Table 4 CNN and RNN compared the experimental prediction results.
From: A conditional random field based feature learning framework for battery capacity prediction
CNN | RNN | RMSE | MAPE |
|---|---|---|---|
Single layer | LSTM | 0.0367 | 0.0264 |
GRU | 0.0589 | 0.0352 | |
BiLSTM | 0.0496 | 0.0314 | |
Double layer | LSTM | 0.0248 | 0.0141 |
GRU | 0.0316 | 0.0236 | |
BiLSTM | 0.0421 | 0.0272 |