Table 6.
Network Structure | Correlation Coefficient | Matching Error | Activation Function—Neurons | |||||
---|---|---|---|---|---|---|---|---|
Set | Set | Hidden | Output | |||||
Training | Test | Validation | Training | Test | Validation | |||
MLP 1-2-1 |
0.99566 | 0.99609 | 0.99579 | 0.00008085 | 0.000073 | 0.000073 | hyperbolic tangent | linear |
MLP 1-6-1 |
0.99560 | 0.99606 | 0.99574 | 0.00008197 | 0.000074 | 0.000074 | linear | linear |
MLP 1-3-1 |
0.99575 | 0.99614 | 0.99582 | 0.00007990 | 0.000073 | 0.000074 | linear | linear |
MLP 1-2-1 |
0.99575 | 0.99614 | 0.99582 | 0.00007911 | 0.000072 | 0.000073 | linear | linear |
MLP 1-7-1 |
0.995022 | 0.99552 | 0.99523 | 0.00011079 | 0.000101 | 0.000099 | hyperbolic tangent | exponential |