Table 5 The error of the extreme values of the test set for three stations.
| Â | Jinle (104m3) | Shangjingyou (104m3) | Lancun (104m3) | |||
|---|---|---|---|---|---|---|
Runoff | Error | Runoff | Error | Runoff | Error | |
Peak runoff | 6049 | Â | 625 | Â | 12,362 | Â |
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 |