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