├── .gitignore ├── ANN ├── ANNSensitivityBP.m ├── ANNSensitivityBPext.m ├── ANNSensitivityFP.m ├── ANN_visualize.m ├── ANNeval.m ├── ANNmod_affinetransf_input.m ├── ANNmod_affinetransf_output.m ├── ANNmod_extractvariables_input.m ├── ANNmod_extractvariables_output.m ├── ANNmod_mat_affinetransf_input.m ├── ANNmod_mat_affinetransf_output.m ├── BuildRandomANN.m ├── Documentation.txt ├── EvaluateANN.m ├── VisualizeANN.m └── plotANN.m ├── LICENSE ├── README.md ├── addpaths.m ├── core ├── dataset_generate.m ├── dataset_generate_random.m ├── dataset_get.m ├── dataset_plot.m ├── dataset_plot_legend.m ├── dataset_save.m ├── datasetcouple_get.m ├── get_norm_L2_time.m ├── metamodel_particularize.m ├── metamodels_comparison.m ├── model_check_derivatives.m ├── model_compute_error.m ├── model_get_output.m ├── model_get_random_test.m ├── model_get_steady_state.m ├── model_makesmart_linear_affineu.m ├── model_show_example.m ├── model_show_rhs_on_train.m ├── model_solve.m ├── model_solve_builder │ ├── advance_types_print_switch.m │ ├── build_model_get_steady_state.m │ ├── build_model_solve.m │ ├── get_advance_types.m │ ├── model_get_steady_state.m │ ├── model_get_steady_state_header.m │ ├── model_get_steady_state_loop_footer.m │ ├── model_get_steady_state_loop_header.m │ ├── model_solve.m │ ├── model_solve_advance_types.m │ ├── model_solve_footer.m │ ├── model_solve_header.m │ └── write_copy_file.m ├── models_comparison.m ├── plotting_get_axes.m ├── problem_get.m ├── problem_getvariablename.m ├── problem_getvariablename_list.m ├── steady_state_generate.m └── steady_state_load.m ├── data_assimilation ├── EKF_timect_FE.m ├── EKF_timect_linstate_CN.m ├── EKF_timediscr.m ├── da_estimate_predict.m ├── da_plot_output.m ├── da_test.m ├── da_test_on_training_set.m ├── dataset_generate_trace.m ├── metamodel_get_stat.m ├── metamodel_get_stat_alpha.m ├── metamodel_get_stat_x.m ├── metamodel_get_stat_x0.m ├── model_alpha_plot.m ├── model_da.m └── slow_dataset_processing.m ├── docs ├── .gitignore ├── Makefile ├── make.bat └── source │ ├── conf.py │ ├── conventions.rst │ ├── documentation │ ├── dataset.rst │ ├── documentation.rst │ ├── example.rst │ ├── model.rst │ ├── problem.rst │ └── test.rst │ ├── index.rst │ ├── installation.rst │ ├── quickstart.rst │ └── tutorial │ ├── learning_with_iiv.rst │ ├── learning_without_iiv.rst │ └── tutorial.rst ├── examples ├── .gitignore ├── parametric_pendulum │ ├── .gitignore │ ├── db.txt │ ├── fig_assimilation_prediction.m │ ├── fig_noise_test.m │ ├── noise_test_generatedata.m │ ├── param_files │ │ ├── opt_param_pend_th0.ini │ │ └── opt_param_pend_th0_c.ini │ ├── param_pend_generate_tests.m │ ├── param_pend_getmodels.m │ ├── param_pend_main.m │ └── problems │ │ ├── param_pend_th0.ini │ │ └── param_pend_th0_c.ini ├── pendulum │ ├── .gitignore │ ├── fig_comparison.m │ ├── fig_phasespace_test.m │ ├── fig_samples.m │ ├── get_dataset.m │ ├── load_ANNs.m │ ├── opt_pendulum.ini │ ├── pendulum.ini │ ├── pendulum_generate_tests.m │ └── pendulum_getmodel.m ├── problem_example.ini ├── testcase │ ├── .gitignore │ ├── db.txt │ ├── db_figures.txt │ ├── fig_alpha_plot.m │ ├── fig_testcase_1var_exp_trainset.m │ ├── fig_testcase_1var_exp_uniqueness.m │ ├── fig_testcase_1var_noise.m │ ├── fig_testcase_1var_noise_generatedata.m │ ├── fig_testcase_exp_assimilation_prediction_coeff.m │ ├── opt_testcase_1var.ini │ ├── opt_testcase_1var_expstab_2a.ini │ ├── opt_testcase_2var.ini │ ├── testcase_1var_bistab.ini │ ├── testcase_1var_exp.ini │ ├── testcase_1var_expstab.ini │ ├── testcase_1var_expstab_2a.ini │ ├── testcase_1var_expstab_osc.ini │ ├── testcase_1var_getmodels.m │ ├── testcase_1var_getmodels_3intvar.m │ ├── testcase_1var_linear.ini │ ├── testcase_2var_exp.ini │ ├── testcase_2var_getmodels.m │ ├── testcase_generate_tests.m │ └── testcase_main.m ├── thermalblock │ ├── .gitignore │ ├── RB_comparison_data.mat │ ├── README │ ├── TB3.ini │ ├── TB9.ini │ ├── TB9_sourceterm.ini │ ├── TB_RB_comparison.m │ ├── TB_generate_tests.m │ ├── TB_getmodel.m │ ├── TB_make_video.m │ ├── fig_TB_RBcomp.m │ ├── fig_TB_snapshots.m │ ├── fig_TB_sourceterm.m │ ├── fig_TB_trainset.m │ ├── fig_samples_test_double.m │ ├── fig_samples_test_mono.m │ ├── load_ANNs.m │ ├── opt_TB.ini │ └── opt_TB_sourceterm.ini ├── transmission_line_circuit │ ├── .gitignore │ ├── INVC.ini │ ├── INVC_getmodel.m │ ├── INVC_sandbox.m │ ├── NTL1.ini │ ├── NTL1_generate_tests.m │ ├── NTL1_getmodel.m │ ├── NTL2.ini │ ├── NTL2_getmodel.m │ ├── fig_NTL1_comparison.m │ ├── fig_NTL1_errors.m │ ├── fig_NTL1_trainset.m │ ├── load_ANNs.m │ └── opt_NTL1.ini ├── tutorial │ ├── NTL1.ini │ ├── NTL1_getmodel.m │ ├── NTL1_getmodel_blackbox.m │ ├── NTL1_opt.ini │ ├── NTL1_tutorial.m │ ├── expmod.ini │ ├── expmod_getmodel.m │ ├── expmod_opt.ini │ └── expmod_tutorial.m └── wave_oned │ ├── .gitignore │ ├── fig_samples_test.m │ ├── fig_solutions.m │ ├── fig_testerror.m │ ├── load_ANNs.m │ ├── opt_wave1D.ini │ ├── wave1D.ini │ ├── wave1D_RB_comparison.m │ ├── wave1D_generate_tests.m │ ├── wave1D_getmodel.m │ └── wave1D_movie.m ├── mor_datadriven ├── backup_data.m ├── modelANN_backup.m ├── modelANN_backupmodels.m ├── modelANN_visualizeANN.m ├── model_get_train_fit.m ├── model_learn.m ├── modelclass_ANN.m ├── modelclass_ANN_alphaconstrained.m ├── modelclass_ANN_alphaconstrained_2pt.m ├── modelclass_ANN_refconstrained.m ├── modelclass_ANN_steadystateconstrained.m ├── modelclass_linear.m ├── modelclass_test_derivatives.m ├── mor_ANN_interpolate_test.m ├── opt_example.ini ├── penalization_alpha_equilibria.m ├── penalization_dfdalpha.m ├── penalization_f_constrained_wrt_alpha.m ├── penalization_initial_state_equilibrium.m ├── penalization_origin_equilibrium.m ├── penalization_params_direct.m ├── penalization_ref_equilibrium.m ├── penalization_rhs_increasing.m ├── penalization_steady_state_increasing.m ├── read_ANNmod_fromfile.m └── read_model_fromfile.m ├── mor_projection ├── POD_getepsilon.m ├── POD_projection.m ├── RB_evaluation.m ├── build_snapshots_matrix.m └── model_project.m ├── optimization ├── LevenbergMarquardt.m ├── LinearSearchScalar.m ├── LinearSearchVectorial.m ├── SteepestDescent.m ├── TestDerivativesNumerically.m ├── lbfgs.m ├── levenberg_marquardt.m ├── linearsearch_vectorial.m └── numerical_diff.m ├── options_example.ini ├── postprocessing ├── dataset_export_table.m ├── make_video.m ├── pgfplots_write3Ddatafile.m └── video_generate.m ├── pyModelLearning ├── __init__.py ├── _version.py └── ann_model.py ├── requirements.txt ├── setup.py └── tools ├── adapt_dimension.m ├── adapt_dimension_struct_field.m ├── create_directory_if_not_found.m ├── database_read.m ├── get_base_options.m ├── get_random_time_course.m ├── get_random_time_course_coloured_noise.m ├── get_random_time_course_regular_increments.m ├── inifile.m ├── iniread.m ├── interp_time_series.m ├── numerical_diff_testconvergence.m ├── numerical_differentiation.m ├── renormalize_back_m1p1.m └── renormalize_m1p1.m /.gitignore: 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