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

Table 2

Comparative analysis of selected models (STP).

Model	PI	E_PI	No. of rules	Performance index
Neural Network [9]	1.801	39.294		MSE
Fuzzy model [10]	14.11	16.56	6	MSE
Fuzzy model (min-max) [11]	12.49	32.65	6	MSE
Fuzzy model (HCM) [12]	12.65	21.03	6	MSE
SOPNN [13]	5.365	4.852	5	MSE
	6.837	8.871	3	MSE
FRFNN [14]	10.584	12.108		MSE
Our model
Without the use of PSSA	2.14	4.52	6	RMSE
With the use of PSSA	2.07	4.20	6	RMSE