Table 5: Performance of varying transfer functions on ANN model.
| Activation Function Layer 1 |
Activation Function Layer 2 |
MSE (First Training) |
MSE (Second Training) |
R2 (First Training) |
R2 (Second Training) |
| Logsig |
Logsig |
0.1009 |
0.1190 |
- |
- |
| Logsig |
Purelin |
0.0004 |
0.0004 |
0.9449 |
0.9449 |
| Logsig |
Tansig |
0.0007 |
0.0057 |
0.993 |
0.993 |
| Purelin |
Logsig |
0.3575 |
0.1661 |
0.9429 |
0.9429 |
| Purelin |
Purelin |
0.0536 |
0.0506 |
0.9429 |
0.9429 |
| Purelin |
Tansig |
0.1187 |
0.083 |
0.9411 |
0.9411 |
| Tansig |
Logsig |
0.1307 |
0.1287 |
0.8487 |
0.8487 |
| Tansig |
Purelin |
0.0003 |
0.0003 |
0.9995 |
0.9995 |
| Tansig |
Tansig |
0.0403 |
0.0496 |
0.9296 |
0.9296 |