From: Online estimation of SOH for lithium-ion battery based on SSA-Elman neural network
Method | B0005 | B0006 | B0007 | B0018 | ||||
---|---|---|---|---|---|---|---|---|
RMSE | MAPE (%) | RMSE | MAPE (%) | RMSE | MAPE (%) | RMSE | MAPE (%) | |
Elman | 0.0085 | 0.94 | 0.0210 | 2.15 | 0.0088 | 0.96 | 0.0168 | 1.76 |
LSTM | 0.0051 | 0.49 | 0.0094 | 0.91 | 0.0053 | 0.51 | 0.0082 | 0.79 |
SSA-Elman | 0.0024 | 0.27 | 0.0054 | 0.42 | 0.0026 | 0.25 | 0.0053 | 0.51 |