Model | Index | Long | |||
12 | 24 | 48 | 96 | ||
Transformer | MSE | 4.4984 | 7.1566 | 8.1651 | 9.4961 |
MAE | 2.2492 | 3.5783 | 4.0826 | 4.7481 | |
RMSE | 3.4986 | 5.1562 | 6.4896 | 10.1567 | |
MSPE | 0.249 | 0.4892 | 0.8126 | 1.2681 | |
Informer | MSE | 2.4961 | 2.6891 | 5.4891 | 6.1651 |
MAE | 1.2481 | 1.3446 | 2.7446 | 3.0826 | |
RMSE | 1.7864 | 2.7985 | 4.1966 | 8.1556 | |
MSPE | 0.1898 | 0.1916 | 0.2489 | 0.4161 | |
Reformer | MSE | 2.1415 | 3.4156 | 5.4165 | 7.1561 |
MAE | 1.0708 | 1.7078 | 2.7083 | 3.5781 | |
RMSE | 2.7891 | 2.9816 | 5.1695 | 6.1561 | |
MSPE | 0.2417 | 0.3465 | 0.4977 | 0.5492 | |
ICEEMDAN-Xgboost-Transformer | MSE | 6.3489 | 9.1562 | 10.419 | 13.1569 |
MAE | 3.1745 | 4.5781 | 5.2095 | 6.5785 | |
RMSE | 5.4961 | 7.1566 | 10.1516 | 11.1652 | |
MSPE | 0.549 | 0.7892 | 1.518 | 1.9634 | |
ICEEMDAN-Xgboost-Informer | MSE | 4.4156 | 5.1596 | 7.9196 | 10.1561 |
MAE | 2.2078 | 2.5798 | 3.9598 | 5.0781 | |
RMSE | 2.5498 | 2.8161 | 6.1561 | 7.1561 | |
MSPE | 0.2916 | 0.4894 | 0.5713 | 0.9261 | |
ICEEMDAN-Xgboost-Reformer | MSE | 3.1651 | 5.4196 | 9.1652 | 12.1216 |
MAE | 1.5826 | 2.7098 | 4.5826 | 6.0608 | |
RMSE | 4.1296 | 7.1682 | 7.6316 | 9.1647 | |
MSPE | 0.3728 | 0.5741 | 0.9119 | 1.4428 | |
ICEEMDAN-Xgboost-Autoformer | MSE | 1.2498 | 2.4695 | 1.5685 | 0.2792 |
MAE | 0.6249 | 1.2348 | 0.7843 | 0.1390 | |
RMSE | 0.4753 | 0.9278 | 1.5586 | 1.1568 | |
MSPE | 1.8987 | 0.641 | 0.936 | 0.1118 |