Wavelet neural network based on particle swarm optimization algorithm and its application in fault diagnosis of gear-box

被引：0
|
作者：
College of Mechanical Engineering and Automatization, North University of China, Taiyuan 030051, China [1 ]
机构：
来源：
J Vib Shock | 2007年 / 5卷 / 133-136期
关键词：
Algorithms - Failure analysis - Neural networks - Optimization - Wavelet transforms;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
A particle swarm optimization (PSO) algorithm is proposed instead of the traditional stochastic-gradient algorithm to optimize parameters of a wavelet neuralnetwork. Then, the PSO trained wavelet neuralnetwork is applied to a gear-box fault diagnosis experiment. The experimental result indicates that the wavelet neural network training method based on the PSO algorithm is an effective training algorithm, and meanwhile it is also an available approach to solve fault diagnosis problems.
引用
收藏
相关论文
共 50 条
  • [1] Application of Optimized Neural Network Based on Particle Swarm Optimization Algorithm in Fault Diagnosis
    Zhong, Bingxiang
    Wang, Debiao
    Li, Taifu
    PROCEEDINGS OF THE 8TH IEEE INTERNATIONAL CONFERENCE ON COGNITIVE INFORMATICS, 2009, : 476 - 480
  • [2] Wavelet neural network based on multi-particle swarm optimization algorithm and its application
    Xu, Zhimin
    Duan, Wenxiu
    Yu, Xuedou
    PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE AND ENGINEERING MANAGEMENT, 2008, : 437 - 442
  • [3] Particle Swarm Optimization Wavelet Neural Network Of Gearbox Fault Diagnosis
    Chen, Hanxin
    Yang, Liu
    PROCEEDINGS OF THE 2015 6TH INTERNATIONAL CONFERENCE ON MANUFACTURING SCIENCE AND ENGINEERING, 2016, 32 : 1260 - 1264
  • [4] Gear Fault Diagnosis Based on Genetic Mutation Particle Swarm Optimization VMD and Probabilistic Neural Network Algorithm
    Ding, Jiakai
    Xiao, Dongming
    Li, Xuejun
    IEEE ACCESS, 2020, 8 : 18456 - 18474
  • [5] Application of Wavelet Neural Network with Particle Swarm Optimization Algorithm in Boiler Faults Diagnosis
    Du, Yun
    Liu, Yadong
    PROCEEDINGS OF THE 2016 6TH INTERNATIONAL CONFERENCE ON MACHINERY, MATERIALS, ENVIRONMENT, BIOTECHNOLOGY AND COMPUTER (MMEBC), 2016, 88 : 1881 - 1886
  • [6] Wavelets neural network based on particle swarm optimization algorithm for fault diagnosis
    Xiang, Changcheng
    Huang, Xiyue
    Huang, Darong
    Hu, Jia
    ICICIC 2006: FIRST INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING, INFORMATION AND CONTROL, VOL 3, PROCEEDINGS, 2006, : 320 - +
  • [7] Wavelet Neural Network Based Transformer Fault Diagnosis Using Particle Swarm Optimization
    Wu Zhongli
    Dong Xing
    Wang Dongfeng
    Zhu Yongli
    Han Pu
    SYSTEMS, ORGANIZATIONS AND MANAGEMENT: PROCEEDINGS OF THE 3RD WORKSHOP OF INTERNATIONAL SOCIETY IN SCIENTIFIC INVENTIONS, 2009, : 64 - 69
  • [8] Application of particle-swarm-optimization-based neural network to fault diagnosis
    Wei, Xiuye
    Pan, Hongxia
    Ma, Qingfeng
    Zhendong Ceshi Yu Zhenduan/Journal of Vibration, Measurement and Diagnosis, 2006, 26 (02): : 133 - 137
  • [9] Improved wavelet neural network combined with particle swarm optimization algorithm and its application
    Li, Xiang
    Yang, Shang-dong
    Qi, Jian-xun
    Yang, Shu-xia
    JOURNAL OF CENTRAL SOUTH UNIVERSITY OF TECHNOLOGY, 2006, 13 (03): : 256 - 259
  • [10] Improved wavelet neural network combined with particle swarm optimization algorithm and its application
    Xiang, Li
    Shang-dong Yang
    Jian-xun Qi
    Shu-xia Yang
    Journal of Central South University of Technology, 2006, 13 : 256 - 259
12345