Performance Simulation of Identification System Based on Improved Neural Network Algorithm

Table 4

m = 4τ = 2 prediction performance comparison.

Method of prediction	Regularized root mean square error	Equalization coefficient
Standard BP network algorithm	0.3510	0.9104
Improved algorithm for additional momentum	0.3346	0.9159
Improved algorithm for adaptive adjustment of parameters	0.2856	0.9165
Elastic BP algorithm	0.2895	0.9337
Improved algorithm of conjugate gradient	0.2783	0.9284
LM improved algorithm	0.2750	0.9219
RBF network algorithm	0.2890	0.9211
ANFIS	0.2763	0.9427
D-FNN	0.2798	0.9184