Table 5 Specifications of the developed ANFIS model.
Parameter | Descriptions/value |
|---|---|
Fuzzy structure | Sugno-type |
Initial FIS for training | genfis 3 |
Number of Clusters | 4 |
Partition Matrix Exponent | 2 |
Number of inputs | 4 |
Number of outputs | 1 |
And method | prod |
Or method | probor |
Defuzzification method | wtaver |
Improvement Method | prod |
Number of fuzzy rules | 15 |
Maximum number of iteration | 1000 |
Training maximum epoch number | 1000 |
Minimum Improvement | 1e-5 |
Initial step size | 0.04 |
Step size decrease rate | 0.99 |
Step size increase rate | 1.05 |
Number of nodes | 46 |
Number of linear parameters | 20 |
Number of nonlinear parameters | 30 |
Total number of parameters | 50 |