A method of wavelet neural network based on particle swarm optimization algorithm

被引:0
|
作者
Pan Hongxia [1 ]
Mao Hongwei [1 ]
Huang Jinying [1 ]
机构
[1] N Univ China, Sch Mech Engn & Automatizat, Shanxi 030051, Taiyuan, Peoples R China
来源
DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS | 2007年 / 14卷
关键词
gear-box fault; particle swarm optimization (PSO); pattern classification; wavelet neural-network;
D O I
暂无
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, a particle swarm optimization (PSO) algorithm is presented and it is used to optimize the parameters of wavelet neural-network, instead of the traditional gradient descent algorithms Then the PSO-trained wavelet neural-network is applied to the gear-box fault classification. it is indicated from the experimental result that the wavelet neural-network based on PSO algorithm is an effective training algorithm, and meanwhile it is also an available approach to solve the pattern classification problems.
引用
收藏
页码:935 / 939
页数:5
相关论文
共 50 条
  • [1] Reliability Prediction of the Distribution Network Based on Wavelet Neural Network with Quantum Particle Swarm Optimization Algorithm
    Ling, Chengxiang
    Li, Tianyu
    Lu, Mengke
    Zhou, Xiaobo
    Wu, Ye
    Su, Yijing
    Gao, Xinyue
    ELECTRIC POWER COMPONENTS AND SYSTEMS, 2023, 51 (04) : 398 - 408
  • [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] A Novel Pattern Clustering Algorithm Based on Particle Swarm Optimization Joint Adaptive Wavelet Neural Network Model
    Shoubao Su
    Haifeng Guo
    Haimei Tian
    Gang Wu
    Mobile Networks and Applications, 2017, 22 : 692 - 701
  • [4] A Novel Pattern Clustering Algorithm Based on Particle Swarm Optimization Joint Adaptive Wavelet Neural Network Model
    Su, Shoubao
    Guo, Haifeng
    Tian, Haimei
    Wu, Gang
    MOBILE NETWORKS & APPLICATIONS, 2017, 22 (04) : 692 - 701
  • [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] An improved particle swarm optimization based training algorithm for neural network
    Zhao, FQ
    Hong, Y
    Yu, DM
    Yang, YH
    ICMIT 2005: INFORMATION SYSTEMS AND SIGNAL PROCESSING, 2005, 6041
  • [7] Fouling Prediction of a Heat Exchanger Based on Wavelet Neural Network Optimized by Improved Particle Swarm Optimization Algorithm
    Liang, Yandong
    Zhu, Lipeng
    Wang, Yang
    Wu, Hao
    Zhang, Junwei
    Guan, Jing
    Wang, Jianguo
    PROCESSES, 2024, 12 (11)
  • [8] A hybrid Wavelet Neural Network and Switching Particle Swarm Optimization algorithm for face direction recognition
    Lu, Yang
    Zeng, Nianyin
    Liu, Yurong
    Zhang, Nan
    NEUROCOMPUTING, 2015, 155 : 219 - 224
  • [9] FPGA implementation of a wavelet neural network with particle swarm optimization learning
    Lin, Cheng-Jian
    Tsai, Hung-Ming
    MATHEMATICAL AND COMPUTER MODELLING, 2008, 47 (9-10) : 982 - 996
  • [10] The Application of BP Neural Network Learning Algorithm Based on the Particle Swarm Optimization
    Sun, Zhihong
    Wang, Jun
    Xu, Baoji
    MECHATRONICS AND INTELLIGENT MATERIALS III, PTS 1-3, 2013, 706-708 : 2057 - +