Research Article

Design of Polynomial Fuzzy Radial Basis Function Neural Networks Based on Nonsymmetric Fuzzy Clustering and Parallel Optimization

Table 1

List of the parameters of the HFC-PSSA and boundaries of search space.

HFC-PSSA parameters
 Number of generations200
 Number of subpopulations6
 Number of subsolutions
 Migration interval25 generations
 Number of solutions for search space
 (Case I)
8
Boundary of search space of decision variables
 Fuzzification coefficient1.01~5
 Number of input variables 2~10
 Number of rules2~20
 Order of polynomials of each fuzzy rule1~4 (type 1~type 4)

If the number of input variables in dataset is smaller than 10, then we use the number of all input variables.