| 模型 | MAPE | MAE | RMSE | R2 |
| HA | 28.23% | 57.81 | 81.12 | 0.71 |
| BP | 10.78% | 24.95 | 32.90 | 0.95 |
| CNN-GRU | 10.78% | 26.54 | 34.93 | 0.95 |
| CNN-GRU-Attention | 10.21% | 25.28 | 34.48 | 0.95 |
| CNN-BiGRU-Attention | 7.71% | 19.55 | 26.66 | 0.97 |