Performance Simulation of Identification System Based on Improved Neural Network Algorithm

Table 3

m = 3τ = 1 prediction performance comparison.

Method of prediction	Regularized root mean square error	Equalization coefficient
Standard BP network algorithm	0.4013	0.9013
Improved algorithm for additional momentum	0.3496	0.9154
Improved algorithm for adaptive adjustment of parameters	0.3765	0.9389
Elastic BP algorithm	0.3763	0.9345
Improved algorithm of conjugate gradient	0.3798	0.9311
LM improved algorithm	0.3391	0.9238
RBF network algorithm	0.3215	0.9261
ANFIS	0.2898	0.9276
D-FNN	0.2885	0.9336