Research Article

Twin Support Vector Machine Method for Identification of Wiener Models

Table 1

TSVR: root mean square errors between true and estimated output in Example 1 for test data set using various filter poles and filter orders. The other hyperparameters were fixed as = , = = , and .

RMSE CPU time

0.1 1 0.1142 19.8875
2 0.0807 19.7093
3 0.0657 18.1007
4 0.0638 22.0200
5 0.0625 23.6666
6 0.0574 18.2303
7 0.0540 18.6477
8 0.0542 22.4743
9 0.0560 21.5188
10 0.0588 25.2510

0.2 0.0548 18.6072
0.3 0.0569 24.6136
0.4 7 0.0615 19.4013
0.5 0.0833 20.5413
0.6 0.1011 18.9904