Table 6 Comparison of prediction results of 4 algorithms.
From: A conditional random field based feature learning framework for battery capacity prediction
Evaluation index | Data | SVM | LSTM | GRU | CNN-LSTM-CRF |
|---|---|---|---|---|---|
RMSE | B05 | 0.0809 | 0.0511 | 0.0510 | 0.0216 |
B06 | 0.0804 | 0.0866 | 0.0818 | 0.0179 | |
B07 | 0.0679 | 0.0475 | 0.0428 | 0.0257 | |
B18 | 0.0731 | 0.0534 | 0.0529 | 0.0316 | |
MAPE | B05 | 0.0567 | 0.0370 | 0.0370 | 0.0161 |
B06 | 0.0606 | 0.0650 | 0.0616 | 0.0081 | |
B07 | 0.0447 | 0.0319 | 0.0288 | 0.0193 | |
B18 | 0.0526 | 0.0479 | 0.0448 | 0.0230 |
