├── .gitignore ├── CITATION.cff ├── README.md ├── analysis ├── EDA.ipynb └── PF_current.ipynb ├── exp └── gpi_ls.sh ├── image ├── SAC_episode_reward.png ├── SAC_shot_21747_operation_0D.png ├── SAC_shot_21747_operation_control.png ├── control_performance.gif ├── control_performance_new.gif ├── example_control.png ├── example_prediction.png ├── example_reward.png ├── example_shape_control.png ├── scheme.png ├── shot_21474_operation_0D.png └── shot_21474_operation_control.png ├── play_controller.py ├── play_mo_controller.py ├── plot_pareto_front_morl.py ├── result ├── DDPG_PER_shot_21747_operation_0D.png ├── DDPG_PER_shot_21747_operation_control.png ├── DDPG_PER_stochastic_shot_21747_operation_0D.png ├── DDPG_PER_stochastic_shot_21747_operation_control.png ├── DDPG_ani_shot_21747_operation_control.gif ├── DDPG_episode_result.png ├── DDPG_shape-control_Transformer_episode_reward.png ├── DDPG_shot_21747_operation_0D.png ├── DDPG_shot_21747_operation_control.png ├── MORL_GPI_LS_Pareto_frontier_GPI-LS_multi-objective_Transformer_seed_40.png ├── MORL_GPI_LS_Pareto_frontier_GPI-LS_multi-objective_Transformer_seed_41.png ├── MORL_GPI_LS_Pareto_frontier_GPI-LS_multi-objective_Transformer_seed_42.png ├── MORL_GPI_LS_Pareto_frontier_GPI-LS_multi-objective_Transformer_seed_43.png ├── MORL_GPI_LS_Pareto_frontier_GPI-LS_multi-objective_Transformer_seed_44.png ├── MORL_GPI_LS_Pareto_frontier_total.png ├── NSTransformer_seq_10_pred_1_3_DF_Robust_with_real_data.png ├── NSTransformer_seq_10_pred_1_3_DF_Robust_without_real_data.png ├── NStransformer_seq_10_pred_1_interval_3_multi-objective_Robust_with_real_data.png ├── NStransformer_seq_10_pred_1_interval_3_multi-objective_Robust_without_real_data.png ├── NStransformer_seq_10_pred_1_interval_3_params-control_Robust_with_real_data.png ├── NStransformer_seq_10_pred_1_interval_3_params-control_Robust_without_real_data.png ├── NStransformer_seq_10_pred_1_interval_3_shape-control_Robust_msv_with_real_data.png ├── NStransformer_seq_10_pred_1_interval_3_shape-control_Robust_msv_without_real_data.png ├── NStransformer_seq_10_pred_1_interval_3_shape-control_Robust_with_real_data.png ├── NStransformer_seq_10_pred_1_interval_3_shape-control_Robust_without_real_data.png ├── PINN_comparison.png ├── PINN_params-control_comparison.png ├── PINN_params-control_profile.png ├── PINN_params-control_psi_norm.png ├── PINN_profile.png ├── PINN_psi_norm.png ├── SAC_MORL_GPI_LS_Pareto_frontier.png ├── SAC_PER_shot_21747_operation_0D.png ├── SAC_PER_shot_21747_operation_control.png ├── SAC_PER_stochastic_shot_21747_operation_0D.png ├── SAC_PER_stochastic_shot_21747_operation_control.png ├── SAC_ani_shot_21474_operation_control.gif ├── SAC_ani_shot_21747_operation_control.gif ├── SAC_diff_ani_shot_21747_operation_control.gif ├── SAC_diff_episode_reward.png ├── SAC_diff_shot_21747_operation_0D.png ├── SAC_diff_shot_21747_operation_control.png ├── SAC_episode_reward.png ├── SAC_multi-objective_Transformer_CAPS_ani_shot_30399_operation_control.gif ├── SAC_multi-objective_Transformer_CAPS_shot_30399_operation_0D.png ├── SAC_multi-objective_Transformer_CAPS_shot_30399_operation_control.png ├── SAC_multi-objective_Transformer_ani_shot_30399_operation_control.gif ├── SAC_multi-objective_Transformer_betan-250_q95-520_ani_shot_30399_operation_control.gif ├── SAC_multi-objective_Transformer_betan-250_q95-520_episode_reward.png ├── SAC_multi-objective_Transformer_betan-250_q95-520_shot_30399_operation_0D.png ├── SAC_multi-objective_Transformer_betan-250_q95-520_shot_30399_operation_control.png ├── SAC_multi-objective_Transformer_shot_30399_operation_0D.png ├── SAC_multi-objective_Transformer_shot_30399_operation_control.png ├── SAC_params-control_Transformer_CAPS_betan-300_episode_reward.png ├── SAC_params-control_Transformer_PER_CAPS_betan-300_episode_reward.png ├── SAC_params-control_Transformer_PER_CAPS_betan-300_shot_30399_operation_0D.png ├── SAC_params-control_Transformer_PER_CAPS_betan-300_shot_30399_operation_control.png ├── SAC_params-control_Transformer_betan-250_ani_shot_30399_operation_control.gif ├── SAC_params-control_Transformer_betan-250_episode_reward.png ├── SAC_params-control_Transformer_betan-250_shot_30399_operation_0D.png ├── SAC_params-control_Transformer_betan-250_shot_30399_operation_control.png ├── SAC_params-control_Transformer_episode_reward.png ├── SAC_params-control_Transformer_shot_30399_operation_0D.png ├── SAC_params-control_Transformer_shot_30399_operation_control.png ├── SAC_shape-control_Transformer_CAPS_ani_shot_30399_operation_control.gif ├── SAC_shape-control_Transformer_CAPS_episode_reward.png ├── SAC_shape-control_Transformer_CAPS_shot_30399_operation_0D.png ├── SAC_shape-control_Transformer_CAPS_shot_30399_operation_control.png ├── SAC_shape-control_Transformer_ani_shot_30399_operation_control.gif ├── SAC_shape-control_Transformer_betan-250_kappa-170_ani_shot_30399_operation_control.gif ├── SAC_shape-control_Transformer_betan-250_kappa-170_episode_reward.png ├── SAC_shape-control_Transformer_betan-250_kappa-170_shot_30399_operation_0D.png ├── SAC_shape-control_Transformer_betan-250_kappa-170_shot_30399_operation_control.png ├── SAC_shape-control_Transformer_betan-300_kappa-150_ani_shot_30399_operation_control.gif ├── SAC_shape-control_Transformer_betan-300_kappa-150_episode_reward.png ├── SAC_shape-control_Transformer_betan-300_kappa-150_shot_30399_operation_0D.png ├── SAC_shape-control_Transformer_betan-300_kappa-150_shot_30399_operation_control.png ├── SAC_shape-control_Transformer_episode_reward.png ├── SAC_shape-control_Transformer_shot_30399_operation_0D.png ├── SAC_shape-control_Transformer_shot_30399_operation_control.png ├── SAC_shape-control_Transformer_stochastic_ani_shot_30399_operation_control.gif ├── SAC_shape-control_Transformer_stochastic_episode_reward.png ├── SAC_shape-control_Transformer_stochastic_shot_30399_operation_0D.png ├── SAC_shape-control_Transformer_stochastic_shot_30399_operation_control.png ├── SAC_shot_21474_operation_0D.png ├── SAC_shot_21474_operation_control.png ├── SAC_shot_21747_operation_0D.png ├── SAC_shot_21747_operation_control.png ├── SimpleSCINet_seq12_dis1_with_real_data.png ├── SimpleSCINet_seq12_dis1_without_real_data.png ├── SimpleSCINet_seq16_dis16_with_real_data.png ├── SimpleSCINet_seq16_dis16_without_real_data.png ├── SimpleSCINet_seq40_dis40_with_real_data.png ├── SimpleSCINet_seq40_dis40_without_real_data.png ├── Transformer_DF_noise_all_seq10_dis1_with_real_data.png ├── Transformer_DF_noise_all_seq10_dis1_without_real_data.png ├── Transformer_DF_seq10_dis1_with_real_data.png ├── Transformer_DF_seq10_dis1_without_real_data.png ├── Transformer_multi_step_DILATE_seq10_dis30_without_real_data.png ├── Transformer_multi_step_seq10_dis10_without_real_data.png ├── Transformer_multi_step_seq10_dis30_without_real_data.png ├── Transformer_multi_step_seq20_dis10_without_real_data.png ├── Transformer_multi_step_seq20_dis20_without_real_data.png ├── Transformer_multi_step_seq32_dis128_without_real_data.png ├── Transformer_multi_step_seq32_dis16_without_real_data.png ├── Transformer_multi_step_seq40_dis40_without_real_data.png ├── Transformer_multi_step_seq40_dis80_without_real_data.png ├── Transformer_seq10_dis1_RevIN_with_real_data.png ├── Transformer_seq10_dis1_RevIN_without_real_data.png ├── Transformer_seq10_dis1_with_real_data.png ├── Transformer_seq10_dis1_without_real_data.png ├── Transformer_seq16_dis4_with_real_data.png ├── Transformer_seq16_dis4_without_real_data.png ├── Transformer_seq20_dis10_with_real_data.png ├── Transformer_seq20_dis10_without_real_data.png ├── Transformer_seq20_dis12_with_real_data.png ├── Transformer_seq20_dis12_without_real_data.png ├── Transformer_seq20_dis20_with_real_data.png ├── Transformer_seq20_dis20_without_real_data.png ├── Transformer_seq20_dis4_with_real_data.png ├── Transformer_seq20_dis4_without_real_data.png ├── Transformer_seq20_dis8_with_real_data.png ├── Transformer_seq20_dis8_without_real_data.png ├── Transformer_seq32_dis16_with_real_data.png ├── Transformer_seq32_dis16_without_real_data.png ├── Transformer_seq32_dis8_with_real_data.png ├── Transformer_seq32_dis8_without_real_data.png ├── Transformer_seq40_dis40_with_real_data.png ├── Transformer_seq40_dis40_without_real_data.png ├── Transformer_seq40_dis80_with_real_data.png ├── Transformer_seq40_dis80_without_real_data.png ├── Transformer_seq_10_pred_1_Robust_with_real_data.png ├── Transformer_seq_10_pred_1_Robust_without_real_data.png ├── Transformer_seq_10_pred_1_interval_3_multi-objective_Robust_msv_with_real_data.png ├── Transformer_seq_10_pred_1_interval_3_multi-objective_Robust_msv_without_real_data.png ├── Transformer_seq_10_pred_1_interval_3_multi-objective_Robust_with_real_data.png ├── Transformer_seq_10_pred_1_interval_3_multi-objective_Robust_without_real_data.png ├── Transformer_seq_10_pred_1_interval_3_params-control_DF_Robust_msv_with_real_data.png ├── Transformer_seq_10_pred_1_interval_3_params-control_DF_Robust_msv_without_real_data.png ├── Transformer_seq_10_pred_1_interval_3_params-control_DF_Robust_with_real_data.png ├── Transformer_seq_10_pred_1_interval_3_params-control_DF_Robust_without_real_data.png ├── Transformer_seq_10_pred_1_interval_3_params-control_Robust_msv_with_real_data.png ├── Transformer_seq_10_pred_1_interval_3_params-control_Robust_msv_without_real_data.png ├── Transformer_seq_10_pred_1_interval_3_params-control_Robust_with_real_data.png ├── Transformer_seq_10_pred_1_interval_3_params-control_Robust_without_real_data.png ├── Transformer_seq_10_pred_1_interval_3_shape-control_DF_Robust_msv_with_real_data.png ├── Transformer_seq_10_pred_1_interval_3_shape-control_DF_Robust_msv_without_real_data.png ├── Transformer_seq_10_pred_1_interval_3_shape-control_DF_Robust_with_real_data.png ├── Transformer_seq_10_pred_1_interval_3_shape-control_DF_Robust_without_real_data.png ├── Transformer_seq_10_pred_1_interval_3_shape-control_Robust_msv_ver2_with_real_data.png ├── Transformer_seq_10_pred_1_interval_3_shape-control_Robust_msv_ver2_without_real_data.png ├── Transformer_seq_10_pred_1_interval_3_shape-control_Robust_msv_with_real_data.png ├── Transformer_seq_10_pred_1_interval_3_shape-control_Robust_msv_without_real_data.png ├── Transformer_seq_10_pred_1_interval_3_shape-control_Robust_ver2_with_real_data.png ├── Transformer_seq_10_pred_1_interval_3_shape-control_Robust_ver2_without_real_data.png ├── Transformer_seq_10_pred_1_interval_3_shape-control_Robust_with_real_data.png ├── Transformer_seq_10_pred_1_interval_3_shape-control_Robust_without_real_data.png ├── ani_shot_21474_operation_control.gif ├── contour-test.png ├── contour_params-control-test.png ├── nn_env_feedforward.png ├── nn_env_without_feedforward.png ├── shot_21474_operation_0D.png └── shot_21474_operation_control.png ├── src ├── GSsolver │ ├── GradShafranov.py │ ├── KSTAR_setup.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── GradShafranov.cpython-39.pyc │ │ ├── KSTAR_setup.cpython-39.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── dataset.cpython-39.pyc │ │ ├── eqdsk.cpython-39.pyc │ │ ├── evaluate.cpython-39.pyc │ │ ├── find_critical.cpython-39.pyc │ │ ├── generate_pf_data.cpython-39.pyc │ │ ├── loss.cpython-39.pyc │ │ ├── model.cpython-39.pyc │ │ ├── train.cpython-39.pyc │ │ ├── train_contour.cpython-39.pyc │ │ └── util.cpython-39.pyc │ ├── dataset.py │ ├── eqdsk │ │ ├── eqdsk.ipynb │ │ └── eqdsk.py │ ├── evaluate.py │ ├── examples │ │ ├── PINN_solver.ipynb │ │ ├── deep_ritznet.py │ │ └── test.py │ ├── find_critical.py │ ├── loss.py │ ├── model.py │ ├── toy_dataset │ │ ├── g028911.004060 │ │ └── g028911_004060.npz │ ├── train.py │ ├── train_contour.py │ ├── unify_n_grid.py │ └── util.py ├── __init__.py ├── __pycache__ │ ├── CustomDataset.cpython-39.pyc │ ├── __init__.cpython-39.pyc │ ├── config.cpython-39.pyc │ ├── evaluate_env.cpython-39.pyc │ ├── loss.cpython-39.pyc │ ├── nn_env.cpython-39.pyc │ ├── predict_env.cpython-39.pyc │ └── train_env.cpython-39.pyc ├── config.py ├── morl │ ├── __pycache__ │ │ ├── sac_gpi_ls.cpython-39.pyc │ │ └── utility.cpython-39.pyc │ ├── sac_gpi_ls.py │ └── utility.py ├── nn_env │ ├── NStransformer.py │ ├── RevIN.py │ ├── SCINet.py │ ├── __init__.py │ ├── __pycache__ │ │ ├── NStransformer.cpython-39.pyc │ │ ├── RevIN.cpython-39.pyc │ │ ├── SCINet.cpython-39.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── config.cpython-39.pyc │ │ ├── dataset.cpython-39.pyc │ │ ├── evaluate.cpython-39.pyc │ │ ├── evaluate_multi_step.cpython-39.pyc │ │ ├── forgetting.cpython-39.pyc │ │ ├── generate_numerical_data.cpython-39.pyc │ │ ├── loss.cpython-39.pyc │ │ ├── metric.cpython-39.pyc │ │ ├── model.cpython-39.pyc │ │ ├── predict.cpython-39.pyc │ │ ├── predict_multi_step.cpython-39.pyc │ │ ├── train.cpython-39.pyc │ │ ├── train_multi_step.cpython-39.pyc │ │ ├── transformer.cpython-39.pyc │ │ ├── transformer_multi_step.cpython-39.pyc │ │ ├── transformer_revised.cpython-39.pyc │ │ └── utility.cpython-39.pyc │ ├── config.py │ ├── dataset.py │ ├── evaluate.py │ ├── evaluate_multi_step.py │ ├── forgetting.py │ ├── generate_numerical_data.py │ ├── loss.py │ ├── metric.py │ ├── predict.py │ ├── predict_multi_step.py │ ├── train.py │ ├── train_multi_step.py │ ├── transformer.py │ ├── transformer_multi_step.py │ └── utility.py └── rl │ ├── PER.py │ ├── SumTree.py │ ├── __pycache__ │ ├── PER.cpython-39.pyc │ ├── SumTree.cpython-39.pyc │ ├── actions.cpython-39.pyc │ ├── buffer.cpython-39.pyc │ ├── ddpg.cpython-39.pyc │ ├── env.cpython-39.pyc │ ├── evaluate.cpython-39.pyc │ ├── rewards.cpython-39.pyc │ ├── sac.cpython-39.pyc │ ├── train.cpython-39.pyc │ ├── utility.cpython-39.pyc │ └── video_generator.cpython-39.pyc │ ├── actions.py │ ├── buffer.py │ ├── ddpg.py │ ├── env.py │ ├── rewards.py │ ├── sac.py │ ├── utility.py │ └── video_generator.py ├── train_0D_predictor.py ├── train_GS_solver.py ├── train_contour_predictor.py ├── train_controller.py └── train_mo_controller.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ZINZINBIN/Tokamak-Plasma-Operation-Control-based-on-RL/HEAD/.gitignore -------------------------------------------------------------------------------- /CITATION.cff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ZINZINBIN/Tokamak-Plasma-Operation-Control-based-on-RL/HEAD/CITATION.cff -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ZINZINBIN/Tokamak-Plasma-Operation-Control-based-on-RL/HEAD/README.md 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