├── .DS_Store ├── Data_mea ├── .DS_Store ├── data1_sin_smooth │ ├── .DS_Store │ ├── Low_plot-Csx_3d.tiff │ ├── ksx_ijk.dat │ ├── plot-Csx_xz.png │ ├── plot-head_xz.png │ ├── plot-ksx_xz.png │ ├── plot_head.dat │ └── plot_matlab_sin_50d.dat ├── data_smooth_k02_normal │ ├── .DS_Store │ ├── plot-Csx_3d.png │ ├── plot-Csx_xz.png │ ├── plot-head_3d.png │ ├── plot-head_xz.png │ ├── plot-ksx_3d.png │ ├── plot-ksx_xz.png │ ├── plot_matlab_smooth_field_02_normal50d.dat │ └── smooth_field_02_normal.txt ├── data_smooth_k05_normal │ ├── .DS_Store │ ├── plot-Csx_3d.png │ ├── plot-Csx_xz.png │ ├── plot-head_3d.png │ ├── plot-head_xz.png │ ├── plot-ksx_3d.png │ ├── plot-ksx_xz.png │ ├── plot_matlab_smooth_field_05_normal50d.dat │ └── smooth_field_05_normal.txt └── data_smooth_k10_normal │ ├── .DS_Store │ ├── plot-Csx_3d.png │ ├── plot-Csx_xz.png │ ├── plot-head_3d.png │ ├── plot-head_xz.png │ ├── plot-ksx_3d.png │ ├── plot-ksx_xz.png │ ├── plot_matlab_smooth_field_10_normal50d.dat │ ├── record_Xstar.out │ └── smooth_field_10_normal.txt ├── Example_sec3_inputfile ├── .DS_Store ├── run_MPINNs_examples_pro1_ts1s5_opt1_nnC_reg.py ├── run_MPINNs_examples_pro1_ts1s5_opt1_nnC_st.py ├── run_MPINNs_examples_pro1_ts1s5_opt1_nnC_st2.py ├── run_MPINNs_examples_pro2_ts5_opt1_nn23n13.py ├── run_MPINNs_examples_pro2_ts5_opt1_nn43n23.py ├── run_MPINNs_examples_pro2_ts5_opt1_nn43n23_reg.py ├── run_MPINNs_examples_pro2_ts5_opt7_nn23n13.py ├── run_MPINNs_examples_pro2_ts5_opt7_nn43n23.py ├── run_MPINNs_examples_pro31_ts1s5_opt1_nn.py ├── run_MPINNs_examples_pro31_ts1s5_opt1_nn_regularization.py ├── run_MPINNs_pro31_ts1s5_opt1_nn_nk36.py ├── run_MPINNs_pro31_ts1s5_opt1_regularization_new_for_nn33_43.py ├── run_MPINNs_pro31_ts1s5_opt7_nn_reg.py ├── run_MPINNs_pro32_ts1s5_opt1_nn.py └── run_MPINNs_pro33_ts1s5_opt1_nn.py ├── Example_sec4_inputfile ├── .DS_Store ├── run_MPINNs_ds51_pro31_correlation_opt21s5.py ├── run_MPINNs_ds53_pro31_correlation_opt21.py └── run_MPINNs_ds53_pro31_correlation_opt21s5.py ├── README.md ├── Sample_MPINNs_examples ├── .DS_Store └── ds12_pro2_Darcy_reg │ ├── .DS_Store │ └── MPINN_pro2_ts5s5_n43n23_opt1_f400_reg1_1e6 │ ├── figures │ ├── map_f__r111_k36_h36_f400_s0_c64_fc200_pred.png │ ├── map_h__r111_k36_h36_f400_s0_c64_fc200_errors.png │ ├── map_h__r111_k36_h36_f400_s0_c64_fc200_pred.png │ ├── map_k__r111_k36_h36_f400_s0_c64_fc200_errors.png │ └── map_k__r111_k36_h36_f400_s0_c64_fc200_pred.png │ ├── record.out │ ├── record2_bias.out │ ├── record2_weight.out │ ├── record_coor_k36_h36_f400_c64_fc200 │ ├── record_Xc.out │ ├── record_Xf.out │ ├── record_Xfc.out │ ├── record_Xh.out │ ├── record_Xk.out │ └── record_Xstar.out │ ├── record_data.out │ ├── record_loss.out │ ├── record_loss2.out │ └── tf_model_r111_k36_h36_f400_s0_c64_fc200 │ ├── loss_1_0_50000.png │ ├── loss_c_1_0_50000.png │ ├── loss_f_1_0_50000.png │ ├── loss_h_1_0_50000.png │ ├── loss_k_1_0_50000.png │ ├── record_c_pred.out │ ├── record_fh_pred.out │ ├── record_h_pred.out │ ├── record_k_pred.out │ ├── record_rl2_c.out │ ├── record_rl2_h.out │ ├── record_rl2_k.out │ ├── record_rloss.out │ ├── record_rloss_c.out │ ├── record_rloss_h.out │ ├── record_rloss_k.out │ ├── record_rloss_pde_f.out │ ├── rl2_c_1_0_50000.png │ ├── rl2_h_1_0_50000.png │ └── rl2_k_1_0_50000.png ├── main_MPINNs.py ├── sample_MPINNs_examples_pro1_ts1_opt1_nn43n23_sample.py ├── sub_Utilities ├── .DS_Store ├── __pycache__ │ └── sub_func_analysis.cpython-36.pyc ├── sub_func_analysis.py └── sub_func_plot.py └── subcode_MPINN ├── .DS_Store ├── __pycache__ ├── class_PINN_probl.cpython-36.pyc ├── class_tf_models_CAD.cpython-36.pyc ├── class_tf_models_Darcy.cpython-36.pyc └── class_tf_models_Reg.cpython-36.pyc ├── class_PINN_probl.py ├── class_tf_models_CAD.py ├── class_tf_models_Darcy.py └── class_tf_models_Reg.py /.DS_Store: -------------------------------------------------------------------------------- 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