Table 5 The characteristics of several MLP structures.
Run | Hidden layer | Train function | R | MSE | Epoch | ||
|---|---|---|---|---|---|---|---|
1 | 2 | q | Net | New data | |||
1 | 6 | 4 | Trainscg | 0.988871 | 0.0032209 | 0.015980 | 14 |
2 | 6 | 5 | Trainscg | 0.997546 | 0.0014662 | 0.025214 | 25 |
3 | 6 | 5 | Trainscg | 0.996551 | 0.0014323 | 0.025667 | 16 |
4 | 10 | 10 | Trainscg | 0.985651 | 0.0027722 | 0.025556 | 22 |
5 | 6 | 14 | Trainscg | 0.998334 | 0.0015672 | 0.098452 | 13 |
6 | 6 | 16 | Trainscg | 0.998351 | 0.0016943 | 0.019254 | 32 |
7 | 8 | 17 | Trainscg | 0.999167 | 0.0019932 | 0.020350 | 13 |
8 | 12 | 8 | Trainscg | 0.994306 | 0.0016154 | 0.155355 | 29 |
9 | 8 | 4 | Trainscg | 0.992829 | 0.0008781 | 0.050850 | 32 |
11 | 11 | 6 | Trainscg | 0.997632 | 0.0008574 | 0.080555 | 300 |
12 | 15 | 8 | Trainscg | 0.998844 | 0.0005376 | 0.042757 | 87 |
13 | 17 | 8 | Trainbr | 0.999624 | 0.0013030 | 0.517751 | 50 |
14 | 14 | 9 | Trainbr | 0.997924 | 0.0005934 | 0.089754 | 44 |
15 | 11 | 10 | Trainbr | 0.993778 | 0.0006381 | 0.061952 | 56 |
16 | 13 | 12 | Trainbr | 0.992877 | 0.0007459 | 0.058452 | 67 |
17 | 5 | 5 | Trainbr | 0.991301 | 0.0013400 | 0.022575 | 29 |
18 | 15 | 20 | Trainbr | 0.997399 | 0.0008975 | 0.165450 | 122 |
19 | 14 | 25 | Trainbr | 0.998628 | 0.0019403 | 0.116350 | 137 |
20 | 12 | 6 | Trainscg | 0.919018 | 0.0069056 | 0.080658 | 132 |
21 | 9 | 10 | Trainscg | 0.927577 | 0.0079445 | 0.030357 | 50 |
22 | 9 | 11 | Trainscg | 0.902770 | 0.0048026 | 0.025055 | 26 |
23 | 23 | 14 | Trainscg | 0.895403 | 0.0786320 | 0.029658 | 74 |
24 | 12 | 14 | Trainscg | 0.942997 | 0.0229730 | 0.038558 | 111 |
25 | 9 | 11 | Trainscg | 0.963978 | 0.0098485 | 0.027520 | 75 |
26 | 16 | 14 | Trainscg | 0.964364 | 0.0036883 | 0.030589 | 13 |
27 | 19 | 18 | Trainscg | 0.975536 | 0.0088318 | 0.039597 | 114 |