├── .gitignore ├── LICENSE ├── README.md ├── data └── link_to_data.txt ├── requirements.txt ├── scripts ├── 1d_spde_prob │ ├── 1d_spde.py │ ├── generate_MC_data_a=e^GRF_bounded.py │ ├── generate_data_a=e^GRF.py │ ├── inverse_problem │ │ ├── experimental_data_1d_exp_lx=0.03_var=1.ipynb │ │ ├── input_field_ground_truth.npy │ │ ├── my_model_weights.h5 │ │ ├── posterior_likscale=0.032.pdf │ │ ├── tf_probability_1d_exp_lx=0.03_var=1_inverse_prob.ipynb │ │ ├── ufipy_ground_truth.npy │ │ └── xfipy_ground_truth.npy │ ├── post_processing.ipynb │ └── uq │ │ └── 1dim_MC_code.ipynb └── 2d_spde_prob │ ├── 2d_spde.py │ ├── generate_MC_data │ ├── generate_MC_data_a=e^GRF_bounded.py │ ├── generate_MC_data_a=e^warped_bounded.py │ └── generate_MC_data_uncertain_ls_a=e^GRF_bounded.py │ ├── generate_data │ ├── generate_data_a=e^GRF.py │ ├── generate_data_a=e^stratified.ipynb │ ├── generate_data_a=e^warped.ipynb │ └── generate_data_multiple_ellxs_a=e^GRF_var0.75 │ │ ├── gen_many.py │ │ ├── generate_data.py │ │ └── heateqsolver.py │ ├── post_processing │ └── post_processing.ipynb │ └── uq │ ├── uqcase_1 │ └── 2dim_MC_code.ipynb │ ├── uqcase_2 │ └── 2dim_MC_code.ipynb │ └── uqcase_3 │ └── 2dim_MC_code.ipynb └── trained_models ├── 1d_spde_prob ├── data_file_and_dnn_architecture.txt └── my_model_weights.h5 └── 2d_spde_prob ├── 1_2dim_eg_var0.75 ├── data_file_and_dnn_architecture.txt └── my_model_weights.h5 ├── 2_warped ├── data_file_and_dnn_architecture.txt └── my_model_weights.h5 ├── 3_channelized_permeability_fields ├── data_file_and_dnn_architecture.txt └── my_model_weights.h5 ├── 4_multiple_ellxs_var0.75 ├── data_file_and_dnn_architecture.txt └── my_model_weights.h5 └── 5_merged ├── data_file_and_dnn_architecture.txt └── my_model_weights.h5 /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveScienceLab/variational-elliptic-SPDE/HEAD/.gitignore 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