├── .gitignore ├── CNN-LSTM_SOH.ipynb ├── CNN-LSTM_SOH_Epoch.ipynb ├── CNN-LSTM_SOH_Parallel.ipynb ├── CNN-LSTM_SOH_scaler.ipynb ├── LSTM_SOH_Parallel.ipynb ├── License ├── README.md ├── RFB_CSV_data.csv ├── RNN_SOH_Parallel.ipynb ├── SOH_func_scaler.py ├── __pycache__ ├── SOH_func.cpython-310.pyc └── SOH_func_scaler.cpython-310.pyc ├── data_csv ├── CYCLE_CSV_data00.csv ├── CYCLE_CSV_data01.CSV ├── CYCLE_CSV_data02.csv ├── CYCLE_CSV_data04.csv └── CYCLE_CSV_data05.csv ├── data_raw └── zlibwapi.dll └── outputs ├── CNN-LSTM ├── ErrRate-RMSE(0.0042)MAE(0.0040).png └── Estimation-RMSE(0.0042)MAE(0.0040).png ├── Epochs └── RMSEGraph.png ├── FINAL ├── 64FL-64UN-1000EP-20SQ │ ├── ErrRate-RMSE(0.0044)MAE(0.0039).png │ ├── ErrRate-RMSE(0.0054)MAE(0.0049).png │ ├── Estimation-RMSE(0.0044)MAE(0.0039).png │ └── Estimation-RMSE(0.0054)MAE(0.0049).png ├── 64FL-64UN-2000EP-20SQ │ ├── ErrRate-RMSE(0.0047)MAE(0.0043).png │ └── Estimation-RMSE(0.0047)MAE(0.0043).png └── 64FL-64UN-2000EP-30SQ │ ├── ErrRate-RMSE(0.0042)MAE(0.0040).png │ └── Estimation-RMSE(0.0042)MAE(0.0040).png ├── FINAL_add └── 6FL-64UN-2000EP-30SQ │ ├── ErrRate-RMSE(0.0061)MAE(0.0054).png │ └── Estimation-RMSE(0.0061)MAE(0.0054).png ├── LSTM ├── ErrRate-RMSE(0.0053)MAE(0.0049).png └── Estimation-RMSE(0.0053)MAE(0.0049).png ├── LSTM_Comparison_Parallel ├── 64FL-64UN-1000EP-20SQ │ ├── ErrRate-RMSE(0.0048)MAE(0.0043).png │ └── Estimation-RMSE(0.0048)MAE(0.0043).png └── 64FL-64UN-2000EP-30SQ │ ├── ErrRate-RMSE(0.0053)MAE(0.0049).png │ └── Estimation-RMSE(0.0053)MAE(0.0049).png ├── RNN ├── ErrRate-RMSE(0.0078)MAE(0.0070).png └── Estimation-RMSE(0.0078)MAE(0.0070).png ├── RNN_Comparison └── 64FL-64UN-2000EP-30SQ │ ├── ErrRate-RMSE(0.0078)MAE(0.0070).png │ └── Estimation-RMSE(0.0078)MAE(0.0070).png ├── Scaler_Norm ├── 128FL-32UN-1000EP-20SQ │ ├── ErrRate-RMSE(0.0074)MAE(0.0064).png │ ├── ErrRate-RMSE(0.0087)MAE(0.0073).png │ ├── ErrRate-RMSE(0.0120)MAE(0.0091).png │ ├── Estimation-RMSE(0.0074)MAE(0.0064).png │ ├── Estimation-RMSE(0.0087)MAE(0.0073).png │ └── Estimation-RMSE(0.0120)MAE(0.0091).png └── 6FL-64UN-2000EP-30SQ │ ├── ErrRate-RMSE(0.0037)MAE(0.0035).png │ └── Estimation-RMSE(0.0037)MAE(0.0035).png ├── Scaler_Parallel_Dropout0.1_Dense └── 64FL-64UN-2000EP-20SQ │ ├── ErrRate-RMSE(0.0040)MAE(0.0035).png │ └── Estimation-RMSE(0.0040)MAE(0.0035).png └── 비교군 결과 그래프.zip /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/pnpsuM/SOH_Est_CNN-LSTM/HEAD/.gitignore -------------------------------------------------------------------------------- /CNN-LSTM_SOH.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/pnpsuM/SOH_Est_CNN-LSTM/HEAD/CNN-LSTM_SOH.ipynb -------------------------------------------------------------------------------- /CNN-LSTM_SOH_Epoch.ipynb: -------------------------------------------------------------------------------- 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