├── DeepOPF+ ├── 0.removing_non_active_constraints │ ├── Finalbranch30.txt │ ├── Finalslack30.txt │ ├── case30_rev_100.py │ └── max-final30.py ├── 1.maximum_calibration_rate │ ├── Bound.txt │ ├── Result30.txt │ ├── case30_rev_100.py │ ├── kkt_milp.py │ ├── pd30_0.txt │ └── pd30_test.txt ├── 2.sufficient_DNN_size │ ├── LPDFINAL.rar │ ├── PreDCOPF_case30_0.93_dnn.pth │ ├── S-COMPARE.rar │ ├── S-PTH.rar │ ├── S-SOLVE │ │ ├── s-solvertime1.txt │ │ ├── s-solvertime10.txt │ │ ├── s-solvertime11.txt │ │ ├── s-solvertime12.txt │ │ ├── s-solvertime13.txt │ │ ├── s-solvertime14.txt │ │ ├── s-solvertime15.txt │ │ ├── s-solvertime16.txt │ │ ├── s-solvertime17.txt │ │ ├── s-solvertime18.txt │ │ ├── s-solvertime19.txt │ │ ├── s-solvertime2.txt │ │ ├── s-solvertime20.txt │ │ ├── s-solvertime21.txt │ │ ├── s-solvertime22.txt │ │ ├── s-solvertime23.txt │ │ ├── s-solvertime24.txt │ │ ├── s-solvertime25.txt │ │ ├── s-solvertime26.txt │ │ ├── s-solvertime27.txt │ │ ├── s-solvertime28.txt │ │ ├── s-solvertime29.txt │ │ ├── s-solvertime3.txt │ │ ├── s-solvertime30.txt │ │ ├── s-solvertime31.txt │ │ ├── s-solvertime32.txt │ │ ├── s-solvertime33.txt │ │ ├── s-solvertime34.txt │ │ ├── s-solvertime35.txt │ │ ├── s-solvertime36.txt │ │ ├── s-solvertime37.txt │ │ ├── s-solvertime38.txt │ │ ├── s-solvertime39.txt │ │ ├── s-solvertime4.txt │ │ ├── s-solvertime40.txt │ │ ├── s-solvertime41.txt │ │ ├── s-solvertime42.txt │ │ ├── s-solvertime5.txt │ │ ├── s-solvertime6.txt │ │ ├── s-solvertime7.txt │ │ ├── s-solvertime8.txt │ │ ├── s-solvertime9.txt │ │ ├── s-total30_all-1.txt │ │ ├── s-total30_all-10.txt │ │ ├── s-total30_all-11.txt │ │ ├── s-total30_all-12.txt │ │ ├── s-total30_all-13.txt │ │ ├── s-total30_all-14.txt │ │ ├── s-total30_all-15.txt │ │ ├── s-total30_all-16.txt │ │ ├── s-total30_all-17.txt │ │ ├── s-total30_all-18.txt │ │ ├── s-total30_all-19.txt │ │ ├── s-total30_all-2.txt │ │ ├── s-total30_all-20.txt │ │ ├── s-total30_all-21.txt │ │ ├── s-total30_all-22.txt │ │ ├── s-total30_all-23.txt │ │ ├── s-total30_all-24.txt │ │ ├── s-total30_all-25.txt │ │ ├── s-total30_all-26.txt │ │ ├── s-total30_all-27.txt │ │ ├── s-total30_all-28.txt │ │ ├── s-total30_all-29.txt │ │ ├── s-total30_all-3.txt │ │ ├── s-total30_all-30.txt │ │ ├── s-total30_all-31.txt │ │ ├── s-total30_all-32.txt │ │ ├── s-total30_all-33.txt │ │ ├── s-total30_all-34.txt │ │ ├── s-total30_all-35.txt │ │ ├── s-total30_all-36.txt │ │ ├── s-total30_all-37.txt │ │ ├── s-total30_all-38.txt │ │ ├── s-total30_all-39.txt │ │ ├── s-total30_all-4.txt │ │ ├── s-total30_all-40.txt │ │ ├── s-total30_all-41.txt │ │ ├── s-total30_all-42.txt │ │ ├── s-total30_all-5.txt │ │ ├── s-total30_all-6.txt │ │ ├── s-total30_all-7.txt │ │ ├── s-total30_all-8.txt │ │ └── s-total30_all-9.txt │ ├── S-SOLVE_TIME │ │ ├── time1.txt │ │ ├── time2.txt │ │ ├── time3.txt │ │ ├── time4.txt │ │ ├── time5.txt │ │ └── time6.txt │ ├── S-TEST.rar │ ├── S-WAIT │ │ ├── WAIT1.txt │ │ ├── WAIT2.txt │ │ ├── WAIT3.txt │ │ ├── WAIT4.txt │ │ ├── WAIT5.txt │ │ └── WAIT6.txt │ ├── S-pdfinal.rar │ ├── case30_rev_100.py │ ├── mainsolve1.py │ ├── mainsolve2.py │ ├── mainsolve3.py │ ├── mainsolve4.py │ ├── mainsolve5.py │ ├── mainsolve6.py │ ├── run1.sh │ ├── run2.sh │ ├── s-TEST_success.txt │ ├── s-increase.txt │ ├── s-index.txt │ ├── s-main1.py │ ├── s-main2.py │ ├── s-main3.py │ ├── s-main4.py │ ├── s-max_find.txt │ ├── s-max_test.txt │ ├── s-total30_all-final.txt │ └── test_data │ │ └── Pre_DC_test_case30-sampling.txt ├── 3.adversarial_sample_algorithm │ ├── 0.generate_training_data │ │ ├── DC_generate_data.py │ │ ├── case30_rev_005.py │ │ ├── case30_rev_010.py │ │ ├── case30_rev_035.py │ │ ├── case30_rev_050.py │ │ ├── case30_rev_070.py │ │ ├── case30_rev_080.py │ │ └── case30_rev_100.py │ ├── 1.first_train │ │ └── train_with_0.07_calibration │ │ │ ├── PreDCOPF_case30_0.93_dnn.pth │ │ │ ├── PreDCOPF_case30_dnn_cpu-new.py │ │ │ ├── PreDCOPF_case30_test_dnn_new.py │ │ │ ├── PreDCOPF_case30_test_dnn_new_withpost.py │ │ │ ├── PreDCOPF_case30_test_ref.py │ │ │ ├── Pre_DC_test_case30-sampling_DNN_0.93_withpost.txt │ │ │ ├── case30_rev_070.py │ │ │ ├── case30_rev_100.py │ │ │ ├── cost.txt │ │ │ ├── test_data │ │ │ └── Pre_DC_test_case30-sampling.txt │ │ │ └── training_data │ │ │ ├── Pre_DC_training_case30-sampling_part_0.93_0.txt │ │ │ ├── Pre_DC_training_case30-sampling_part_0.93_1.txt │ │ │ ├── Pre_DC_training_case30-sampling_part_0.93_2.txt │ │ │ ├── Pre_DC_training_case30-sampling_part_0.93_3.txt │ │ │ └── Pre_DC_training_case30-sampling_part_0.93_4.txt │ └── 2.adversary_training │ │ ├── LPDFINAL │ │ ├── PD_FINAL_0.txt │ │ └── PD_FINAL_1.txt │ │ ├── Pre_DC_training_case30-sampling_part_0.93_0.txt │ │ ├── Pre_DC_training_case30-sampling_part_0.93_1.txt │ │ ├── Pre_DC_training_case30-sampling_part_0.93_2.txt │ │ ├── Pre_DC_training_case30-sampling_part_0.93_3.txt │ │ ├── Pre_DC_training_case30-sampling_part_0.93_4.txt │ │ ├── Pre_DC_training_case30-sampling_part_0.93_5.txt │ │ ├── Pre_DC_training_case30-sampling_part_0.93_6.txt │ │ ├── S-PTH │ │ ├── PreDCOPF_case30_0.93_dnn.pth │ │ └── PreDCOPF_case30_0.93_dnn_1.pth │ │ ├── S-SOLVE │ │ ├── s-solvertime1.txt │ │ ├── s-solvertime10.txt │ │ ├── s-solvertime11.txt │ │ ├── s-solvertime12.txt │ │ ├── s-solvertime13.txt │ │ ├── s-solvertime14.txt │ │ ├── s-solvertime15.txt │ │ ├── s-solvertime16.txt │ │ ├── s-solvertime17.txt │ │ ├── s-solvertime18.txt │ │ ├── s-solvertime19.txt │ │ ├── s-solvertime2.txt │ │ ├── s-solvertime20.txt │ │ ├── s-solvertime21.txt │ │ ├── s-solvertime22.txt │ │ ├── s-solvertime23.txt │ │ ├── s-solvertime24.txt │ │ ├── s-solvertime25.txt │ │ ├── s-solvertime26.txt │ │ ├── s-solvertime27.txt │ │ ├── s-solvertime28.txt │ │ ├── s-solvertime29.txt │ │ ├── s-solvertime3.txt │ │ ├── s-solvertime30.txt │ │ ├── s-solvertime31.txt │ │ ├── s-solvertime32.txt │ │ ├── s-solvertime33.txt │ │ ├── s-solvertime34.txt │ │ ├── s-solvertime35.txt │ │ ├── s-solvertime36.txt │ │ ├── s-solvertime37.txt │ │ ├── s-solvertime38.txt │ │ ├── s-solvertime39.txt │ │ ├── s-solvertime4.txt │ │ ├── s-solvertime40.txt │ │ ├── s-solvertime41.txt │ │ ├── s-solvertime42.txt │ │ ├── s-solvertime5.txt │ │ ├── s-solvertime6.txt │ │ ├── s-solvertime7.txt │ │ ├── s-solvertime8.txt │ │ ├── s-solvertime9.txt │ │ ├── s-total30_all-1.txt │ │ ├── s-total30_all-10.txt │ │ ├── s-total30_all-11.txt │ │ ├── s-total30_all-12.txt │ │ ├── s-total30_all-13.txt │ │ ├── s-total30_all-14.txt │ │ ├── s-total30_all-15.txt │ │ ├── s-total30_all-16.txt │ │ ├── s-total30_all-17.txt │ │ ├── s-total30_all-18.txt │ │ ├── s-total30_all-19.txt │ │ ├── s-total30_all-2.txt │ │ ├── s-total30_all-20.txt │ │ ├── s-total30_all-21.txt │ │ ├── s-total30_all-22.txt │ │ ├── s-total30_all-23.txt │ │ ├── s-total30_all-24.txt │ │ ├── s-total30_all-25.txt │ │ ├── s-total30_all-26.txt │ │ ├── s-total30_all-27.txt │ │ ├── s-total30_all-28.txt │ │ ├── s-total30_all-29.txt │ │ ├── s-total30_all-3.txt │ │ ├── s-total30_all-30.txt │ │ ├── s-total30_all-31.txt │ │ ├── s-total30_all-32.txt │ │ ├── s-total30_all-33.txt │ │ ├── s-total30_all-34.txt │ │ ├── s-total30_all-35.txt │ │ ├── s-total30_all-36.txt │ │ ├── s-total30_all-37.txt │ │ ├── s-total30_all-38.txt │ │ ├── s-total30_all-39.txt │ │ ├── s-total30_all-4.txt │ │ ├── s-total30_all-40.txt │ │ ├── s-total30_all-41.txt │ │ ├── s-total30_all-42.txt │ │ ├── s-total30_all-5.txt │ │ ├── s-total30_all-6.txt │ │ ├── s-total30_all-7.txt │ │ ├── s-total30_all-8.txt │ │ └── s-total30_all-9.txt │ │ ├── S-SOLVE_TIME │ │ ├── time1.txt │ │ ├── time2.txt │ │ ├── time3.txt │ │ ├── time4.txt │ │ ├── time5.txt │ │ └── time6.txt │ │ ├── S-TEST │ │ ├── s-TEST_0.txt │ │ ├── s-TEST_1.txt │ │ ├── s-TEST_10.txt │ │ ├── s-TEST_11.txt │ │ ├── s-TEST_12.txt │ │ ├── s-TEST_13.txt │ │ ├── s-TEST_14.txt │ │ ├── s-TEST_15.txt │ │ ├── s-TEST_16.txt │ │ ├── s-TEST_17.txt │ │ ├── s-TEST_18.txt │ │ ├── s-TEST_19.txt │ │ ├── s-TEST_2.txt │ │ ├── s-TEST_20.txt │ │ ├── s-TEST_21.txt │ │ ├── s-TEST_22.txt │ │ ├── s-TEST_23.txt │ │ ├── s-TEST_24.txt │ │ ├── s-TEST_25.txt │ │ ├── s-TEST_26.txt │ │ ├── s-TEST_27.txt │ │ ├── s-TEST_28.txt │ │ ├── s-TEST_29.txt │ │ ├── s-TEST_3.txt │ │ ├── s-TEST_30.txt │ │ ├── s-TEST_31.txt │ │ ├── s-TEST_32.txt │ │ ├── s-TEST_33.txt │ │ ├── s-TEST_34.txt │ │ ├── s-TEST_35.txt │ │ ├── s-TEST_36.txt │ │ ├── s-TEST_37.txt │ │ ├── s-TEST_38.txt │ │ ├── s-TEST_39.txt │ │ ├── s-TEST_4.txt │ │ ├── s-TEST_40.txt │ │ ├── s-TEST_41.txt │ │ ├── s-TEST_42.txt │ │ ├── s-TEST_43.txt │ │ ├── s-TEST_44.txt │ │ ├── s-TEST_45.txt │ │ ├── s-TEST_46.txt │ │ ├── s-TEST_47.txt │ │ ├── s-TEST_48.txt │ │ ├── s-TEST_49.txt │ │ ├── s-TEST_5.txt │ │ ├── s-TEST_50.txt │ │ ├── s-TEST_51.txt │ │ ├── s-TEST_52.txt │ │ ├── s-TEST_53.txt │ │ ├── s-TEST_54.txt │ │ ├── s-TEST_55.txt │ │ ├── s-TEST_56.txt │ │ ├── s-TEST_57.txt │ │ ├── s-TEST_58.txt │ │ ├── s-TEST_59.txt │ │ ├── s-TEST_6.txt │ │ ├── s-TEST_60.txt │ │ ├── s-TEST_61.txt │ │ ├── s-TEST_62.txt │ │ └── s-TEST_63.txt │ │ ├── S-WAIT │ │ ├── WAIT1.txt │ │ ├── WAIT2.txt │ │ ├── WAIT3.txt │ │ ├── WAIT4.txt │ │ ├── WAIT5.txt │ │ └── WAIT6.txt │ │ ├── S-pdfinal │ │ ├── pd_final_0.txt │ │ └── pd_final_1.txt │ │ ├── Success_0.93_5.txt │ │ ├── Success_0.93_6.txt │ │ ├── TEST_success.txt │ │ ├── case30_rev_070.py │ │ ├── case30_rev_100.py │ │ ├── feasible_train.txt │ │ ├── feasiblecheck_branch.txt │ │ ├── feasiblecheck_slack.txt │ │ ├── mainsolve1.py │ │ ├── mainsolve2.py │ │ ├── mainsolve3.py │ │ ├── mainsolve4.py │ │ ├── mainsolve5.py │ │ ├── mainsolve6.py │ │ ├── s-bias.txt │ │ ├── s-increase.txt │ │ ├── s-index.txt │ │ ├── s-main.py │ │ ├── s-max_find.txt │ │ ├── s-max_test.txt │ │ ├── s-test.txt │ │ ├── s-total30_all-final.txt │ │ ├── s-weight.txt │ │ ├── test_data │ │ └── Pre_DC_test_case30-sampling.txt │ │ ├── testtrainfinish.txt │ │ └── traintime.txt └── readme.docx ├── DeepOPF-ACOPF ├── ACOPF_DNN_test.py ├── ACOPF_DNN_test_with_post_processing.py ├── ACOPF_DNN_train_gpu.py └── pglib_opf_case30_ieee.py ├── DeepOPF-SCDCOPF ├── SCDCOPF_test_dnn.py ├── SCDCOPF_test_dnn_with_projection.py ├── SCDCOPF_training_dnn.py └── pglib_opf_case30_ieee.py └── README.md /DeepOPF+/0.removing_non_active_constraints/Finalbranch30.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Mzhou-cityu/DeepOPF-Codes/HEAD/DeepOPF+/0.removing_non_active_constraints/Finalbranch30.txt -------------------------------------------------------------------------------- /DeepOPF+/0.removing_non_active_constraints/Finalslack30.txt: -------------------------------------------------------------------------------- 1 | 1.6596 -0.658 2 | -------------------------------------------------------------------------------- /DeepOPF+/0.removing_non_active_constraints/case30_rev_100.py: -------------------------------------------------------------------------------- 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