SOC prediction on FTP-75
0.2327MAELSTM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LSTMTemperature=45°C2026.05 | 0.2327 | 0.3269 | 1.9538 | |
| C2L-NetTemperature=45°C2026.05 | 0.2723 | 0.378 | 2.0656 | |
| TTSNetTemperature=45°C2026.05 | 0.3448 | 0.4696 | 2.7997 | |
| Transformer encoderTemperature=45°C2026.05 | 0.3523 | 0.442 | 2.5327 | |
| TCNTemperature=45°C2026.05 | 0.3888 | 0.5232 | 3.5769 | |
| C2L-NetTemperature=25°C2026.05 | 0.4055 | 0.5896 | 3.3789 | |
| GRUTemperature=15°C2026.05 | 0.4698 | 0.6461 | 4.1299 | |
| GRUTemperature=35°C2026.05 | 0.4772 | 0.6592 | 4.1564 | |
| TTSNetTemperature=25°C2026.05 | 0.4806 | 0.7107 | 4.4645 | |
| Transformer encoderTemperature=35°C2026.05 | 0.5304 | 0.6824 | 3.4088 | |
| LSTMTemperature=35°C2026.05 | 0.5372 | 0.7313 | 3.5796 | |
| C2L-NetTemperature=35°C2026.05 | 0.5496 | 0.7462 | 5.2353 | |
| C2L-NetTemperature=15°C2026.05 | 0.5496 | 0.7462 | 5.2353 | |
| Transformer encoderTemperature=25°C2026.05 | 0.5521 | 0.7186 | 4.6819 | |
| TTSNetTemperature=15°C2026.05 | 0.5663 | 0.8402 | 5.7459 | |
| GRUTemperature=25°C2026.05 | 0.5833 | 0.7432 | 5.4428 | |
| TCNTemperature=35°C2026.05 | 0.595 | 0.7542 | 3.8662 | |
| LSTMTemperature=25°C2026.05 | 0.6019 | 0.8121 | 5.3082 | |
| Transformer encoderTemperature=15°C2026.05 | 0.6088 | 0.7989 | 4.9604 | |
| TTSNetTemperature=35°C2026.05 | 0.6128 | 0.7825 | 3.529 | |
| LSTMTemperature=15°C2026.05 | 0.6524 | 0.89 | 4.1034 | |
| TCN-ShortTemperature=45°C2026.05 | 0.671 | 0.925 | 5.49 | |
| GRUTemperature=45°C2026.05 | 0.7328 | 0.9512 | 5.6871 | |
| Transformer encoderTemperature=5°C2026.05 | 0.8072 | 1.113 | 5.7629 | |
| TCN-ShortTemperature=35°C2026.05 | 0.831 | 1.19 | 23.264 | |
| TCN-ShortTemperature=25°C2026.05 | 0.974 | 1.38 | 54.062 | |
| C2L-NetTemperature=5°C2026.05 | 0.9744 | 1.2238 | 7.1213 | |
| GRUTemperature=5°C2026.05 | 1.0119 | 1.3841 | 6.4654 | |
| TCN-ShortTemperature=15°C2026.05 | 1.069 | 1.592 | 12.886 | |
| TTSNetTemperature=5°C2026.05 | 1.1508 | 1.4456 | 8.2374 | |
| TCN-ShortTemperature=5°C2026.05 | 1.163 | 1.732 | 13.925 | |
| TCNTemperature=25°C2026.05 | 1.3145 | 1.8096 | 10.1419 | |
| LSTMTemperature=5°C2026.05 | 1.3606 | 1.722 | 7.5379 | |
| TCNTemperature=15°C2026.05 | 2.0535 | 2.6526 | 13.073 | |
| TCNTemperature=5°C2026.05 | 5.1506 | 6.953 | 19.2782 |