模型 |
| 预测步长 | |||||
| 24 | 48 | 96 | 168 | 366 | ||
GMEC-Informer | MSE | 0.0995 | 0.1782 | 0.1654 | 0.1603 | 0.2475 | |
MAE | 0.2535 | 0.3608 | 0.3398 | 0.3350 | 0.4252 | ||
Informer | MSE | 0.1244 | 0.2229 | 0.2607 | 0.3307 | 0.2901 | |
MAE | 0.2879 | 0.3991 | 0.4313 | 0.5014 | 0.3989 | ||
Informer+ | MSE | 0.1126 | 0.2739 | 0.2415 | 0.3772 | 0.4058 | |
MAE | 0.2725 | 0.4518 | 0.4133 | 0.5360 | 0.5632 | ||
LSTM | MSE | 0.1214 | 0.1892 | 0.2034 | 0.2133 | 0.3235 | |
MAE | 0.2638 | 0.1761 | 0.3472 | 0.3513 | 0.4473 | ||
GRU | MSE | 0.1963 | 0.2048 | 0.2297 | 0.2426 | 0.2614 | |
MAE | 0.3521 | 0.3592 | 0.3790 | 0.3902 | 0.4061 | ||
ARIMA | MSE | 0.1310 | 0.2246 | 0.1680 | 0.3565 | 0.3678 | |
MAE | 0.2816 | 0.3709 | 0.3475 | 0.3904 | 0.4037 | ||
RNN | MSE | 0.1926 | 0.2194 | 0.3638 | 0.4331 | 0.6010 | |
MAE | 0.3339 | 0.3498 | 0.4473 | 0.4709 | 0.5645 | ||