Table 5 The error of the extreme values of the test set for three stations.

From: A novel hybrid model by integrating TCN with TVFEMD and permutation entropy for monthly non-stationary runoff prediction

 

Jinle (104m3)

Shangjingyou (104m3)

Lancun (104m3)

Runoff

Error

Runoff

Error

Runoff

Error

Peak runoff

6049

 

625

 

12,362

 

TCN

2005

-4044

503

-122

1964

-10,398

LSTM

2089

-3960

536

-89

1720

-10,642

CNN

1292

-4757

1170

545

2174

-10,188

SVM

1973

-4076

387

-238

1530

-10,832

EMD-TCN

4989

-1060

553

-72

15,437

3075

ICEEMDAN-TCN

4917

-1132

624

-1

9019

-3343

TVFEMD-TCN

6010

-39

627

2

12,280

-82

TVEEMD-PE-LSTM

5910

-139

647

22

11,280

-1082

TVFEMD-PE-CNN

6074

25

682

57

12,136

-226

TVFEMD-PE-SVM

6022

-27

629

4

12,114

-248

TVEEMD-PE-TCN

6039

-10

626

1

12,297

-65