Table 4 Optimized parameters of ANFIS, RSA, GWO, and WOA models.
Model | Parameter | Value |
|---|---|---|
ANFIS | Fuzzy structure | Sugeno- type |
Initial FIS for training | Genfis3 | |
The type of membership functions | Gaussian | |
The membership function of output | Linear | |
Optimization method | Hybrid | |
Number of fuzzy rules | 8 | |
The maximum number of epochs | 1000 | |
RSA | Population size | 30 |
Iteration number | 1000 | |
Beta (β) | 0.10 | |
Alfa (α) | 0.15 | |
WOA | a | 2–0 |
r | min = 0 and max = 1 | |
Iterations number | 1000 | |
Population size | 30 | |
GWO | a | 2–0 |
r | min = 0 and max = 1 | |
Iterations number | 1000 | |
Population size | 30 |
