├── .idea ├── .gitignore ├── PINN-Battery-Prognostics.iml ├── inspectionProfiles │ ├── Project_Default.xml │ └── profiles_settings.xml ├── misc.xml ├── modules.xml └── vcs.xml ├── Documents ├── PINN_DeepHPM.jpg └── PINN_Verhulst.jpg ├── Experiments ├── 1 Network Structures │ ├── RUL_CaseA_Baseline.py │ ├── RUL_CaseB_Baseline.py │ ├── RUL_CaseC_Baseline.py │ ├── SoH_CaseA_Baseline.py │ └── SoH_CaseB_Baseline.py ├── 2 DeepHPM Dependency │ ├── RUL_CaseA_DeepHPM_Sum.py │ ├── RUL_CaseB_DeepHPM_Sum.py │ ├── RUL_CaseC_DeepHPM_Sum.py │ ├── SoH_CaseA_DeepHPM_Sum.py │ ├── SoH_CaseA_Verhulst_Sum.py │ ├── SoH_CaseB_DeepHPM_Sum.py │ └── SoH_CaseB_Verhulst_Sum.py ├── 3 Adaptive Balancing │ ├── RUL_CaseA_DeepHPM_AdpBal.py │ ├── RUL_CaseB_DeepHPM_AdpBal.py │ ├── RUL_CaseC_DeepHPM_AdpBal.py │ ├── SoH_CaseA_DeepHPM_AdpBal.py │ ├── SoH_CaseA_Verhulst_AdpBal.py │ ├── SoH_CaseB_DeepHPM_AdpBal.py │ └── SoH_CaseB_Verhulst_AdpBal.py ├── 4 Presentation │ ├── RUL Prognostics │ │ ├── RUL_CaseA_Baseline.py │ │ ├── RUL_CaseA_DeepHPM_AdpBal.py │ │ ├── RUL_CaseA_DeepHPM_Sum.py │ │ ├── RUL_CaseB_Baseline.py │ │ ├── RUL_CaseB_DeepHPM_AdpBal.py │ │ ├── RUL_CaseB_DeepHPM_Sum.py │ │ ├── RUL_CaseC_Baseline.py │ │ ├── RUL_CaseC_DeepHPM_AdpBal.py │ │ └── RUL_CaseC_DeepHPM_Sum.py │ └── SoH Estimation │ │ ├── SoH_CaseA_Baseline.py │ │ ├── SoH_CaseA_DeepHPM_AdpBal.py │ │ ├── SoH_CaseA_DeepHPM_Sum.py │ │ ├── SoH_CaseA_Verhulst_AdpBal.py │ │ ├── SoH_CaseA_Verhulst_Sum.py │ │ ├── SoH_CaseB_Baseline.py │ │ ├── SoH_CaseB_DeepHPM_AdpBal.py │ │ ├── SoH_CaseB_DeepHPM_Sum.py │ │ ├── SoH_CaseB_Verhulst_AdpBal.py │ │ └── SoH_CaseB_Verhulst_Sum.py ├── Helper_Plot.py ├── Settings.py └── Settings │ ├── settings_RUL_CaseA.pth │ ├── settings_RUL_CaseB.pth │ ├── settings_RUL_CaseC.pth │ ├── settings_SoH_CaseA.pth │ └── settings_SoH_CaseB.pth ├── ExtractFeature.m ├── LoadData.m ├── ProcessData.m ├── README.md ├── Results ├── 1 Network Structures │ ├── metric_mean_RUL_CaseA_Baseline.pth │ ├── metric_mean_RUL_CaseB_Baseline.pth │ ├── metric_mean_RUL_CaseC_Baseline.pth │ ├── metric_mean_SoH_CaseA_Baseline.pth │ ├── metric_mean_SoH_CaseB_Baseline.pth │ ├── metric_std_RUL_CaseA_Baseline.pth │ ├── metric_std_RUL_CaseB_Baseline.pth │ ├── metric_std_RUL_CaseC_Baseline.pth │ ├── metric_std_SoH_CaseA_Baseline.pth │ └── metric_std_SoH_CaseB_Baseline.pth ├── 2 DeepHPM Dependency │ ├── metric_mean_RUL_CaseA_DeepHPM_Sum.pth │ ├── metric_mean_RUL_CaseB_DeepHPM_Sum.pth │ ├── metric_mean_RUL_CaseC_DeepHPM_Sum.pth │ ├── metric_mean_SoH_CaseA_DeepHPM_Sum.pth │ ├── metric_mean_SoH_CaseA_Verhulst_Sum.pth │ ├── metric_mean_SoH_CaseB_DeepHPM_Sum.pth │ ├── metric_mean_SoH_CaseB_Verhulst_Sum.pth │ ├── metric_std_RUL_CaseA_DeepHPM_Sum.pth │ ├── metric_std_RUL_CaseB_DeepHPM_Sum.pth │ ├── metric_std_RUL_CaseC_DeepHPM_Sum.pth │ ├── metric_std_SoH_CaseA_DeepHPM_Sum.pth │ ├── metric_std_SoH_CaseA_Verhulst_Sum.pth │ ├── metric_std_SoH_CaseB_DeepHPM_Sum.pth │ └── metric_std_SoH_CaseB_Verhulst_Sum.pth ├── 3 Adaptive Balancing │ ├── metric_mean_RUL_CaseA_DeepHPM_AdpBal.pth │ ├── metric_mean_RUL_CaseB_DeepHPM_AdpBal.pth │ ├── metric_mean_RUL_CaseC_DeepHPM_AdpBal.pth │ ├── metric_mean_SoH_CaseA_DeepHPM_AdpBal.pth │ ├── metric_mean_SoH_CaseA_Verhulst_AdpBal.pth │ ├── metric_mean_SoH_CaseB_DeepHPM_AdpBal.pth │ ├── metric_mean_SoH_CaseB_Verhulst_AdpBal.pth │ ├── metric_std_RUL_CaseA_DeepHPM_AdpBal.pth │ ├── metric_std_RUL_CaseB_DeepHPM_AdpBal.pth │ ├── metric_std_RUL_CaseC_DeepHPM_AdpBal.pth │ ├── metric_std_SoH_CaseA_DeepHPM_AdpBal.pth │ ├── metric_std_SoH_CaseA_Verhulst_AdpBal.pth │ ├── metric_std_SoH_CaseB_DeepHPM_AdpBal.pth │ ├── metric_std_SoH_CaseB_Verhulst_AdpBal.pth │ ├── weights_rounds_RUL_CaseA_DeepHPM_AdpBal.pth │ ├── weights_rounds_RUL_CaseB_DeepHPM_AdpBal.pth │ ├── weights_rounds_RUL_CaseC_DeepHPM_AdpBal.pth │ ├── weights_rounds_SoH_CaseA_DeepHPM_AdpBal.pth │ ├── weights_rounds_SoH_CaseA_Verhulst_AdpBal.pth │ ├── weights_rounds_SoH_CaseB_DeepHPM_AdpBal.pth │ └── weights_rounds_SoH_CaseB_Verhulst_AdpBal.pth └── 4 Presentation │ ├── RUL Prognostics │ ├── RUL_CaseA_Baseline.pth │ ├── RUL_CaseA_DeepHPM_AdpBal.pth │ ├── RUL_CaseA_DeepHPM_Sum.pth │ ├── RUL_CaseB_Baseline.pth │ ├── RUL_CaseB_DeepHPM_AdpBal.pth │ ├── RUL_CaseB_DeepHPM_Sum.pth │ ├── RUL_CaseC_Baseline.pth │ ├── RUL_CaseC_DeepHPM_AdpBal.pth │ └── RUL_CaseC_DeepHPM_Sum.pth │ └── SoH Estimation │ ├── SoH_CaseA_Baseline.pth │ ├── SoH_CaseA_DeepHPM_AdpBal.pth │ ├── SoH_CaseA_DeepHPM_Sum.pth │ ├── SoH_CaseA_Verhulst_AdpBal.pth │ ├── SoH_CaseA_Verhulst_Sum.pth │ ├── SoH_CaseB_Baseline.pth │ ├── SoH_CaseB_DeepHPM_AdpBal.pth │ ├── SoH_CaseB_DeepHPM_Sum.pth │ ├── SoH_CaseB_Verhulst_AdpBal.pth │ └── SoH_CaseB_Verhulst_Sum.pth ├── SeversonBattery.mat └── functions.py /.idea/.gitignore: -------------------------------------------------------------------------------- 1 | # Default ignored files 2 | /shelf/ 3 | /workspace.xml 4 | 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