Table 6 The average of fitting criteria of RMSE, RMSE%, AIC, BIC, FI and AAE according to the number of Neurons
The alternatives fort the number of neurons | RMSE | RMSE% (%) | AIC | BIC | FI | AAE |
|---|---|---|---|---|---|---|
10 | 0.7182 | 6.3773 | − 564.3337 | 1319.2794 | 0.9063 | 0.5763 |
20 | 0.6704 | 5.9532 | −682.1601 | 1201.4530 | 0.9184 | 0.5254 |
30 | 0.6581 | 5.8435 | − 714.6754 | 1168.9378 | 0.9213 | 0.5164 |
40 | 0.6473 | 5.7474 | − 744.2704 | 1139.3427 | 0.9238 | 0.4994 |
50 | 0.6532 | 5.8004 | − 727.2888 | 1156.3244 | 0.9225 | 0.5068 |
60 | 0.6414 | 5.6953 | −759.3048 | 1124.3084 | 0.9252 | 0.4942 |
70 | 0.6219 | 5.5218 | −812.3812 | 1071.2320 | 0.9297 | 0.4735 |
80 | 0.6157 | 5.4675 | − 829.2568 | 1054.3563 | 0.9311 | 0.4649 |
90 | 0.6195 | 5.5007 | −819.3154 | 1064.2977 | 0.9302 | 0.4701 |
100 | 0.6051 | 5.3732 | −859.8078 | 1023.8053 | 0.9334 | 0.4536 |