Research Article
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 |
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