Table 1 Predicted effected of different parameters.
From: Prediction of lithium-ion battery SOC based on the fusion of MHA and ConvolGRU
Parameter | Parameter selection | MAE | RMSE |
|---|---|---|---|
Epoch | 50 | 0.0651 | 0.0817 |
100 | 0.0123 | 0.0154 | |
200 | 0.0053 | 0.0067 | |
400 | 0.0427 | 0.0538 | |
Batch_size | 32 | 0.0053 | 0.0067 |
64 | 0.0639 | 0.2529 | |
128 | 0.2130 | 0.2901 | |
Learning Rate | 0.001 | 0.0102 | 0.0126 |
0.0001 | 0.0053 | 0.0067 | |
0.00001 | 0.0418 | 0.0525 | |
Dropout | 0 | 0.0053 | 0.0067 |
0.3 | 0.0229 | 0.0287 | |
0.5 | 0.0120 | 0.0149 |
