SOH estimation on Battery Mission Profile B7 to B5
0.44RMSEAS3LSTM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AS3LSTMTtr (Training time)=802.96, Tte (Testing time)=612.342025.12 | 0.44 | 0.92 | |
| CITLTtr (Training time)=14.52, Tte (Testing time)=1.37, L (Hidden nodes)=199.72025.12 | 0.75 | 0.83 | |
| DDANTtr (Training time)=983.32, Tte (Testing time)=12232025.12 | 0.91 | 0.77 | |
| MMD-LSTM-DATtr (Training time)=124.2, Tte (Testing time)=17.382025.12 | 1.92 | 0.55 | |
| BO-CNN-TLTtr (Training time)=50.37, Tte (Testing time)=49.042025.12 | 3.31 | 0.79 | |
| SS-TCATtr (Training time)=9.81, Tte (Testing time)=2.152025.12 | 8.34 | — |