Study of Fault Classification Based on PSO Wavelet Neural Network

被引:0
|
作者
Pan Hongxia [1 ]
Huang Jinying [1 ]
机构
[1] N Univ China, Sch Mech Engn & Automat, Taiyuan, Peoples R China
来源
关键词
wavelet neural-network; pattern classification; particle swarm optimization (PSO); gearbox fault;
D O I
10.4028/www.scientific.net/AMM.52-54.476
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
In this paper, a novel studying-training algorithm of wavelet neural-network based on particle swarm optimization (PSO) was presented. Then it was compared with the traditional gradient descent algorithm by the fault classification experiment. The simulation result get a conclusion that the wavelet neural-network trained by PSO not only reduces the iterations, but also get the better convergence precision. It is further indicated that PSO algorithm is fit to train the wavelet neural-network and the optimized network has good signal classification ability.
引用
收藏
页码:476 / 481
页数:6
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