Open Access
表4
对比实验结果
| 模型 | 指标 | 预测步长4 | 预测步长8 | 预测步长16 | 预测步长32 |
| TCN | MAE | 4.085 4 | 4.210 1 | 4.604 1 | 5.043 2 |
| MSE | 28.642 2 | 30.944 4 | 36.501 2 | 45.893 8 | |
| RMSE | 5.351 8 | 5.562 7 | 6.041 6 | 6.774 5 | |
| Transformer | MAE | 4.219 2 | 4.302 3 | 4.418 4 | 5.183 3 |
| MSE | 27.042 1 | 27.945 1 | 32.044 5 | 39.217 7 | |
| RMSE | 5.200 2 | 5.286 3 | 5.660 7 | 6.262 4 | |
| CEEMDAN-CNN | MAE | 4.352 2 | 4.731 5 | 4.768 5 | 5.344 6 |
| MSE | 35.348 2 | 34.983 2 | 37.054 1 | 41.440 4 | |
| RMSE | 5.192 6 | 5.698 6 | 6.035 5 | 6.434 6 | |
| MOGWO | MAE | 4.153 1 | 4.382 9 | 4.850 8 | 4.977 8 |
| MSE | 28.163 5 | 31.049 4 | 35.071 2 | 44.012 6 | |
| RMSE | 5.306 6 | 5.572 2 | 5.922 1 | 6.634 2 | |
| CEEMDAN-Informer | MAE | 3.509 2 | 4.039 8 | 4.305 6 | 4.570 7 |
| MSE | 20.009 5 | 23.466 2 | 28.993 9 | 35.272 9 | |
| RMSE | 4.473 2 | 4.844 2 | 5.384 6 | 5.939 1 |
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