SOC prediction on PDMHC
0.5512MAEC2L-Net
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| C2L-NetTemperature=45°C2026.05 | 0.5512 | 0.686 | 2.9189 | |
| LSTMTemperature=45°C2026.05 | 0.6054 | 0.79 | 5.6855 | |
| TTSNetTemperature=45°C2026.05 | 0.638 | 0.8246 | 4.7667 | |
| Transformer encoderTemperature=45°C2026.05 | 0.7106 | 0.8785 | 4.1883 | |
| LSTMTemperature=35°C2026.05 | 0.7959 | 1.0471 | 4.9303 | |
| TTSNetTemperature=35°C2026.05 | 0.8332 | 1.2251 | 5.5996 | |
| GRUTemperature=35°C2026.05 | 0.8712 | 1.1668 | 5.1096 | |
| Transformer encoderTemperature=35°C2026.05 | 0.8776 | 1.1012 | 4.497 | |
| C2L-NetTemperature=25°C2026.05 | 0.936 | 1.3255 | 9.3854 | |
| C2L-NetTemperature=35°C2026.05 | 0.9561 | 1.3263 | 7.3945 | |
| C2L-NetTemperature=15°C2026.05 | 0.9561 | 1.3263 | 7.3945 | |
| TCN-ShortTemperature=45°C2026.05 | 1.046 | 1.317 | 5.857 | |
| Transformer encoderTemperature=15°C2026.05 | 1.092 | 1.4362 | 7.0273 | |
| C2L-NetTemperature=5°C2026.05 | 1.1027 | 1.4359 | 7.6053 | |
| TTSNetTemperature=25°C2026.05 | 1.1329 | 1.5744 | 8.2804 | |
| LSTMTemperature=25°C2026.05 | 1.1804 | 1.5203 | 6.5734 | |
| LSTMTemperature=15°C2026.05 | 1.2232 | 1.6953 | 7.7804 | |
| Transformer encoderTemperature=25°C2026.05 | 1.2377 | 1.6142 | 5.3759 | |
| GRUTemperature=25°C2026.05 | 1.247 | 1.8049 | 9.2982 | |
| TTSNetTemperature=15°C2026.05 | 1.2541 | 1.6004 | 6.5053 | |
| GRUTemperature=15°C2026.05 | 1.2568 | 1.8896 | 8.9921 | |
| GRUTemperature=45°C2026.05 | 1.3568 | 1.7348 | 6.461 | |
| Transformer encoderTemperature=5°C2026.05 | 1.4576 | 1.7836 | 7.0913 | |
| TCN-ShortTemperature=35°C2026.05 | 1.469 | 1.862 | 23.11 | |
| TCNTemperature=45°C2026.05 | 1.652 | 2.5447 | 13.9808 | |
| LSTMTemperature=5°C2026.05 | 1.6597 | 2.1164 | 7.465 | |
| TTSNetTemperature=5°C2026.05 | 1.6697 | 2.0404 | 8.2049 | |
| TCN-ShortTemperature=15°C2026.05 | 1.779 | 2.342 | 7.709 | |
| TCN-ShortTemperature=25°C2026.05 | 1.785 | 2.319 | 54.087 | |
| GRUTemperature=5°C2026.05 | 1.9717 | 2.3862 | 7.6474 | |
| TCNTemperature=15°C2026.05 | 2.1287 | 3.0091 | 12.4231 | |
| TCNTemperature=25°C2026.05 | 2.1664 | 3.0731 | 13.9676 | |
| TCN-ShortTemperature=5°C2026.05 | 2.243 | 2.862 | 8.664 | |
| TCNTemperature=35°C2026.05 | 2.4864 | 3.2747 | 11.2047 | |
| TCNTemperature=5°C2026.05 | 3.816 | 5.6463 | 19.0563 |