Table 3.
Network Structure | Correlation Coefficient | Matching Error | Activation Function—Neurons | |||||
---|---|---|---|---|---|---|---|---|
Set | Set | Hidden | Output | |||||
Training | Test | Validation | Training | Test | Validation | |||
MLP 1-5-1 |
0.99861 | 0.99725 | 0.99896 | 0.020398 | 0.020601 | 0.020035 | logistic | logistic |
MLP 1-3-1 |
0.99934 | 0.99786 | 0.99970 | 0.00002987 | 0.0000968 | 0.0000130 | linear | linear |
MLP 1-6-1 |
0.99879 | 0.99742 | 0.99917 | 0.0001570 | 0.0002180 | 0.00013725 | logistic | linear |
MLP 1-2-1 |
0.99924 | 0.99781 | 0.99961 | 0.00003421 | 0.00009938 | 0.00001723 | hyperbolic tangent | linear |
MLP 1-2-1 |
0.99934 | 0.99786 | 0.99970 | 0.000029725 | 0.00009698 | 0.000012916 | linear | linear |