎         | 277/10000 [00:00<00:13, 746.22 it/sec, obj=[21.14349651  1.99266166]]
        INFO - 08:35:49:      3%|▎         | 278/10000 [00:00<00:13, 746.73 it/sec, obj=[21.14352209  1.99259538]]
        INFO - 08:35:49:      3%|▎         | 279/10000 [00:00<00:13, 747.16 it/sec, obj=[21.14352895  1.99257762]]
        INFO - 08:35:49:      3%|▎         | 280/10000 [00:00<00:13, 747.56 it/sec, obj=[21.14353079  1.99257286]]
        INFO - 08:35:49:      3%|▎         | 281/10000 [00:00<00:12, 748.00 it/sec, obj=[21.14353128  1.99257159]]
        INFO - 08:35:49:      3%|▎         | 282/10000 [00:00<00:12, 747.74 it/sec, obj=[21.13346043  2.46087866]]
        INFO - 08:35:49:      3%|▎         | 283/10000 [00:00<00:12, 748.15 it/sec, obj=[21.12073732  2.07204531]]
        INFO - 08:35:49:      3%|▎         | 284/10000 [00:00<00:12, 748.58 it/sec, obj=[21.13644736  2.01233885]]
        INFO - 08:35:49:      3%|▎         | 285/10000 [00:00<00:12, 748.99 it/sec, obj=[21.14150063  1.99793973]]
        INFO - 08:35:49:      3%|▎         | 286/10000 [00:00<00:12, 749.47 it/sec, obj=[21.14295833  1.99406421]]
        INFO - 08:35:49:      3%|▎         | 287/10000 [00:00<00:12, 749.83 it/sec, obj=[21.14337027  1.99298934]]
        INFO - 08:35:49:      3%|▎         | 288/10000 [00:00<00:12, 750.27 it/sec, obj=[21.14348608  1.99268872]]
        INFO - 08:35:49:      3%|▎         | 289/10000 [00:00<00:12, 750.70 it/sec, obj=[21.1435186   1.99260445]]
        INFO - 08:35:49:      3%|▎         | 290/10000 [00:00<00:12, 751.11 it/sec, obj=[21.14352772  1.99258081]]
        INFO - 08:35:49:      3%|▎         | 291/10000 [00:00<00:12, 751.51 it/sec, obj=[21.14353028  1.99257417]]
        INFO - 08:35:49:      3%|▎         | 292/10000 [00:00<00:12, 751.98 it/sec, obj=[21.143531    1.99257231]]
        INFO - 08:35:49:      3%|▎         | 293/10000 [00:00<00:12, 751.72 it/sec, obj=[21.13368958  2.45831658]]
        INFO - 08:35:49:      3%|▎         | 294/10000 [00:00<00:12, 752.08 it/sec, obj=[21.12055039  2.07356895]]
        INFO - 08:35:49:      3%|▎         | 295/10000 [00:00<00:12, 752.52 it/sec, obj=[21.13619104  2.01320109]]
        INFO - 08:35:49:      3%|▎         | 296/10000 [00:00<00:12, 752.93 it/sec, obj=[21.14136892  1.99831703]]
        INFO - 08:35:49:      3%|▎         | 297/10000 [00:00<00:12, 753.31 it/sec, obj=[21.14290425  1.99421189]]
        INFO - 08:35:49:      3%|▎         | 298/10000 [00:00<00:12, 753.70 it/sec, obj=[21.14335007  1.99304354]]
        INFO - 08:35:49:      3%|▎         | 299/10000 [00:00<00:12, 754.12 it/sec, obj=[21.14347883  1.99270802]]
        INFO - 08:35:49:      3%|▎         | 300/10000 [00:00<00:12, 754.55 it/sec, obj=[21.14351596  1.99261142]]
        INFO - 08:35:49:      3%|▎         | 301/10000 [00:00<00:12, 754.90 it/sec, obj=[21.14352667  1.99258358]]
        INFO - 08:35:49: Optimization result:
        INFO - 08:35:49:    Optimizer info:
        INFO - 08:35:49:       Status: None
        INFO - 08:35:49:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:49:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:49:    Solution:
        INFO - 08:35:49:       The solution is feasible.
        INFO - 08:35:49:       Objective: 0.0673616171539137
        INFO - 08:35:49:       Standardized constraints:
        INFO - 08:35:49:          beta_sub_optim_constraint = [-19.04898574  -0.66359261]
        INFO - 08:35:49:       Design space:
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:          | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:          | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49: Solving mNBI sub-problem for phi_beta = [21.93447996  2.93130895]
        INFO - 08:35:49: Optimization problem:
        INFO - 08:35:49:    minimize -t_extraction
        INFO - 08:35:49:    with respect to t, x, y
        INFO - 08:35:49:    subject to constraints:
        INFO - 08:35:49:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:49:    over the design space:
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:       | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:       | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:      3%|▎         | 302/10000 [00:00<00:13, 739.23 it/sec, obj=[20.03586903 16.83324868]]
        INFO - 08:35:49:      3%|▎         | 303/10000 [00:00<00:13, 739.10 it/sec, obj=[6.77377035 3.75167734]]
        INFO - 08:35:49:      3%|▎         | 304/10000 [00:00<00:13, 738.87 it/sec, obj=[24.0579497   1.56394686]]
        INFO - 08:35:49:      3%|▎         | 305/10000 [00:00<00:13, 738.65 it/sec, obj=[21.97179135 12.59294787]]
        INFO - 08:35:49:      3%|▎         | 306/10000 [00:00<00:13, 739.05 it/sec, obj=[19.90814462  4.03115301]]
        INFO - 08:35:49:      3%|▎         | 307/10000 [00:00<00:13, 739.41 it/sec, obj=[21.3481139   1.80531948]]
        INFO - 08:35:49:      3%|▎         | 308/10000 [00:00<00:13, 739.18 it/sec, obj=[20.37918946  2.78046007]]
        INFO - 08:35:49:      3%|▎         | 309/10000 [00:00<00:13, 738.95 it/sec, obj=[20.95162698  2.70576215]]
        INFO - 08:35:49:      3%|▎         | 310/10000 [00:00<00:13, 739.35 it/sec, obj=[20.59008943  2.74739699]]
        INFO - 08:35:49:      3%|▎         | 311/10000 [00:00<00:13, 739.82 it/sec, obj=[20.46478173  2.76604852]]
        INFO - 08:35:49:      3%|▎         | 312/10000 [00:00<00:13, 740.25 it/sec, obj=[20.41528654  2.77419901]]
        INFO - 08:35:49:      3%|▎         | 313/10000 [00:00<00:13, 740.62 it/sec, obj=[20.39465935  2.77774263]]
        INFO - 08:35:49:      3%|▎         | 314/10000 [00:00<00:13, 741.04 it/sec, obj=[20.38586494  2.77928105]]
        INFO - 08:35:49:      3%|▎         | 315/10000 [00:00<00:13, 741.45 it/sec, obj=[20.38207856  2.7799486 ]]
        INFO - 08:35:49:      3%|▎         | 316/10000 [00:00<00:13, 741.84 it/sec, obj=[20.38044144  2.7802382 ]]
        INFO - 08:35:49:      3%|▎         | 317/10000 [00:00<00:13, 742.23 it/sec, obj=[20.3797323   2.78036383]]
        INFO - 08:35:49:      3%|▎         | 318/10000 [00:00<00:13, 742.66 it/sec, obj=[20.37942488  2.78041833]]
        INFO - 08:35:49:      3%|▎         | 319/10000 [00:00<00:13, 743.06 it/sec, obj=[20.37929157  2.78044197]]
        INFO - 08:35:49:      3%|▎         | 320/10000 [00:00<00:13, 742.80 it/sec, obj=[20.94878737  2.55962614]]
        INFO - 08:35:49:      3%|▎         | 321/10000 [00:00<00:13, 743.20 it/sec, obj=[20.60588735  2.68707456]]
        INFO - 08:35:49:      3%|▎         | 322/10000 [00:00<00:13, 743.59 it/sec, obj=[20.47686369  2.73925238]]
        INFO - 08:35:49:      3%|▎         | 323/10000 [00:00<00:13, 743.97 it/sec, obj=[20.42268296  2.76193262]]
        INFO - 08:35:49:      3%|▎         | 324/10000 [00:00<00:12, 744.35 it/sec, obj=[20.39886052  2.77205574]]
        INFO - 08:35:49:      3%|▎         | 325/10000 [00:00<00:12, 744.75 it/sec, obj=[20.38817229  2.7766282 ]]
        INFO - 08:35:49:      3%|▎         | 326/10000 [00:00<00:12, 745.11 it/sec, obj=[20.3833332   2.77870467]]
        INFO - 08:35:49:      3%|▎         | 327/10000 [00:00<00:12, 745.44 it/sec, obj=[20.38113328  2.77964996]]
        INFO - 08:35:49:      3%|▎         | 328/10000 [00:00<00:12, 745.81 it/sec, obj=[20.3801313   2.78008078]]
        INFO - 08:35:49:      3%|▎         | 329/10000 [00:00<00:12, 746.15 it/sec, obj=[20.37967455  2.78027722]]
        INFO - 08:35:49:      3%|▎         | 330/10000 [00:00<00:12, 746.50 it/sec, obj=[20.37946626  2.78036682]]
        INFO - 08:35:49:      3%|▎         | 331/10000 [00:00<00:12, 746.28 it/sec, obj=[20.94954039  2.52878734]]
        INFO - 08:35:49:      3%|▎         | 332/10000 [00:00<00:12, 746.65 it/sec, obj=[20.56170384  2.69485167]]
        INFO - 08:35:49:      3%|▎         | 333/10000 [00:00<00:12, 747.07 it/sec, obj=[20.44366028  2.74965218]]
        INFO - 08:35:49:      3%|▎         | 334/10000 [00:00<00:12, 747.40 it/sec, obj=[20.40281492  2.76911882]]
        INFO - 08:35:49:      3%|▎         | 335/10000 [00:00<00:12, 747.78 it/sec, obj=[20.38805592  2.77621857]]
        INFO - 08:35:49:      3%|▎         | 336/10000 [00:00<00:12, 748.13 it/sec, obj=[20.38263944  2.77883298]]
        INFO - 08:35:49:      3%|▎         | 337/10000 [00:00<00:12, 748.48 it/sec, obj=[20.38064029  2.77979913]]
        INFO - 08:35:49:      3%|▎         | 338/10000 [00:00<00:12, 748.72 it/sec, obj=[20.37990088  2.78015664]]
        INFO - 08:35:49:      3%|▎         | 339/10000 [00:00<00:12, 749.09 it/sec, obj=[20.37962719  2.78028899]]
        INFO - 08:35:49:      3%|▎         | 340/10000 [00:00<00:12, 749.46 it/sec, obj=[20.37952585  2.780338  ]]
        INFO - 08:35:49:      3%|▎         | 341/10000 [00:00<00:12, 749.79 it/sec, obj=[20.37948833  2.78035615]]
        INFO - 08:35:49:      3%|▎         | 342/10000 [00:00<00:12, 749.58 it/sec, obj=[20.94981091  2.52073244]]
        INFO - 08:35:49:      3%|▎         | 343/10000 [00:00<00:12, 749.94 it/sec, obj=[20.52538361  2.70943885]]
        INFO - 08:35:49:      3%|▎         | 344/10000 [00:00<00:12, 750.28 it/sec, obj=[20.42120846  2.7597353 ]]
        INFO - 08:35:49:      3%|▎         | 345/10000 [00:00<00:12, 750.63 it/sec, obj=[20.39177904  2.77425226]]
        INFO - 08:35:49:      3%|▎         | 346/10000 [00:00<00:12, 750.98 it/sec, obj=[20.38314045  2.77853987]]
        INFO - 08:35:49:      3%|▎         | 347/10000 [00:00<00:12, 751.39 it/sec, obj=[20.3805763   2.77981485]]
        INFO - 08:35:49:      3%|▎         | 348/10000 [00:00<00:12, 751.69 it/sec, obj=[20.37981268  2.78019475]]
        INFO - 08:35:49:      3%|▎         | 349/10000 [00:00<00:12, 752.07 it/sec, obj=[20.37958505  2.78030802]]
        INFO - 08:35:49:      4%|▎         | 350/10000 [00:00<00:12, 752.43 it/sec, obj=[20.37951717  2.78034179]]
        INFO - 08:35:49: Optimization result:
        INFO - 08:35:49:    Optimizer info:
        INFO - 08:35:49:       Status: None
        INFO - 08:35:49:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:49:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:49:    Solution:
        INFO - 08:35:49:       The solution is feasible.
        INFO - 08:35:49:       Objective: 0.0673616171539137
        INFO - 08:35:49:       Standardized constraints:
        INFO - 08:35:49:          beta_sub_optim_constraint = [-18.53888155  -0.98547701]
        INFO - 08:35:49:       Design space:
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:          | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:          | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49: Solving mNBI sub-problem for phi_beta = [21.42437577  3.25319334]
        INFO - 08:35:49: Optimization problem:
        INFO - 08:35:49:    minimize -t_extraction
        INFO - 08:35:49:    with respect to t, x, y
        INFO - 08:35:49:    subject to constraints:
        INFO - 08:35:49:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:49:    over the design space:
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:       | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:       | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:      4%|▎         | 351/10000 [00:00<00:13, 738.34 it/sec, obj=[19.91172795 16.61153226]]
        INFO - 08:35:49:      4%|▎         | 352/10000 [00:00<00:13, 738.24 it/sec, obj=[6.98077525 3.8455079 ]]
        INFO - 08:35:49:      4%|▎         | 353/10000 [00:00<00:13, 738.04 it/sec, obj=[22.60872994  1.88395045]]
        INFO - 08:35:49:      4%|▎         | 354/10000 [00:00<00:13, 737.86 it/sec, obj=[17.72520898 19.01797333]]
        INFO - 08:35:49:      4%|▎         | 355/10000 [00:00<00:13, 738.18 it/sec, obj=[20.20337981  2.56043744]]
        INFO - 08:35:49:      4%|▎         | 356/10000 [00:00<00:13, 737.99 it/sec, obj=[19.8190467   3.74857433]]
        INFO - 08:35:49:      4%|▎         | 357/10000 [00:00<00:13, 737.83 it/sec, obj=[20.78329584  3.03570013]]
        INFO - 08:35:49:      4%|▎         | 358/10000 [00:00<00:13, 737.52 it/sec, obj=[20.82836003  2.3880134 ]]
        INFO - 08:35:49:      4%|▎         | 359/10000 [00:00<00:13, 737.29 it/sec, obj=[20.42768636  2.84326653]]
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        INFO - 08:35:49:      4%|▎         | 361/10000 [00:00<00:13, 737.48 it/sec, obj=[20.44168751  2.84923489]]
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        INFO - 08:35:49:      4%|▍         | 394/10000 [00:00<00:12, 746.95 it/sec, obj=[20.4422548   2.84012792]]
        INFO - 08:35:49:      4%|▍         | 395/10000 [00:00<00:12, 747.27 it/sec, obj=[20.42914043  2.84295173]]
        INFO - 08:35:49:      4%|▍         | 396/10000 [00:00<00:12, 747.63 it/sec, obj=[20.42783174  2.84323504]]
        INFO - 08:35:49:      4%|▍         | 397/10000 [00:00<00:12, 747.89 it/sec, obj=[20.4277009   2.84326338]]
        INFO - 08:35:49:      4%|▍         | 398/10000 [00:00<00:12, 748.21 it/sec, obj=[20.42768782  2.84326622]]
        INFO - 08:35:49:      4%|▍         | 399/10000 [00:00<00:12, 748.52 it/sec, obj=[20.42768651  2.8432665 ]]
        INFO - 08:35:49: Optimization result:
        INFO - 08:35:49:    Optimizer info:
        INFO - 08:35:49:       Status: None
        INFO - 08:35:49:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:49:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:49:    Solution:
        INFO - 08:35:49:       The solution is feasible.
        INFO - 08:35:49:       Objective: 0.0673616171539137
        INFO - 08:35:49:       Standardized constraints:
        INFO - 08:35:49:          beta_sub_optim_constraint = [-18.02877737  -1.3073614 ]
        INFO - 08:35:49:       Design space:
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:          | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:          | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49: Solving mNBI sub-problem for phi_beta = [20.91427159  3.57507773]
        INFO - 08:35:49: Optimization problem:
        INFO - 08:35:49:    minimize -t_extraction
        INFO - 08:35:49:    with respect to t, x, y
        INFO - 08:35:49:    subject to constraints:
        INFO - 08:35:49:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:49:    over the design space:
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:       | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:       | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:      4%|▍         | 400/10000 [00:00<00:13, 735.61 it/sec, obj=[19.51597421 15.85147167]]
        INFO - 08:35:49:      4%|▍         | 401/10000 [00:00<00:13, 735.49 it/sec, obj=[7.22876514 3.94366483]]
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        INFO - 08:35:49:      4%|▍         | 442/10000 [00:00<00:12, 742.28 it/sec, obj=[20.17875988  3.12015204]]
        INFO - 08:35:49:      4%|▍         | 443/10000 [00:00<00:12, 742.13 it/sec, obj=[20.18445205  3.1444096 ]]
        INFO - 08:35:49:      4%|▍         | 444/10000 [00:00<00:12, 742.41 it/sec, obj=[20.17931266  3.12256061]]
        INFO - 08:35:49:      4%|▍         | 445/10000 [00:00<00:12, 742.68 it/sec, obj=[20.17881499  3.12039272]]
        INFO - 08:35:49:      4%|▍         | 446/10000 [00:00<00:12, 743.00 it/sec, obj=[20.17876539  3.12017611]]
        INFO - 08:35:49:      4%|▍         | 447/10000 [00:00<00:12, 743.28 it/sec, obj=[20.17876043  3.12015445]]
        INFO - 08:35:49:      4%|▍         | 448/10000 [00:00<00:12, 743.53 it/sec, obj=[20.17875993  3.12015228]]
        INFO - 08:35:49: Optimization result:
        INFO - 08:35:49:    Optimizer info:
        INFO - 08:35:49:       Status: None
        INFO - 08:35:49:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:49:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:49:    Solution:
        INFO - 08:35:49:       The solution is feasible.
        INFO - 08:35:49:       Objective: 0.0673616171539137
        INFO - 08:35:49:       Standardized constraints:
        INFO - 08:35:49:          beta_sub_optim_constraint = [-17.51867318  -1.62924579]
        INFO - 08:35:49:       Design space:
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:          | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:          | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49: Solving mNBI sub-problem for phi_beta = [20.4041674   3.89696212]
        INFO - 08:35:49: Optimization problem:
        INFO - 08:35:49:    minimize -t_extraction
        INFO - 08:35:49:    with respect to t, x, y
        INFO - 08:35:49:    subject to constraints:
        INFO - 08:35:49:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:49:    over the design space:
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:       | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:       | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:      4%|▍         | 449/10000 [00:00<00:13, 731.63 it/sec, obj=[19.066705   15.01159606]]
        INFO - 08:35:49:      4%|▍         | 450/10000 [00:00<00:13, 731.47 it/sec, obj=[7.51204421 4.05056449]]
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        INFO - 08:35:49:      5%|▍         | 479/10000 [00:00<00:12, 736.89 it/sec, obj=[19.32655568  3.41631724]]
        INFO - 08:35:49:      5%|▍         | 480/10000 [00:00<00:12, 736.74 it/sec, obj=[19.22669321  4.13189316]]
        INFO - 08:35:49:      5%|▍         | 481/10000 [00:00<00:12, 737.01 it/sec, obj=[19.28624524  3.55325962]]
        INFO - 08:35:49:      5%|▍         | 482/10000 [00:00<00:12, 737.30 it/sec, obj=[19.31415632  3.45302294]]
        INFO - 08:35:49:      5%|▍         | 483/10000 [00:00<00:12, 737.54 it/sec, obj=[19.32279874  3.42703115]]
        INFO - 08:35:49:      5%|▍         | 484/10000 [00:00<00:12, 737.80 it/sec, obj=[19.32541953  3.41952198]]
        INFO - 08:35:49:      5%|▍         | 485/10000 [00:00<00:12, 737.96 it/sec, obj=[19.32621223  3.41728285]]
        INFO - 08:35:49:      5%|▍         | 486/10000 [00:00<00:12, 738.20 it/sec, obj=[19.32645187  3.41660883]]
        INFO - 08:35:49:      5%|▍         | 487/10000 [00:00<00:12, 738.46 it/sec, obj=[19.32652431  3.41640535]]
        INFO - 08:35:49:      5%|▍         | 488/10000 [00:00<00:12, 738.69 it/sec, obj=[19.3265462   3.41634387]]
        INFO - 08:35:49:      5%|▍         | 489/10000 [00:00<00:12, 738.98 it/sec, obj=[19.32655282  3.41632529]]
        INFO - 08:35:49:      5%|▍         | 490/10000 [00:00<00:12, 739.20 it/sec, obj=[19.32655482  3.41631967]]
        INFO - 08:35:49:      5%|▍         | 491/10000 [00:00<00:12, 739.09 it/sec, obj=[19.22677501  4.13129289]]
        INFO - 08:35:49:      5%|▍         | 492/10000 [00:00<00:12, 739.35 it/sec, obj=[19.28613574  3.55377221]]
        INFO - 08:35:49:      5%|▍         | 493/10000 [00:00<00:12, 739.58 it/sec, obj=[19.31407895  3.45327558]]
        INFO - 08:35:49:      5%|▍         | 494/10000 [00:00<00:12, 739.83 it/sec, obj=[19.32276239  3.42713936]]
        INFO - 08:35:49:      5%|▍         | 495/10000 [00:00<00:12, 740.08 it/sec, obj=[19.32540427  3.41956609]]
        INFO - 08:35:49:      5%|▍         | 496/10000 [00:00<00:12, 740.34 it/sec, obj=[19.3262059   3.41730092]]
        INFO - 08:35:49:      5%|▍         | 497/10000 [00:00<00:12, 740.58 it/sec, obj=[19.32644902  3.41661692]]
        INFO - 08:35:49: Optimization result:
        INFO - 08:35:49:    Optimizer info:
        INFO - 08:35:49:       Status: None
        INFO - 08:35:49:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:49:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:49:    Solution:
        INFO - 08:35:49:       The solution is feasible.
        INFO - 08:35:49:       Objective: 0.0673616171539137
        INFO - 08:35:49:       Standardized constraints:
        INFO - 08:35:49:          beta_sub_optim_constraint = [-17.008569    -1.95113018]
        INFO - 08:35:49:       Design space:
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:          | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:          | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49: Solving mNBI sub-problem for phi_beta = [19.89406322  4.21884652]
        INFO - 08:35:49: Optimization problem:
        INFO - 08:35:49:    minimize -t_extraction
        INFO - 08:35:49:    with respect to t, x, y
        INFO - 08:35:49:    subject to constraints:
        INFO - 08:35:49:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:49:    over the design space:
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:       | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:       | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:      5%|▍         | 498/10000 [00:00<00:13, 729.37 it/sec, obj=[18.11456055 13.34016429]]
        INFO - 08:35:49:      5%|▍         | 499/10000 [00:00<00:13, 729.33 it/sec, obj=[7.91555839 4.17983512]]
        INFO - 08:35:49:      5%|▌         | 500/10000 [00:00<00:13, 729.23 it/sec, obj=[19.08066229  4.8273551 ]]
        INFO - 08:35:49:      5%|▌         | 501/10000 [00:00<00:13, 729.47 it/sec, obj=[11.57926967  7.45017941]]
        INFO - 08:35:49:      5%|▌         | 502/10000 [00:00<00:13, 729.75 it/sec, obj=[8.79904543 4.33600086]]
        INFO - 08:35:49:      5%|▌         | 503/10000 [00:00<00:13, 729.62 it/sec, obj=[17.40264433 10.22193085]]
        INFO - 08:35:49:      5%|▌         | 504/10000 [00:00<00:13, 729.86 it/sec, obj=[9.9048669  4.85026337]]
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        INFO - 08:35:49:      5%|▌         | 510/10000 [00:00<00:12, 731.45 it/sec, obj=[8.80002517 4.33623253]]
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        INFO - 08:35:49:      5%|▌         | 535/10000 [00:00<00:12, 737.11 it/sec, obj=[8.79908466 4.33601021]]
        INFO - 08:35:49:      5%|▌         | 536/10000 [00:00<00:12, 737.01 it/sec, obj=[10.98568657  5.43881871]]
        INFO - 08:35:49:      5%|▌         | 537/10000 [00:00<00:12, 737.27 it/sec, obj=[9.10228797 4.44596427]]
        INFO - 08:35:49:      5%|▌         | 538/10000 [00:00<00:12, 737.50 it/sec, obj=[8.85615488 4.35529451]]
        INFO - 08:35:49:      5%|▌         | 539/10000 [00:00<00:12, 737.75 it/sec, obj=[8.81043712 4.33979168]]
        INFO - 08:35:49:      5%|▌         | 540/10000 [00:00<00:12, 737.94 it/sec, obj=[8.80136757 4.33676845]]
        INFO - 08:35:49:      5%|▌         | 541/10000 [00:00<00:12, 738.10 it/sec, obj=[8.79954474 4.33616293]]
        INFO - 08:35:49:      5%|▌         | 542/10000 [00:00<00:12, 738.28 it/sec, obj=[8.79917742 4.336041  ]]
        INFO - 08:35:49:      5%|▌         | 543/10000 [00:00<00:12, 738.53 it/sec, obj=[8.79910336 4.33601642]]
        INFO - 08:35:49:      5%|▌         | 544/10000 [00:00<00:12, 738.80 it/sec, obj=[8.79908843 4.33601147]]
        INFO - 08:35:49:      5%|▌         | 545/10000 [00:00<00:12, 739.03 it/sec, obj=[8.79908542 4.33601047]]
        INFO - 08:35:49:      5%|▌         | 546/10000 [00:00<00:12, 739.27 it/sec, obj=[8.79908481 4.33601027]]
        INFO - 08:35:49: Optimization result:
        INFO - 08:35:49:    Optimizer info:
        INFO - 08:35:49:       Status: None
        INFO - 08:35:49:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:49:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:49:    Solution:
        INFO - 08:35:49:       The solution is feasible.
        INFO - 08:35:49:       Objective: 0.0673616171539137
        INFO - 08:35:49:       Standardized constraints:
        INFO - 08:35:49:          beta_sub_optim_constraint = [-16.49846481  -2.27301457]
        INFO - 08:35:49:       Design space:
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:          | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:          | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49: Solving mNBI sub-problem for phi_beta = [19.38395903  4.54073091]
        INFO - 08:35:49: Optimization problem:
        INFO - 08:35:49:    minimize -t_extraction
        INFO - 08:35:49:    with respect to t, x, y
        INFO - 08:35:49:    subject to constraints:
        INFO - 08:35:49:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:49:    over the design space:
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:       | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:       | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:      5%|▌         | 547/10000 [00:00<00:12, 728.38 it/sec, obj=[16.7834378  11.26552275]]
        INFO - 08:35:49:      5%|▌         | 548/10000 [00:00<00:12, 728.35 it/sec, obj=[8.47272966 4.34003723]]
        INFO - 08:35:49:      5%|▌         | 549/10000 [00:00<00:12, 728.25 it/sec, obj=[17.72065298  8.74801372]]
        INFO - 08:35:49:      6%|▌         | 550/10000 [00:00<00:12, 728.48 it/sec, obj=[10.17749829  5.07574   ]]
        INFO - 08:35:49:      6%|▌         | 551/10000 [00:00<00:12, 728.71 it/sec, obj=[9.07455805 4.42528721]]
        INFO - 08:35:49:      6%|▌         | 552/10000 [00:00<00:12, 728.60 it/sec, obj=[17.35486694 10.11481759]]
        INFO - 08:35:49:      6%|▌         | 553/10000 [00:00<00:12, 728.86 it/sec, obj=[9.84193951 4.92129485]]
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        INFO - 08:35:49:      6%|▌         | 563/10000 [00:00<00:12, 731.05 it/sec, obj=[18.02158415 11.84997092]]
        INFO - 08:35:49:      6%|▌         | 564/10000 [00:00<00:12, 731.31 it/sec, obj=[9.82548358 4.8351792 ]]
        INFO - 08:35:49:      6%|▌         | 565/10000 [00:00<00:12, 731.57 it/sec, obj=[9.17613876 4.47730684]]
        INFO - 08:35:49:      6%|▌         | 566/10000 [00:00<00:12, 731.81 it/sec, obj=[9.08936078 4.43279134]]
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        INFO - 08:35:49:      6%|▌         | 569/10000 [00:00<00:12, 732.56 it/sec, obj=[9.07460561 4.42531128]]
        INFO - 08:35:49:      6%|▌         | 570/10000 [00:00<00:12, 732.82 it/sec, obj=[9.07456511 4.42529078]]
        INFO - 08:35:49:      6%|▌         | 571/10000 [00:00<00:12, 733.05 it/sec, obj=[9.07455913 4.42528776]]
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        INFO - 08:35:49:      6%|▌         | 574/10000 [00:00<00:12, 733.46 it/sec, obj=[13.97393893  7.71707249]]
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        INFO - 08:35:49:      6%|▌         | 580/10000 [00:00<00:12, 734.79 it/sec, obj=[9.07458929 4.4253026 ]]
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        INFO - 08:35:49:      6%|▌         | 584/10000 [00:00<00:12, 734.91 it/sec, obj=[9.07455813 4.42528725]]
        INFO - 08:35:49:      6%|▌         | 585/10000 [00:00<00:12, 734.80 it/sec, obj=[12.93928742  6.84303866]]
        INFO - 08:35:49:      6%|▌         | 586/10000 [00:00<00:12, 735.00 it/sec, obj=[9.47740286 4.6271758 ]]
        INFO - 08:35:49:      6%|▌         | 587/10000 [00:00<00:12, 735.23 it/sec, obj=[9.13126531 4.45296948]]
        INFO - 08:35:49:      6%|▌         | 588/10000 [00:00<00:12, 735.46 it/sec, obj=[9.08281377 4.42930179]]
        INFO - 08:35:49:      6%|▌         | 589/10000 [00:00<00:12, 735.68 it/sec, obj=[9.07576586 4.42587421]]
        INFO - 08:35:49:      6%|▌         | 590/10000 [00:00<00:12, 735.92 it/sec, obj=[9.07473494 4.42537317]]
        INFO - 08:35:49:      6%|▌         | 591/10000 [00:00<00:12, 736.15 it/sec, obj=[9.07458402 4.42529983]]
        INFO - 08:35:49:      6%|▌         | 592/10000 [00:00<00:12, 736.39 it/sec, obj=[9.07456192 4.4252891 ]]
        INFO - 08:35:49:      6%|▌         | 593/10000 [00:00<00:12, 736.60 it/sec, obj=[9.07455869 4.42528752]]
        INFO - 08:35:49:      6%|▌         | 594/10000 [00:00<00:12, 736.83 it/sec, obj=[9.07455821 4.42528729]]
        INFO - 08:35:49:      6%|▌         | 595/10000 [00:00<00:12, 737.00 it/sec, obj=[9.07455814 4.42528726]]
        INFO - 08:35:49: Optimization result:
        INFO - 08:35:49:    Optimizer info:
        INFO - 08:35:49:       Status: None
        INFO - 08:35:49:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:49:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:49:    Solution:
        INFO - 08:35:49:       The solution is feasible.
        INFO - 08:35:49:       Objective: 0.0673616171539137
        INFO - 08:35:49:       Standardized constraints:
        INFO - 08:35:49:          beta_sub_optim_constraint = [-15.98836063  -2.59489896]
        INFO - 08:35:49:       Design space:
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:          | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:          | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49: Solving mNBI sub-problem for phi_beta = [18.87385485  4.8626153 ]
        INFO - 08:35:49: Optimization problem:
        INFO - 08:35:49:    minimize -t_extraction
        INFO - 08:35:49:    with respect to t, x, y
        INFO - 08:35:49:    subject to constraints:
        INFO - 08:35:49:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:49:    over the design space:
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:       | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:       | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:      6%|▌         | 596/10000 [00:00<00:12, 726.50 it/sec, obj=[15.50320649  9.55611018]]
        INFO - 08:35:49:      6%|▌         | 597/10000 [00:00<00:12, 726.45 it/sec, obj=[9.13662825 4.54618798]]
        INFO - 08:35:49:      6%|▌         | 598/10000 [00:00<00:12, 726.37 it/sec, obj=[16.95033594 11.50567635]]
        INFO - 08:35:49:      6%|▌         | 599/10000 [00:00<00:12, 726.62 it/sec, obj=[9.83249707 4.85311127]]
        INFO - 08:35:49:      6%|▌         | 600/10000 [00:00<00:12, 726.84 it/sec, obj=[9.27522091 4.60476101]]
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        INFO - 08:35:49:      6%|▌         | 615/10000 [00:00<00:12, 730.01 it/sec, obj=[9.13664345 4.54619853]]
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        INFO - 08:35:49:      6%|▌         | 620/10000 [00:00<00:12, 730.85 it/sec, obj=[17.05966613 10.50940456]]
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        INFO - 08:35:49:      6%|▋         | 629/10000 [00:00<00:12, 732.65 it/sec, obj=[9.13662902 4.54618833]]
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        INFO - 08:35:49:      6%|▋         | 631/10000 [00:00<00:12, 732.71 it/sec, obj=[16.9551794  10.66792162]]
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        INFO - 08:35:49:      6%|▋         | 633/10000 [00:00<00:12, 733.15 it/sec, obj=[9.24713791 4.60705065]]
        INFO - 08:35:49:      6%|▋         | 634/10000 [00:00<00:12, 733.35 it/sec, obj=[9.15425062 4.55584662]]
        INFO - 08:35:49:      6%|▋         | 635/10000 [00:00<00:12, 733.57 it/sec, obj=[9.13945923 4.54773833]]
        INFO - 08:35:49:      6%|▋         | 636/10000 [00:00<00:12, 733.78 it/sec, obj=[9.13708399 4.54643746]]
        INFO - 08:35:49:      6%|▋         | 637/10000 [00:00<00:12, 734.01 it/sec, obj=[9.13670205 4.54622832]]
        INFO - 08:35:49:      6%|▋         | 638/10000 [00:00<00:12, 734.21 it/sec, obj=[9.13664062 4.54619468]]
        INFO - 08:35:49:      6%|▋         | 639/10000 [00:00<00:12, 734.41 it/sec, obj=[9.13663074 4.54618927]]
        INFO - 08:35:49:      6%|▋         | 640/10000 [00:00<00:12, 734.61 it/sec, obj=[9.13662915 4.5461884 ]]
        INFO - 08:35:49:      6%|▋         | 641/10000 [00:00<00:12, 734.74 it/sec, obj=[9.13662889 4.54618826]]
        INFO - 08:35:49:      6%|▋         | 642/10000 [00:00<00:12, 734.63 it/sec, obj=[16.90638755 10.80315196]]
        INFO - 08:35:49:      6%|▋         | 643/10000 [00:00<00:12, 734.84 it/sec, obj=[9.84560923 4.92930521]]
        INFO - 08:35:49:      6%|▋         | 644/10000 [00:00<00:12, 735.06 it/sec, obj=[9.24782515 4.60480511]]
        INFO - 08:35:49: Optimization result:
        INFO - 08:35:49:    Optimizer info:
        INFO - 08:35:49:       Status: None
        INFO - 08:35:49:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:49:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:49:    Solution:
        INFO - 08:35:49:       The solution is feasible.
        INFO - 08:35:49:       Objective: 0.0673616171539137
        INFO - 08:35:49:       Standardized constraints:
        INFO - 08:35:49:          beta_sub_optim_constraint = [-15.47825644  -2.91678335]
        INFO - 08:35:49:       Design space:
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:          | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:          | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49: Solving mNBI sub-problem for phi_beta = [18.36375066  5.18449969]
        INFO - 08:35:49: Optimization problem:
        INFO - 08:35:49:    minimize -t_extraction
        INFO - 08:35:49:    with respect to t, x, y
        INFO - 08:35:49:    subject to constraints:
        INFO - 08:35:49:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:49:    over the design space:
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:       | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:       | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:      6%|▋         | 645/10000 [00:00<00:12, 725.07 it/sec, obj=[14.27386659  8.16865102]]
        INFO - 08:35:49:      6%|▋         | 646/10000 [00:00<00:12, 724.57 it/sec, obj=[4.62753335 4.25074047]]
        INFO - 08:35:49:      6%|▋         | 647/10000 [00:00<00:12, 724.48 it/sec, obj=[6.11682509 4.91323285]]
        INFO - 08:35:49:      6%|▋         | 648/10000 [00:00<00:12, 724.69 it/sec, obj=[5.0751617  2.93120373]]
        INFO - 08:35:49:      6%|▋         | 649/10000 [00:00<00:12, 724.63 it/sec, obj=[13.58493586  7.36884731]]
        INFO - 08:35:49:      6%|▋         | 650/10000 [00:00<00:12, 724.82 it/sec, obj=[5.85476284 3.265556  ]]
        INFO - 08:35:49:      7%|▋         | 651/10000 [00:00<00:12, 725.05 it/sec, obj=[5.19963086 2.98298566]]
        INFO - 08:35:49:      7%|▋         | 652/10000 [00:00<00:12, 725.26 it/sec, obj=[5.09637317 2.939963  ]]
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        INFO - 08:35:49:      7%|▋         | 655/10000 [00:00<00:12, 725.74 it/sec, obj=[5.07527104 2.93124881]]
        INFO - 08:35:49:      7%|▋         | 656/10000 [00:00<00:12, 725.96 it/sec, obj=[5.07518061 2.93121153]]
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        INFO - 08:35:49:      7%|▋         | 660/10000 [00:00<00:12, 726.38 it/sec, obj=[13.6870451   7.46859363]]
        INFO - 08:35:49:      7%|▋         | 661/10000 [00:00<00:12, 726.59 it/sec, obj=[5.72593202 3.20160707]]
        INFO - 08:35:49:      7%|▋         | 662/10000 [00:00<00:12, 726.80 it/sec, obj=[5.1466863  2.96046253]]
        INFO - 08:35:49:      7%|▋         | 663/10000 [00:00<00:12, 727.02 it/sec, obj=[5.08346699 2.93459168]]
        INFO - 08:35:49:      7%|▋         | 664/10000 [00:00<00:12, 727.22 it/sec, obj=[5.07613278 2.93159973]]
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        INFO - 08:35:49:      7%|▋         | 666/10000 [00:00<00:12, 727.65 it/sec, obj=[5.07517509 2.9312092 ]]
        INFO - 08:35:49:      7%|▋         | 667/10000 [00:00<00:12, 727.87 it/sec, obj=[5.07516336 2.93120441]]
        INFO - 08:35:49:      7%|▋         | 668/10000 [00:00<00:12, 728.07 it/sec, obj=[5.07516198 2.93120385]]
        INFO - 08:35:49:      7%|▋         | 669/10000 [00:00<00:12, 728.28 it/sec, obj=[5.07516182 2.93120378]]
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        INFO - 08:35:49:      7%|▋         | 671/10000 [00:00<00:12, 728.42 it/sec, obj=[13.70205661  7.48493999]]
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        INFO - 08:35:49:      7%|▋         | 680/10000 [00:00<00:12, 730.28 it/sec, obj=[5.07516181 2.93120378]]
        INFO - 08:35:49:      7%|▋         | 681/10000 [00:00<00:12, 730.50 it/sec, obj=[5.0751618  2.93120378]]
        INFO - 08:35:49:      7%|▋         | 682/10000 [00:00<00:12, 730.41 it/sec, obj=[13.70459807  7.487743  ]]
        INFO - 08:35:49:      7%|▋         | 683/10000 [00:00<00:12, 730.60 it/sec, obj=[5.7262546 3.2005623]]
        INFO - 08:35:49:      7%|▋         | 684/10000 [00:00<00:12, 730.81 it/sec, obj=[5.13815257 2.95690849]]
        INFO - 08:35:49:      7%|▋         | 685/10000 [00:00<00:12, 731.00 it/sec, obj=[5.08143969 2.93375979]]
        INFO - 08:35:49:      7%|▋         | 686/10000 [00:00<00:12, 731.20 it/sec, obj=[5.07578938 2.93145923]]
        INFO - 08:35:49:      7%|▋         | 687/10000 [00:00<00:12, 731.41 it/sec, obj=[5.07522456 2.93122932]]
        INFO - 08:35:49:      7%|▋         | 688/10000 [00:00<00:12, 731.62 it/sec, obj=[5.07516808 2.93120633]]
        INFO - 08:35:49:      7%|▋         | 689/10000 [00:00<00:12, 731.81 it/sec, obj=[5.07516243 2.93120403]]
        INFO - 08:35:49:      7%|▋         | 690/10000 [00:00<00:12, 732.00 it/sec, obj=[5.07516187 2.9312038 ]]
        INFO - 08:35:49:      7%|▋         | 691/10000 [00:00<00:12, 732.21 it/sec, obj=[5.07516181 2.93120378]]
        INFO - 08:35:49:      7%|▋         | 692/10000 [00:00<00:12, 732.38 it/sec, obj=[5.0751618  2.93120378]]
        INFO - 08:35:49:      7%|▋         | 693/10000 [00:00<00:12, 732.30 it/sec, obj=[13.70497352  7.48815776]]
        INFO - 08:35:49: Optimization result:
        INFO - 08:35:49:    Optimizer info:
        INFO - 08:35:49:       Status: None
        INFO - 08:35:49:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:49:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:49:    Solution:
        INFO - 08:35:49:       The solution is feasible.
        INFO - 08:35:49:       Objective: 0.0673616171539137
        INFO - 08:35:49:       Standardized constraints:
        INFO - 08:35:49:          beta_sub_optim_constraint = [-14.96815226  -3.23866775]
        INFO - 08:35:49:       Design space:
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:          | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:          | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49: Solving mNBI sub-problem for phi_beta = [17.85364648  5.50638408]
        INFO - 08:35:49: Optimization problem:
        INFO - 08:35:49:    minimize -t_extraction
        INFO - 08:35:49:    with respect to t, x, y
        INFO - 08:35:49:    subject to constraints:
        INFO - 08:35:49:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:49:    over the design space:
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:       | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:       | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:      7%|▋         | 694/10000 [00:00<00:12, 722.71 it/sec, obj=[13.09541813  7.05685272]]
        INFO - 08:35:49:      7%|▋         | 695/10000 [00:00<00:12, 722.39 it/sec, obj=[5.0306039  2.92032106]]
        INFO - 08:35:49:      7%|▋         | 696/10000 [00:00<00:12, 722.34 it/sec, obj=[9.237522   8.32159199]]
        INFO - 08:35:49:      7%|▋         | 697/10000 [00:00<00:12, 722.53 it/sec, obj=[5.37370209 3.17647008]]
        INFO - 08:35:49:      7%|▋         | 698/10000 [00:00<00:12, 722.75 it/sec, obj=[5.08540871 2.95269317]]
        INFO - 08:35:49:      7%|▋         | 699/10000 [00:00<00:12, 722.95 it/sec, obj=[5.04115563 2.92627428]]
        INFO - 08:35:49:      7%|▋         | 700/10000 [00:00<00:12, 723.17 it/sec, obj=[5.03270485 2.9214956 ]]
        INFO - 08:35:49:      7%|▋         | 701/10000 [00:00<00:12, 723.35 it/sec, obj=[5.03102499 2.92055604]]
        INFO - 08:35:49:      7%|▋         | 702/10000 [00:00<00:12, 723.55 it/sec, obj=[5.03068841 2.9203682 ]]
        INFO - 08:35:49:      7%|▋         | 703/10000 [00:00<00:12, 723.76 it/sec, obj=[5.03062087 2.92033052]]
        INFO - 08:35:49:      7%|▋         | 704/10000 [00:00<00:12, 723.98 it/sec, obj=[5.03060731 2.92032296]]
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        INFO - 08:35:49:      7%|▋         | 735/10000 [00:01<00:12, 729.26 it/sec, obj=[5.03067396 2.92035156]]
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        INFO - 08:35:49:      7%|▋         | 737/10000 [00:01<00:12, 729.62 it/sec, obj=[5.03060677 2.92032233]]
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        INFO - 08:35:49:      7%|▋         | 740/10000 [00:01<00:12, 729.92 it/sec, obj=[12.51186359  6.5625085 ]]
        INFO - 08:35:49:      7%|▋         | 741/10000 [00:01<00:12, 730.10 it/sec, obj=[5.64934768 3.20057647]]
        INFO - 08:35:49:      7%|▋         | 742/10000 [00:01<00:12, 730.30 it/sec, obj=[5.11588922 2.95768614]]
        INFO - 08:35:49: Optimization result:
        INFO - 08:35:49:    Optimizer info:
        INFO - 08:35:49:       Status: None
        INFO - 08:35:49:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:49:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:49:    Solution:
        INFO - 08:35:49:       The solution is feasible.
        INFO - 08:35:49:       Objective: 0.0673616171539137
        INFO - 08:35:49:       Standardized constraints:
        INFO - 08:35:49:          beta_sub_optim_constraint = [-14.45804807  -3.56055214]
        INFO - 08:35:49:       Design space:
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:          | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:          | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49: Solving mNBI sub-problem for phi_beta = [17.34354229  5.82826847]
        INFO - 08:35:49: Optimization problem:
        INFO - 08:35:49:    minimize -t_extraction
        INFO - 08:35:49:    with respect to t, x, y
        INFO - 08:35:49:    subject to constraints:
        INFO - 08:35:49:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:49:    over the design space:
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:       | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:       | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:      7%|▋         | 743/10000 [00:01<00:12, 721.31 it/sec, obj=[11.96786108  6.17714154]]
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        INFO - 08:35:49:      8%|▊         | 781/10000 [00:01<00:12, 726.61 it/sec, obj=[13.98787281  7.73439665]]
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        INFO - 08:35:49:      8%|▊         | 784/10000 [00:01<00:12, 727.14 it/sec, obj=[9.81361183 4.93212328]]
        INFO - 08:35:49:      8%|▊         | 785/10000 [00:01<00:12, 727.32 it/sec, obj=[9.80594355 4.9279379 ]]
        INFO - 08:35:49:      8%|▊         | 786/10000 [00:01<00:12, 727.51 it/sec, obj=[9.80483834 4.92733486]]
        INFO - 08:35:49:      8%|▊         | 787/10000 [00:01<00:12, 727.68 it/sec, obj=[9.80467896 4.9272479 ]]
        INFO - 08:35:49:      8%|▊         | 788/10000 [00:01<00:12, 727.85 it/sec, obj=[9.80465597 4.92723536]]
        INFO - 08:35:49:      8%|▊         | 789/10000 [00:01<00:12, 728.04 it/sec, obj=[9.80465265 4.92723355]]
        INFO - 08:35:49:      8%|▊         | 790/10000 [00:01<00:12, 728.20 it/sec, obj=[9.80465218 4.92723329]]
        INFO - 08:35:49:      8%|▊         | 791/10000 [00:01<00:12, 728.38 it/sec, obj=[9.80465211 4.92723325]]
        INFO - 08:35:49: Optimization result:
        INFO - 08:35:49:    Optimizer info:
        INFO - 08:35:49:       Status: None
        INFO - 08:35:49:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:49:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:49:    Solution:
        INFO - 08:35:49:       The solution is feasible.
        INFO - 08:35:49:       Objective: 0.0673616171539137
        INFO - 08:35:49:       Standardized constraints:
        INFO - 08:35:49:          beta_sub_optim_constraint = [-13.94794389  -3.88243653]
        INFO - 08:35:49:       Design space:
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:          | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:          | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49: Solving mNBI sub-problem for phi_beta = [16.83343811  6.15015286]
        INFO - 08:35:49: Optimization problem:
        INFO - 08:35:49:    minimize -t_extraction
        INFO - 08:35:49:    with respect to t, x, y
        INFO - 08:35:49:    subject to constraints:
        INFO - 08:35:49:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:49:    over the design space:
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:       | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:       | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:      8%|▊         | 792/10000 [00:01<00:12, 719.48 it/sec, obj=[10.89119546  5.49335688]]
        INFO - 08:35:49:      8%|▊         | 793/10000 [00:01<00:12, 719.23 it/sec, obj=[10.57363781  9.11449169]]
        INFO - 08:35:49:      8%|▊         | 794/10000 [00:01<00:12, 719.43 it/sec, obj=[10.44641245  5.20681703]]
        INFO - 08:35:49:      8%|▊         | 795/10000 [00:01<00:12, 719.34 it/sec, obj=[15.43026395  9.04711359]]
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        INFO - 08:35:49:      8%|▊         | 811/10000 [00:01<00:12, 721.89 it/sec, obj=[10.44643602  5.20683274]]
        INFO - 08:35:49:      8%|▊         | 812/10000 [00:01<00:12, 722.06 it/sec, obj=[10.44641481  5.2068186 ]]
        INFO - 08:35:49:      8%|▊         | 813/10000 [00:01<00:12, 722.24 it/sec, obj=[10.44641269  5.20681718]]
        INFO - 08:35:49:      8%|▊         | 814/10000 [00:01<00:12, 722.41 it/sec, obj=[10.44641248  5.20681704]]
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        INFO - 08:35:49:      8%|▊         | 817/10000 [00:01<00:12, 722.69 it/sec, obj=[12.37964225  6.5238373 ]]
        INFO - 08:35:49:      8%|▊         | 818/10000 [00:01<00:12, 722.86 it/sec, obj=[10.63181063  5.32462633]]
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        INFO - 08:35:49:      8%|▊         | 820/10000 [00:01<00:12, 723.21 it/sec, obj=[10.44825772  5.20797899]]
        INFO - 08:35:49:      8%|▊         | 821/10000 [00:01<00:12, 723.38 it/sec, obj=[10.44659697  5.20693321]]
        INFO - 08:35:49:      8%|▊         | 822/10000 [00:01<00:12, 723.57 it/sec, obj=[10.44643091  5.20682865]]
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        INFO - 08:35:49:      8%|▊         | 824/10000 [00:01<00:12, 723.90 it/sec, obj=[10.44641264  5.20681714]]
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        INFO - 08:35:49:      8%|▊         | 826/10000 [00:01<00:12, 724.25 it/sec, obj=[10.44641246  5.20681703]]
        INFO - 08:35:49:      8%|▊         | 827/10000 [00:01<00:12, 724.42 it/sec, obj=[10.44641245  5.20681703]]
        INFO - 08:35:49:      8%|▊         | 828/10000 [00:01<00:12, 724.36 it/sec, obj=[12.03843391  6.24703094]]
        INFO - 08:35:49:      8%|▊         | 829/10000 [00:01<00:12, 724.54 it/sec, obj=[10.60038308  5.30124438]]
        INFO - 08:35:49:      8%|▊         | 830/10000 [00:01<00:12, 724.71 it/sec, obj=[10.4617572   5.21616661]]
        INFO - 08:35:49:      8%|▊         | 831/10000 [00:01<00:12, 724.88 it/sec, obj=[10.44794641  5.20775105]]
        INFO - 08:35:49:      8%|▊         | 832/10000 [00:01<00:12, 725.06 it/sec, obj=[10.44656584  5.20691042]]
        INFO - 08:35:49:      8%|▊         | 833/10000 [00:01<00:12, 725.22 it/sec, obj=[10.44642779  5.20682637]]
        INFO - 08:35:49:      8%|▊         | 834/10000 [00:01<00:12, 725.40 it/sec, obj=[10.44641399  5.20681796]]
        INFO - 08:35:49:      8%|▊         | 835/10000 [00:01<00:12, 725.57 it/sec, obj=[10.44641261  5.20681712]]
        INFO - 08:35:49:      8%|▊         | 836/10000 [00:01<00:12, 725.74 it/sec, obj=[10.44641247  5.20681704]]
        INFO - 08:35:49:      8%|▊         | 837/10000 [00:01<00:12, 725.90 it/sec, obj=[10.44641246  5.20681703]]
        INFO - 08:35:49:      8%|▊         | 838/10000 [00:01<00:12, 726.07 it/sec, obj=[10.44641245  5.20681703]]
        INFO - 08:35:49:      8%|▊         | 839/10000 [00:01<00:12, 726.04 it/sec, obj=[11.8326756   6.08863183]]
        INFO - 08:35:49:      8%|▊         | 840/10000 [00:01<00:12, 726.18 it/sec, obj=[10.58110445  5.28761714]]
        INFO - 08:35:49: Optimization result:
        INFO - 08:35:49:    Optimizer info:
        INFO - 08:35:49:       Status: None
        INFO - 08:35:49:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:49:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:49:    Solution:
        INFO - 08:35:49:       The solution is feasible.
        INFO - 08:35:49:       Objective: 0.0673616171539137
        INFO - 08:35:49:       Standardized constraints:
        INFO - 08:35:49:          beta_sub_optim_constraint = [-13.4378397   -4.20432092]
        INFO - 08:35:49:       Design space:
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:          | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:          | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:          | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49: Solving mNBI sub-problem for phi_beta = [16.32333392  6.47203726]
        INFO - 08:35:49: Optimization problem:
        INFO - 08:35:49:    minimize -t_extraction
        INFO - 08:35:49:    with respect to t, x, y
        INFO - 08:35:49:    subject to constraints:
        INFO - 08:35:49:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:49:    over the design space:
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:       | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:49:       | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:49:       | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:49:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:49:      8%|▊         | 841/10000 [00:01<00:12, 717.77 it/sec, obj=[9.86542127 4.98000322]]
        INFO - 08:35:49:      8%|▊         | 842/10000 [00:01<00:12, 717.54 it/sec, obj=[9.97740249 8.42390818]]
        INFO - 08:35:49:      8%|▊         | 843/10000 [00:01<00:12, 717.71 it/sec, obj=[9.59486512 4.72049736]]
        INFO - 08:35:49:      8%|▊         | 844/10000 [00:01<00:12, 717.67 it/sec, obj=[12.94767549  7.28627688]]
        INFO - 08:35:49:      8%|▊         | 845/10000 [00:01<00:12, 717.82 it/sec, obj=[9.89874128 4.92616894]]
        INFO - 08:35:49:      8%|▊         | 846/10000 [00:01<00:12, 717.99 it/sec, obj=[9.62493868 4.740099  ]]
        INFO - 08:35:49:      8%|▊         | 847/10000 [00:01<00:12, 718.16 it/sec, obj=[9.59786933 4.72244731]]
        INFO - 08:35:49:      8%|▊         | 848/10000 [00:01<00:12, 718.34 it/sec, obj=[9.59516551 4.72069225]]
        INFO - 08:35:49:      8%|▊         | 849/10000 [00:01<00:12, 718.52 it/sec, obj=[9.59489515 4.72051685]]
        INFO - 08:35:49:      8%|▊         | 850/10000 [00:01<00:12, 718.68 it/sec, obj=[9.59486812 4.72049931]]
        INFO - 08:35:49:      9%|▊         | 851/10000 [00:01<00:12, 718.85 it/sec, obj=[9.59486542 4.72049755]]
        INFO - 08:35:49:      9%|▊         | 852/10000 [00:01<00:12, 719.00 it/sec, obj=[9.59486515 4.72049738]]
        INFO - 08:35:49:      9%|▊         | 853/10000 [00:01<00:12, 719.16 it/sec, obj=[9.59486512 4.72049736]]
        INFO - 08:35:49:      9%|▊         | 854/10000 [00:01<00:12, 719.34 it/sec, obj=[9.59486512 4.72049736]]
        INFO - 08:35:49:      9%|▊         | 855/10000 [00:01<00:12, 719.29 it/sec, obj=[12.90382302  6.96436095]]
        INFO - 08:35:49:      9%|▊         | 856/10000 [00:01<00:12, 719.46 it/sec, obj=[9.90166372 4.90389318]]
        INFO - 08:35:49:      9%|▊         | 857/10000 [00:01<00:12, 719.62 it/sec, obj=[9.625304   4.73831098]]
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        INFO - 08:35:49:      9%|▊         | 863/10000 [00:01<00:12, 720.64 it/sec, obj=[9.59486515 4.72049737]]
        INFO - 08:35:49:      9%|▊         | 864/10000 [00:01<00:12, 720.80 it/sec, obj=[9.59486512 4.72049736]]
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        INFO - 08:35:49:      9%|▊         | 866/10000 [00:01<00:12, 720.92 it/sec, obj=[12.90348823  6.88263532]]
        INFO - 08:35:49:      9%|▊         | 867/10000 [00:01<00:12, 721.08 it/sec, obj=[9.90308414 4.89536368]]
        INFO - 08:35:49:      9%|▊         | 868/10000 [00:01<00:12, 721.24 it/sec, obj=[9.62722655 4.73855005]]
        INFO - 08:35:49:      9%|▊         | 869/10000 [00:01<00:12, 721.40 it/sec, obj=[9.59835038 4.72243798]]
        INFO - 08:35:49:      9%|▊         | 870/10000 [00:01<00:12, 721.58 it/sec, obj=[9.5952415  4.72070689]]
        INFO - 08:35:49:      9%|▊         | 871/10000 [00:01<00:12, 721.75 it/sec, obj=[9.59490578 4.72051999]]
        INFO - 08:35:49:      9%|▊         | 872/10000 [00:01<00:12, 721.92 it/sec, obj=[9.59486951 4.7204998 ]]
        INFO - 08:35:49:      9%|▊         | 873/10000 [00:01<00:12, 722.08 it/sec, obj=[9.59486559 4.72049762]]
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        INFO - 08:35:49:      9%|▉         | 877/10000 [00:01<00:12, 722.51 it/sec, obj=[12.90836297  6.85073343]]
        INFO - 08:35:49:      9%|▉         | 878/10000 [00:01<00:12, 722.67 it/sec, obj=[9.91902691 4.89903034]]
        INFO - 08:35:49:      9%|▉         | 879/10000 [00:01<00:12, 722.84 it/sec, obj=[9.63508104 4.74230006]]
        INFO - 08:35:49:      9%|▉         | 880/10000 [00:01<00:12, 723.00 it/sec, obj=[9.59997628 4.72326276]]
        INFO - 08:35:50:      9%|▉         | 881/10000 [00:01<00:12, 723.16 it/sec, obj=[9.59551669 4.7208498 ]]
        INFO - 08:35:50:      9%|▉         | 882/10000 [00:01<00:12, 723.32 it/sec, obj=[9.59494821 4.7205423 ]]
        INFO - 08:35:50:      9%|▉         | 883/10000 [00:01<00:12, 723.47 it/sec, obj=[9.59487571 4.72050309]]
        INFO - 08:35:50:      9%|▉         | 884/10000 [00:01<00:12, 723.64 it/sec, obj=[9.59486647 4.72049809]]
        INFO - 08:35:50:      9%|▉         | 885/10000 [00:01<00:12, 723.80 it/sec, obj=[9.59486529 4.72049745]]
        INFO - 08:35:50:      9%|▉         | 886/10000 [00:01<00:12, 723.96 it/sec, obj=[9.59486514 4.72049737]]
        INFO - 08:35:50:      9%|▉         | 887/10000 [00:01<00:12, 724.11 it/sec, obj=[9.59486512 4.72049736]]
        INFO - 08:35:50:      9%|▉         | 888/10000 [00:01<00:12, 724.06 it/sec, obj=[12.5881143   6.59148139]]
        INFO - 08:35:50:      9%|▉         | 889/10000 [00:01<00:12, 724.22 it/sec, obj=[9.90794932 4.88954985]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: 0.0673616171539137
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [-12.92773552  -4.52620531]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50: Skipping sub-optimization for phi_beta = [15.81322974  6.79392165] because the resulting solution is already known.
        INFO - 08:35:50: Skipping sub-optimization for phi_beta = [15.30312555  7.11580604] because the resulting solution is already known.
        INFO - 08:35:50: Skipping sub-optimization for phi_beta = [14.79302137  7.43769043] because the resulting solution is already known.
        INFO - 08:35:50: Skipping sub-optimization for phi_beta = [14.28291718  7.75957482] because the resulting solution is already known.
        INFO - 08:35:50: Skipping sub-optimization for phi_beta = [13.772813    8.08145921] because the resulting solution is already known.
        INFO - 08:35:50: Skipping sub-optimization for phi_beta = [13.26270881  8.4033436 ] because the resulting solution is already known.
        INFO - 08:35:50: Skipping sub-optimization for phi_beta = [12.75260463  8.72522799] because the resulting solution is already known.
        INFO - 08:35:50: Skipping sub-optimization for phi_beta = [12.24250044  9.04711239] because the resulting solution is already known.
        INFO - 08:35:50: Skipping sub-optimization for phi_beta = [11.73239626  9.36899678] because the resulting solution is already known.
        INFO - 08:35:50: Skipping sub-optimization for phi_beta = [11.22229207  9.69088117] because the resulting solution is already known.
        INFO - 08:35:50: Skipping sub-optimization for phi_beta = [10.71218789 10.01276556] because the resulting solution is already known.
        INFO - 08:35:50: Skipping sub-optimization for phi_beta = [10.2020837  10.33464995] because the resulting solution is already known.
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 9.69197952 10.65653434]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -2.767799311088018 | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 |  1.241738597946052  | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        | -0.0673616171539137 |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:      9%|▉         | 890/10000 [00:01<00:13, 692.75 it/sec, obj=[ 1.16147645 14.51158858]]
        INFO - 08:35:50:      9%|▉         | 891/10000 [00:01<00:13, 692.57 it/sec, obj=[0.791284   7.42376715]]
        INFO - 08:35:50:      9%|▉         | 892/10000 [00:01<00:13, 692.57 it/sec, obj=[1.19273167 5.41315608]]
        INFO - 08:35:50:      9%|▉         | 893/10000 [00:01<00:13, 692.55 it/sec, obj=[1.21779944 5.30885792]]
        INFO - 08:35:50:      9%|▉         | 894/10000 [00:01<00:13, 692.54 it/sec, obj=[1.21773044 5.3091419 ]]
        INFO - 08:35:50:      9%|▉         | 895/10000 [00:01<00:13, 692.34 it/sec, obj=[1.21773096 5.30913977]]
        INFO - 08:35:50:      9%|▉         | 896/10000 [00:01<00:13, 692.16 it/sec, obj=[1.21773096 5.30913979]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 10
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.33903634538866156
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [9.93347626e-10 2.43561646e-06]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.141592653589782 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | 0.09438656911240617 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        |  0.3390363453886616 |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 9.18187533 10.97841873]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.141592653589782 | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 | 0.09438656911240617 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        |  0.3390363453886616 |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:      9%|▉         | 897/10000 [00:01<00:13, 684.68 it/sec, obj=[1.08499643 5.88784014]]
        INFO - 08:35:50:      9%|▉         | 898/10000 [00:01<00:13, 684.67 it/sec, obj=[1.0885754  5.87136184]]
        INFO - 08:35:50:      9%|▉         | 899/10000 [00:01<00:13, 684.49 it/sec, obj=[1.08856631 5.87140364]]
        INFO - 08:35:50:      9%|▉         | 900/10000 [00:01<00:13, 684.33 it/sec, obj=[1.08856633 5.87140351]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 7
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.32379575933422783
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [1.93072225e-11 1.50792798e-07]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | 0.03369135933149181 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        |  0.3237957593342278 |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 8.67177115 11.30030313]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 | 0.03369135933149181 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        |  0.3237957593342278 |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:      9%|▉         | 901/10000 [00:01<00:13, 677.01 it/sec, obj=[0.96861253 6.45171003]]
        INFO - 08:35:50:      9%|▉         | 902/10000 [00:01<00:13, 676.89 it/sec, obj=[0.97074729 6.44086349]]
        INFO - 08:35:50:      9%|▉         | 903/10000 [00:01<00:13, 676.73 it/sec, obj=[0.97075376 6.44083066]]
        INFO - 08:35:50:      9%|▉         | 904/10000 [00:01<00:13, 676.59 it/sec, obj=[0.97075378 6.44083057]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 7
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.30810132753001995
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [1.19972746e-06 3.77685874e-05]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value         |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.141592653589793  | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | -0.02496214794441842 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        |   0.30810132753002   |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 8.16166696 11.62218752]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value         |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.141592653589793  | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 | -0.02496214794441842 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        |   0.30810132753002   |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:50:      9%|▉         | 905/10000 [00:01<00:13, 669.35 it/sec, obj=[0.86158708 7.02107037]]
        INFO - 08:35:50:      9%|▉         | 906/10000 [00:01<00:13, 669.34 it/sec, obj=[0.862444   7.01630656]]
        INFO - 08:35:50:      9%|▉         | 907/10000 [00:01<00:13, 669.09 it/sec, obj=[0.8624524  7.01625986]]
        INFO - 08:35:50:      9%|▉         | 908/10000 [00:01<00:13, 668.94 it/sec, obj=[0.86245248 7.0162594 ]]
        INFO - 08:35:50:      9%|▉         | 909/10000 [00:01<00:13, 668.80 it/sec, obj=[0.86245249 7.0162594 ]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 8
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.29202610512603416
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [2.18034843e-07 5.26564849e-05]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value         |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.141592653589793  | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | -0.08217892856254627 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        |  0.2920261051260342  |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 7.65156278 11.94407191]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value         |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.141592653589793  | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 | -0.08217892856254627 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        |  0.2920261051260342  |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+----------------------+-------------------+-------+
        INFO - 08:35:50:      9%|▉         | 910/10000 [00:01<00:13, 662.06 it/sec, obj=[0.76257756 7.59514857]]
        INFO - 08:35:50:      9%|▉         | 911/10000 [00:01<00:13, 662.09 it/sec, obj=[0.76230423 7.59680034]]
        INFO - 08:35:50:      9%|▉         | 912/10000 [00:01<00:13, 661.94 it/sec, obj=[0.76229944 7.59682934]]
        INFO - 08:35:50:      9%|▉         | 913/10000 [00:01<00:13, 661.81 it/sec, obj=[0.76229935 7.59682985]]
        INFO - 08:35:50:      9%|▉         | 914/10000 [00:01<00:13, 661.66 it/sec, obj=[0.76229935 7.59682986]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 8
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.27562450356134205
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [-1.55075952e-12 -1.78227211e-10]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | -0.1384601747582987 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        |  0.275624503561342  |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 7.14145859 12.2659563 ]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 | -0.1384601747582987 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        |  0.275624503561342  |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:      9%|▉         | 915/10000 [00:01<00:13, 655.04 it/sec, obj=[0.67057437 8.17332943]]
        INFO - 08:35:50:      9%|▉         | 916/10000 [00:01<00:13, 655.06 it/sec, obj=[0.66929886 8.18166841]]
        INFO - 08:35:50:      9%|▉         | 917/10000 [00:01<00:13, 654.94 it/sec, obj=[0.66926555 8.18188629]]
        INFO - 08:35:50:      9%|▉         | 918/10000 [00:01<00:13, 654.81 it/sec, obj=[0.66926468 8.18189201]]
        INFO - 08:35:50:      9%|▉         | 919/10000 [00:01<00:13, 654.70 it/sec, obj=[0.66926466 8.18189216]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 8
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.25893845680875505
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [ 9.41469125e-14 -4.44766535e-09]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | -0.1942604780852375 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        |  0.258938456808755  |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 6.63135441 12.58784069]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 | -0.1942604780852375 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        |  0.258938456808755  |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:      9%|▉         | 920/10000 [00:01<00:14, 648.10 it/sec, obj=[0.58480944 8.75511462]]
        INFO - 08:35:50:      9%|▉         | 921/10000 [00:01<00:14, 648.12 it/sec, obj=[0.58264246 8.77038891]]
        INFO - 08:35:50:      9%|▉         | 922/10000 [00:01<00:14, 648.00 it/sec, obj=[0.58256569 8.77093062]]
        INFO - 08:35:50:      9%|▉         | 923/10000 [00:01<00:14, 647.90 it/sec, obj=[0.58256295 8.77094993]]
        INFO - 08:35:50:      9%|▉         | 924/10000 [00:01<00:14, 647.80 it/sec, obj=[0.58256285 8.77095061]]
        INFO - 08:35:50:      9%|▉         | 925/10000 [00:01<00:14, 647.70 it/sec, obj=[0.58256285 8.77095064]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 9
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.24199904502930292
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [-5.53335155e-13 -9.89144766e-10]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | -0.2499904205027543 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        |  0.2419990450293029 |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 6.12125022 12.90972508]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 | -0.2499904205027543 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        |  0.2419990450293029 |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:      9%|▉         | 926/10000 [00:01<00:14, 641.94 it/sec, obj=[0.58256285 8.77095064]]
        INFO - 08:35:50:      9%|▉         | 927/10000 [00:01<00:14, 641.77 it/sec, obj=[0.50469952 9.34009406]]
        INFO - 08:35:50:      9%|▉         | 928/10000 [00:01<00:14, 641.80 it/sec, obj=[0.50173767 9.36255591]]
        INFO - 08:35:50:      9%|▉         | 929/10000 [00:01<00:14, 641.70 it/sec, obj=[0.50160292 9.36357923]]
        INFO - 08:35:50:      9%|▉         | 930/10000 [00:01<00:14, 641.60 it/sec, obj=[0.50159676 9.36362602]]
        INFO - 08:35:50:      9%|▉         | 931/10000 [00:01<00:14, 641.51 it/sec, obj=[0.50159648 9.36362816]]
        INFO - 08:35:50:      9%|▉         | 932/10000 [00:01<00:14, 641.38 it/sec, obj=[0.50159647 9.36362826]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 9
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.2248301712187969
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [-2.74447132e-13 -5.07787101e-09]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | -0.3060634113439167 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        |  0.2248301712187969 |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 5.61114604 13.23160947]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 | -0.3060634113439167 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        |  0.2248301712187969 |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:      9%|▉         | 933/10000 [00:01<00:14, 634.89 it/sec, obj=[0.42981225 9.92792076]]
        INFO - 08:35:50:      9%|▉         | 934/10000 [00:01<00:14, 634.93 it/sec, obj=[0.42614119 9.95785396]]
        INFO - 08:35:50:      9%|▉         | 935/10000 [00:01<00:14, 634.82 it/sec, obj=[0.42593434 9.95954389]]
        INFO - 08:35:50:      9%|▉         | 936/10000 [00:01<00:14, 634.74 it/sec, obj=[0.42592265 9.95963942]]
        INFO - 08:35:50:      9%|▉         | 937/10000 [00:01<00:14, 634.66 it/sec, obj=[0.42592199 9.95964482]]
        INFO - 08:35:50:      9%|▉         | 938/10000 [00:01<00:14, 634.56 it/sec, obj=[0.42592195 9.95964512]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 9
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.20744958156341936
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [ 2.60236277e-13 -1.97045487e-08]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.141592653589792 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | -0.3629180048057954 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        |  0.2074495815634194 |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 5.10104185 13.55349387]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.141592653589792 | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 | -0.3629180048057954 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        |  0.2074495815634194 |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:      9%|▉         | 939/10000 [00:01<00:14, 628.66 it/sec, obj=[ 0.3598479  10.51829307]]
        INFO - 08:35:50:      9%|▉         | 940/10000 [00:01<00:14, 628.71 it/sec, obj=[ 0.35554621 10.55604149]]
        INFO - 08:35:50:      9%|▉         | 941/10000 [00:01<00:14, 628.62 it/sec, obj=[ 0.35525326 10.55861873]]
        INFO - 08:35:50:      9%|▉         | 942/10000 [00:01<00:14, 628.54 it/sec, obj=[ 0.35523329 10.55879441]]
        INFO - 08:35:50:      9%|▉         | 943/10000 [00:01<00:14, 628.48 it/sec, obj=[ 0.35523193 10.55880639]]
        INFO - 08:35:50:      9%|▉         | 944/10000 [00:01<00:14, 628.39 it/sec, obj=[ 0.35523184 10.5588072 ]]
        INFO - 08:35:50:      9%|▉         | 945/10000 [00:01<00:14, 628.30 it/sec, obj=[ 0.35523183 10.55880726]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 10
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.18986957657768383
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [-8.91731133e-13 -4.36118031e-09]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | -0.4210497817100149 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        |  0.1898695765776838 |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 4.59093767 13.87537826]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 | -0.4210497817100149 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        |  0.1898695765776838 |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:      9%|▉         | 946/10000 [00:01<00:14, 622.56 it/sec, obj=[ 0.29463575 11.1109372 ]]
        INFO - 08:35:50:      9%|▉         | 947/10000 [00:01<00:14, 622.61 it/sec, obj=[ 0.28977979 11.15694061]]
        INFO - 08:35:50:      9%|▉         | 948/10000 [00:01<00:14, 622.53 it/sec, obj=[ 0.28938674 11.16067644]]
        INFO - 08:35:50:      9%|▉         | 949/10000 [00:01<00:14, 622.46 it/sec, obj=[ 0.28935499 11.16097835]]
        INFO - 08:35:50:     10%|▉         | 950/10000 [00:01<00:14, 622.39 it/sec, obj=[ 0.28935242 11.16100273]]
        INFO - 08:35:50:     10%|▉         | 951/10000 [00:01<00:14, 622.33 it/sec, obj=[ 0.28935221 11.1610047 ]]
        INFO - 08:35:50:     10%|▉         | 952/10000 [00:01<00:14, 622.27 it/sec, obj=[ 0.2893522  11.16100486]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 10
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.17209711488213686
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [-2.20268248e-13 -1.49106976e-08]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | -0.4810551882910383 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        |  0.1720971148821369 |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 4.08083348 14.19726265]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 | -0.4810551882910383 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        |  0.1720971148821369 |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:     10%|▉         | 953/10000 [00:01<00:14, 616.61 it/sec, obj=[ 0.23414712 11.70558644]]
        INFO - 08:35:50:     10%|▉         | 954/10000 [00:01<00:14, 616.67 it/sec, obj=[ 0.22881851 11.76043162]]
        INFO - 08:35:50:     10%|▉         | 955/10000 [00:01<00:14, 616.59 it/sec, obj=[ 0.22831142 11.76567383]]
        INFO - 08:35:50:     10%|▉         | 956/10000 [00:01<00:14, 616.53 it/sec, obj=[ 0.2282634  11.76617049]]
        INFO - 08:35:50:     10%|▉         | 957/10000 [00:01<00:14, 616.48 it/sec, obj=[ 0.22825885 11.76621751]]
        INFO - 08:35:50:     10%|▉         | 958/10000 [00:01<00:14, 616.41 it/sec, obj=[ 0.22825842 11.76622196]]
        INFO - 08:35:50:     10%|▉         | 959/10000 [00:01<00:14, 616.35 it/sec, obj=[ 0.22825838 11.76622238]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 10
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.15413318279754634
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [ 5.10258502e-13 -4.67227972e-08]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.14159265358979  | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | -0.5436997672227943 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        |  0.1541331827975463 |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 3.5707293  14.51914704]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.14159265358979  | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 | -0.5436997672227943 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        |  0.1541331827975463 |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:     10%|▉         | 960/10000 [00:01<00:14, 610.89 it/sec, obj=[ 0.17853381 12.30194918]]
        INFO - 08:35:50:     10%|▉         | 961/10000 [00:01<00:14, 610.95 it/sec, obj=[ 0.17283298 12.36645075]]
        INFO - 08:35:50:     10%|▉         | 962/10000 [00:01<00:14, 610.88 it/sec, obj=[ 0.17219878 12.37367093]]
        INFO - 08:35:50:     10%|▉         | 963/10000 [00:01<00:14, 610.83 it/sec, obj=[ 0.1721288  12.37446823]]
        INFO - 08:35:50:     10%|▉         | 964/10000 [00:01<00:14, 610.78 it/sec, obj=[ 0.17212108 12.37455613]]
        INFO - 08:35:50:     10%|▉         | 965/10000 [00:01<00:14, 610.73 it/sec, obj=[ 0.17212023 12.37456582]]
        INFO - 08:35:50:     10%|▉         | 966/10000 [00:01<00:14, 610.67 it/sec, obj=[ 0.17212014 12.37456689]]
        INFO - 08:35:50:     10%|▉         | 967/10000 [00:01<00:14, 610.63 it/sec, obj=[ 0.17212013 12.374567  ]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 11
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.13597098951358078
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [ 3.75699472e-13 -1.53922746e-08]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | -0.6100363519846259 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        |  0.1359709895135808 |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 3.06062511 14.84103143]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.141592653589793 | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 | -0.6100363519846259 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        |  0.1359709895135808 |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:     10%|▉         | 968/10000 [00:01<00:14, 605.33 it/sec, obj=[ 0.12821418 12.89964645]]
        INFO - 08:35:50:     10%|▉         | 969/10000 [00:01<00:14, 605.39 it/sec, obj=[ 0.12228921 12.97498679]]
        INFO - 08:35:50:     10%|▉         | 970/10000 [00:01<00:14, 605.33 it/sec, obj=[ 0.12151899 12.98487437]]
        INFO - 08:35:50:     10%|▉         | 971/10000 [00:01<00:14, 605.30 it/sec, obj=[ 0.12142001 12.98614668]]
        INFO - 08:35:50:     10%|▉         | 972/10000 [00:01<00:14, 605.24 it/sec, obj=[ 0.12140731 12.98630995]]
        INFO - 08:35:50:     10%|▉         | 973/10000 [00:01<00:14, 605.20 it/sec, obj=[ 0.12140568 12.98633089]]
        INFO - 08:35:50:     10%|▉         | 974/10000 [00:01<00:14, 605.16 it/sec, obj=[ 0.12140547 12.98633358]]
        INFO - 08:35:50:     10%|▉         | 975/10000 [00:01<00:14, 605.12 it/sec, obj=[ 0.12140545 12.98633392]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 11
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.11759181075714328
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [ 7.90478794e-14 -5.31944961e-08]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+--------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |       Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+--------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | -0.681633912301451 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        | 0.1175918107571433 |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+--------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 2.55052093 15.16291582]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+--------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |       Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+--------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 | -3.141592653589792 | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 | -0.681633912301451 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        | 0.1175918107571433 |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+--------------------+-------------------+-------+
        INFO - 08:35:50:     10%|▉         | 976/10000 [00:01<00:15, 599.71 it/sec, obj=[ 0.08406651 13.49806287]]
        INFO - 08:35:50:     10%|▉         | 977/10000 [00:01<00:15, 599.77 it/sec, obj=[ 0.07818579 13.58605722]]
        INFO - 08:35:50:     10%|▉         | 978/10000 [00:01<00:15, 599.84 it/sec, obj=[ 0.0772876  13.59973118]]
        INFO - 08:35:50:     10%|▉         | 979/10000 [00:01<00:15, 599.80 it/sec, obj=[ 0.07715224 13.60179742]]
        INFO - 08:35:50:     10%|▉         | 980/10000 [00:01<00:15, 599.75 it/sec, obj=[ 0.0771319  13.60210817]]
        INFO - 08:35:50:     10%|▉         | 981/10000 [00:01<00:15, 599.72 it/sec, obj=[ 0.07712884 13.60215487]]
        INFO - 08:35:50:     10%|▉         | 982/10000 [00:01<00:15, 599.68 it/sec, obj=[ 0.07712838 13.60216189]]
        INFO - 08:35:50:     10%|▉         | 983/10000 [00:01<00:15, 599.64 it/sec, obj=[ 0.07712831 13.60216294]]
        INFO - 08:35:50:     10%|▉         | 984/10000 [00:01<00:15, 599.59 it/sec, obj=[ 0.0771283 13.6021631]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 12
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.09895508019083565
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [ 5.01820807e-14 -2.91785931e-08]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.141592653589792 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | -0.7610861674840845 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        | 0.09895508019083565 |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 2.04041674 15.48480021]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.141592653589792 | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 | -0.7610861674840845 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        | 0.09895508019083565 |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:     10%|▉         | 985/10000 [00:01<00:15, 594.47 it/sec, obj=[ 0.04791436 14.0959123 ]]
        INFO - 08:35:50:     10%|▉         | 986/10000 [00:01<00:15, 594.45 it/sec, obj=[ 0.04269424 14.1995577 ]]
        INFO - 08:35:50:     10%|▉         | 987/10000 [00:01<00:15, 594.52 it/sec, obj=[ 0.04174981 14.21914056]]
        INFO - 08:35:50:     10%|▉         | 988/10000 [00:01<00:15, 594.47 it/sec, obj=[ 0.04157981 14.22269634]]
        INFO - 08:35:50:     10%|▉         | 989/10000 [00:01<00:15, 594.45 it/sec, obj=[ 0.04154925 14.22333646]]
        INFO - 08:35:50:     10%|▉         | 990/10000 [00:01<00:15, 594.33 it/sec, obj=[ 0.04154376 14.22345151]]
        INFO - 08:35:50:     10%|▉         | 991/10000 [00:01<00:15, 594.30 it/sec, obj=[ 0.04154278 14.22347218]]
        INFO - 08:35:50:     10%|▉         | 992/10000 [00:01<00:15, 594.27 it/sec, obj=[ 0.0415426 14.2234759]]
        INFO - 08:35:50:     10%|▉         | 993/10000 [00:01<00:15, 594.24 it/sec, obj=[ 0.04154257 14.22347656]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 12
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.07997062492691796
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [-1.88071780e-13 -1.50570939e-07]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.141592653589786 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 |  -0.853391377166826 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        | 0.07997062492691796 |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 1.53031256 15.80668461]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.141592653589786 | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 |  -0.853391377166826 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        | 0.07997062492691796 |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:     10%|▉         | 994/10000 [00:01<00:15, 589.17 it/sec, obj=[ 0.02404016 14.6895733 ]]
        INFO - 08:35:50:     10%|▉         | 995/10000 [00:01<00:15, 589.24 it/sec, obj=[ 0.02023392 14.87188951]]
        INFO - 08:35:50:     10%|▉         | 996/10000 [00:01<00:15, 589.32 it/sec, obj=[ 0.02056571 14.84511341]]
        INFO - 08:35:50:     10%|▉         | 997/10000 [00:01<00:15, 589.29 it/sec, obj=[ 0.02037868 14.85389941]]
        INFO - 08:35:50:     10%|▉         | 998/10000 [00:01<00:15, 589.26 it/sec, obj=[ 0.02037886 14.85392822]]
        INFO - 08:35:50:     10%|▉         | 999/10000 [00:01<00:15, 589.36 it/sec, obj=[ 0.0203787 14.8539023]]
        INFO - 08:35:50:     10%|█         | 1000/10000 [00:01<00:15, 589.46 it/sec, obj=[ 0.02037868 14.8538997 ]]
        INFO - 08:35:50:     10%|█         | 1001/10000 [00:01<00:15, 589.56 it/sec, obj=[ 0.02037868 14.85389944]]
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Successive iterates of the objective function are closer than ftol_rel or ftol_abs. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 11
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.06040920532383892
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [5.60111716e-07 9.04408340e-06]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.124905919705975 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 |  -0.930882763564246 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        | 0.06040920532383892 |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 1.02020837 16.128569  ]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.124905919705975 | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 |  -0.930882763564246 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        | 0.06040920532383892 |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:     10%|█         | 1002/10000 [00:01<00:15, 584.69 it/sec, obj=[9.12656513e-03 1.54680181e+01]]
        INFO - 08:35:50:     10%|█         | 1003/10000 [00:01<00:15, 584.77 it/sec, obj=[8.87250539e-03 1.54740102e+01]]
        INFO - 08:35:50:     10%|█         | 1004/10000 [00:01<00:15, 584.83 it/sec, obj=[8.60530127e-03 1.54984959e+01]]
        INFO - 08:35:50:     10%|█         | 1005/10000 [00:01<00:15, 584.86 it/sec, obj=[8.71508496e-03 1.54907982e+01]]
        INFO - 08:35:50:     10%|█         | 1006/10000 [00:01<00:15, 585.06 it/sec, obj=[8.65534154e-03 1.54949807e+01]]
        INFO - 08:35:50:     10%|█         | 1007/10000 [00:01<00:15, 585.25 it/sec, obj=[8.62877532e-03 1.54968455e+01]]
        INFO - 08:35:50:     10%|█         | 1008/10000 [00:01<00:15, 585.46 it/sec, obj=[8.61645775e-03 1.54977112e+01]]
        INFO - 08:35:50:     10%|█         | 1009/10000 [00:01<00:15, 585.65 it/sec, obj=[8.61063610e-03 1.54981206e+01]]
        INFO - 08:35:50:     10%|█         | 1010/10000 [00:01<00:15, 585.86 it/sec, obj=[8.60785971e-03 1.54983159e+01]]
        INFO - 08:35:50:     10%|█         | 1011/10000 [00:01<00:15, 586.05 it/sec, obj=[8.60652993e-03 1.54984094e+01]]
        INFO - 08:35:50:     10%|█         | 1012/10000 [00:01<00:15, 586.24 it/sec, obj=[8.60589171e-03 1.54984543e+01]]
        INFO - 08:35:50:     10%|█         | 1013/10000 [00:01<00:15, 586.44 it/sec, obj=[8.60558510e-03 1.54984759e+01]]
        INFO - 08:35:50:     10%|█         | 1014/10000 [00:01<00:15, 586.64 it/sec, obj=[8.60543773e-03 1.54984863e+01]]
        INFO - 08:35:50:     10%|█         | 1015/10000 [00:01<00:15, 586.83 it/sec, obj=[8.60536688e-03 1.54984913e+01]]
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        INFO - 08:35:50:     10%|█         | 1018/10000 [00:01<00:15, 587.30 it/sec, obj=[8.61227591e-03 1.54980070e+01]]
        INFO - 08:35:50:     10%|█         | 1019/10000 [00:01<00:15, 587.49 it/sec, obj=[8.60715287e-03 1.54983661e+01]]
        INFO - 08:35:50:     10%|█         | 1020/10000 [00:01<00:15, 587.69 it/sec, obj=[8.60582973e-03 1.54984588e+01]]
        INFO - 08:35:50:     10%|█         | 1021/10000 [00:01<00:15, 587.89 it/sec, obj=[8.60548691e-03 1.54984828e+01]]
        INFO - 08:35:50:     10%|█         | 1022/10000 [00:01<00:15, 588.08 it/sec, obj=[8.60539802e-03 1.54984891e+01]]
        INFO - 08:35:50:     10%|█         | 1023/10000 [00:01<00:15, 588.28 it/sec, obj=[8.60537496e-03 1.54984907e+01]]
        INFO - 08:35:50:     10%|█         | 1024/10000 [00:01<00:15, 588.48 it/sec, obj=[8.60536898e-03 1.54984911e+01]]
        INFO - 08:35:50:     10%|█         | 1025/10000 [00:01<00:15, 588.67 it/sec, obj=[8.60536743e-03 1.54984912e+01]]
        INFO - 08:35:50:     10%|█         | 1026/10000 [00:01<00:15, 588.86 it/sec, obj=[8.60536702e-03 1.54984912e+01]]
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        INFO - 08:35:50:     10%|█         | 1028/10000 [00:01<00:15, 589.13 it/sec, obj=[8.62175402e-03 1.54973431e+01]]
        INFO - 08:35:50:     10%|█         | 1029/10000 [00:01<00:15, 589.32 it/sec, obj=[8.60792871e-03 1.54983117e+01]]
        INFO - 08:35:50:     10%|█         | 1030/10000 [00:01<00:15, 589.52 it/sec, obj=[8.60577027e-03 1.54984630e+01]]
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        INFO - 08:35:50:     10%|█         | 1032/10000 [00:01<00:15, 589.91 it/sec, obj=[8.60537704e-03 1.54984905e+01]]
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        INFO - 08:35:50:     10%|█         | 1038/10000 [00:01<00:15, 590.94 it/sec, obj=[8.71509071e-03 1.54908260e+01]]
        INFO - 08:35:50:     10%|█         | 1039/10000 [00:01<00:15, 591.13 it/sec, obj=[8.61635248e-03 1.54977214e+01]]
        INFO - 08:35:50:     10%|█         | 1040/10000 [00:01<00:15, 591.31 it/sec, obj=[8.60652186e-03 1.54984103e+01]]
        INFO - 08:35:50:     10%|█         | 1041/10000 [00:01<00:15, 591.50 it/sec, obj=[8.60548903e-03 1.54984827e+01]]
        INFO - 08:35:50:     10%|█         | 1042/10000 [00:01<00:15, 591.68 it/sec, obj=[8.60537992e-03 1.54984903e+01]]
        INFO - 08:35:50:     10%|█         | 1043/10000 [00:01<00:15, 591.87 it/sec, obj=[8.60536839e-03 1.54984911e+01]]
        INFO - 08:35:50:     10%|█         | 1044/10000 [00:01<00:15, 592.06 it/sec, obj=[8.60536717e-03 1.54984912e+01]]
        INFO - 08:35:50:     10%|█         | 1045/10000 [00:01<00:15, 592.26 it/sec, obj=[8.60536704e-03 1.54984912e+01]]
        INFO - 08:35:50:     10%|█         | 1046/10000 [00:01<00:15, 592.42 it/sec, obj=[8.60536703e-03 1.54984912e+01]]
        INFO - 08:35:50:     10%|█         | 1047/10000 [00:01<00:15, 592.60 it/sec, obj=[8.60536702e-03 1.54984912e+01]]
        INFO - 08:35:50:     10%|█         | 1048/10000 [00:01<00:15, 592.79 it/sec, obj=[8.60536702e-03 1.54984912e+01]]
        INFO - 08:35:50:     10%|█         | 1049/10000 [00:01<00:15, 592.86 it/sec, obj=[8.71509076e-03 1.54908267e+01]]
        INFO - 08:35:50:     10%|█         | 1050/10000 [00:01<00:15, 593.06 it/sec, obj=[8.61630673e-03 1.54977247e+01]]
     WARNING - 08:35:50: Optimization found no feasible point; the least infeasible point is selected.
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:50:    Solution:
     WARNING - 08:35:50:       The solution is not feasible.
        INFO - 08:35:50:       Objective: -0.040466751751926475
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [ 0.00013485 -0.01630359]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.087316862617205 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | -0.9646691227098176 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        | 0.04046675175192647 |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
     WARNING - 08:35:50: No feasible optimum has been found for phi_beta = [ 1.02020837 16.128569  ]
        INFO - 08:35:50: Solving mNBI sub-problem for phi_beta = [ 0.51010419 16.45045339]
        INFO - 08:35:50: Optimization problem:
        INFO - 08:35:50:    minimize -t_extraction
        INFO - 08:35:50:    with respect to t, x, y
        INFO - 08:35:50:    subject to constraints:
        INFO - 08:35:50:       beta_sub_optim_constraint <= 0.0
        INFO - 08:35:50:    over the design space:
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:       | x    | -3.141592653589793 |  -3.087316862617205 | 3.141592653589793 | float |
        INFO - 08:35:50:       | y    | -3.141592653589793 | -0.9646691227098176 | 3.141592653589793 | float |
        INFO - 08:35:50:       | t    |        -inf        | 0.04046675175192647 |        inf        | float |
        INFO - 08:35:50:       +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:     11%|█         | 1051/10000 [00:01<00:15, 587.70 it/sec, obj=[2.39861934e-03 1.61472739e+01]]
        INFO - 08:35:50:     11%|█         | 1052/10000 [00:01<00:15, 587.68 it/sec, obj=[2.50701749e-03 1.60834102e+01]]
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        INFO - 08:35:50:     11%|█         | 1055/10000 [00:01<00:15, 588.01 it/sec, obj=[2.10013625e-03 1.61299283e+01]]
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        INFO - 08:35:50:     11%|█         | 1087/10000 [00:01<00:15, 592.92 it/sec, obj=[2.09937894e-03 1.61300130e+01]]
        INFO - 08:35:50:     11%|█         | 1088/10000 [00:01<00:15, 592.99 it/sec, obj=[2.10013625e-03 1.61299275e+01]]
        INFO - 08:35:50:     11%|█         | 1089/10000 [00:01<00:15, 593.07 it/sec, obj=[2.09945463e-03 1.61300045e+01]]
        INFO - 08:35:50:     11%|█         | 1090/10000 [00:01<00:15, 593.16 it/sec, obj=[2.09938651e-03 1.61300122e+01]]
        INFO - 08:35:50:     11%|█         | 1091/10000 [00:01<00:15, 593.34 it/sec, obj=[2.09937970e-03 1.61300129e+01]]
        INFO - 08:35:50:     11%|█         | 1092/10000 [00:01<00:15, 593.52 it/sec, obj=[2.09937902e-03 1.61300130e+01]]
        INFO - 08:35:50:     11%|█         | 1093/10000 [00:01<00:15, 593.70 it/sec, obj=[2.09937895e-03 1.61300130e+01]]
        INFO - 08:35:50:     11%|█         | 1094/10000 [00:01<00:14, 593.86 it/sec, obj=[2.09937894e-03 1.61300130e+01]]
        INFO - 08:35:50:     11%|█         | 1095/10000 [00:01<00:14, 594.04 it/sec, obj=[2.09937894e-03 1.61300130e+01]]
        INFO - 08:35:50:     11%|█         | 1096/10000 [00:01<00:14, 594.22 it/sec, obj=[2.09937894e-03 1.61300130e+01]]
        INFO - 08:35:50:     11%|█         | 1097/10000 [00:01<00:14, 594.40 it/sec, obj=[2.09937894e-03 1.61300130e+01]]
        INFO - 08:35:50:     11%|█         | 1098/10000 [00:01<00:14, 594.57 it/sec, obj=[2.09937894e-03 1.61300130e+01]]
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        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: Maximum number of iterations reached. GEMSEO stopped the driver.
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 52
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       The solution is feasible.
        INFO - 08:35:50:       Objective: -0.020324141386589323
        INFO - 08:35:50:       Standardized constraints:
        INFO - 08:35:50:          beta_sub_optim_constraint = [5.67628278e-10 3.40475537e-05]
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | Name |    Lower bound     |        Value        |    Upper bound    | Type  |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50:          | x    | -3.141592653589793 |  -3.041694142116649 | 3.141592653589793 | float |
        INFO - 08:35:50:          | y    | -3.141592653589793 | -0.9809806738509521 | 3.141592653589793 | float |
        INFO - 08:35:50:          | t    |        -inf        | 0.02032414138658932 |        inf        | float |
        INFO - 08:35:50:          +------+--------------------+---------------------+-------------------+-------+
        INFO - 08:35:50: Optimization result:
        INFO - 08:35:50:    Optimizer info:
        INFO - 08:35:50:       Status: None
        INFO - 08:35:50:       Message: None
        INFO - 08:35:50:       Number of calls to the objective function by the optimizer: 1210
        INFO - 08:35:50:    Solution:
        INFO - 08:35:50:       Objective: 5.184922387175974
        INFO - 08:35:50:    Pareto efficient solutions:
        INFO - 08:35:50:       Pareto optimal points : 244 / 1099
        INFO - 08:35:50:       Utopia point : [0.        1.0000026]
        INFO - 08:35:50:       Compromise solution (closest to utopia) : [[1.21779944 5.30885792]]
        INFO - 08:35:50:       Distance from utopia : 4.477641080897207
        INFO - 08:35:50:       Objective values:
        INFO - 08:35:50:          +------+---------+---------+---------+
        INFO - 08:35:50:          | name |       1 |       2 |       3 |
        INFO - 08:35:50:          +------+---------+---------+---------+
        INFO - 08:35:50:          |    1 |       0 | 24.9951 |  1.2178 |
        INFO - 08:35:50:          |    2 | 16.7723 |       1 | 5.30886 |
        INFO - 08:35:50:          +------+---------+---------+---------+
        INFO - 08:35:50:       Design space:
        INFO - 08:35:50:          +-------+-------------+----+----------+-----------+-------------+-------+
        INFO - 08:35:50:          |  name | lower_bound |  1 |        2 |         3 | upper_bound |  type |
        INFO - 08:35:50:          +-------+-------------+----+----------+-----------+-------------+-------+
        INFO - 08:35:50:          | x (1) |    -3.14159 | -3 | 0.999363 |  -3.14159 |     3.14159 | float |
        INFO - 08:35:50:          | y (1) |    -3.14159 | -1 |  2.00003 | 0.0944181 |     3.14159 | float |
        INFO - 08:35:50:          +-------+-------------+----+----------+-----------+-------------+-------+




.. GENERATED FROM PYTHON SOURCE LINES 76-82

Display the Pareto front
------------------------
|g| 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.

.. GENERATED FROM PYTHON SOURCE LINES 82-83

.. code-block:: Python

    execute_post(opt_problem, post_name="ParetoFront", save=False, show=True)



.. image-sg:: /examples/multi_objective/images/sphx_glr_plot_mnbi_poloni_001.png
   :alt: Pareto front
   :srcset: /examples/multi_objective/images/sphx_glr_plot_mnbi_poloni_001.png
   :class: sphx-glr-single-img


.. rst-class:: sphx-glr-script-out

 .. code-block:: none


    <gemseo.post.pareto_front.ParetoFront object at 0x7f6e05ce41c0>




.. rst-class:: sphx-glr-timing

   **Total running time of the script:** (0 minutes 2.675 seconds)


.. _sphx_glr_download_examples_multi_objective_plot_mnbi_poloni.py:

.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-example

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download Jupyter notebook: plot_mnbi_poloni.ipynb <plot_mnbi_poloni.ipynb>`

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download Python source code: plot_mnbi_poloni.py <plot_mnbi_poloni.py>`

    .. container:: sphx-glr-download sphx-glr-download-zip

      :download:`Download zipped: plot_mnbi_poloni.zip <plot_mnbi_poloni.zip>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_