Wavelet Neural Network Based on Modified PSO and Its Application in Fault Diagnosis of Gearbox

被引：0
|
作者：
Liu Ying [1 ]
Liu Jie [1 ]
Huang Fu Feng Ying [1 ]
Pan Hongxia [1 ]
机构：
[1] Tianjin Univ Technol & Educ, Key Lab High Speed Cutting & Precis Machining, Tianjin 300222, Peoples R China
来源：
ISTM/2009: 8TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6 | 2009年
关键词：
PSO; wavelet neural network; gearbox;
D O I：
暂无
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
A modified particle swarm optimization-compound model PSO with stochastic inertia weigh is put forward and used to optimize the parameters of wavelet neural network. The trained wavelet neural-network is applied to the fault diagnosis experiment of gearbox. The experimental result indicates that the wavelet neural-network training method based on the modified PSO is effective. This is an available approach to solve the problems on condition monitoring and fault diagnosis.
引用
收藏
页码：1647 / 1650
页数：4
相关论文
共 50 条
  • [1] Fault Diagnosis Based on Wavelet Neural Network and Its Application
    Wang Dehu
    Zhang Minghu
    Wang Huichuan
    Huang Yi
    Sun Xuwen
    [J]. 2011 3RD WORLD CONGRESS IN APPLIED COMPUTING, COMPUTER SCIENCE, AND COMPUTER ENGINEERING (ACC 2011), VOL 1, 2011, 1 : 338 - 343
  • [2] Fault diagnosis of wind turbine gearbox based on wavelet neural network
    Chen Huitao
    Jing Shuangxi
    Wang Xianhui
    Wang Zhiyang
    [J]. JOURNAL OF LOW FREQUENCY NOISE VIBRATION AND ACTIVE CONTROL, 2018, 37 (04) : 977 - 986
  • [3] Wavelet Neural Network Based on Modified PSO and Its Application in Pattern Recognition
    Ying, Liu
    Jie, Liu
    Bing, Yan
    Mao Hongwei
    Pan Hongxia
    Yan, Zhang
    [J]. PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL I, 2009, : 222 - +
  • [4] Study of Gearbox Fault Diagnosis Based on a Modified PSO Algorithm
    Pan Hongxia
    Wei Xiuye
    [J]. 2009 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS, VOLS 1-3, 2009, : 828 - 832
  • [5] Application of PSO algorithm to gearbox fault diagnosis
    Pan, Hongxia
    Wei, Xiuye
    Huang, Jinying
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND KNOWLEDGE ENGINEERING (ISKE 2007), 2007,
  • [6] Particle Swarm Optimization Wavelet Neural Network Of Gearbox Fault Diagnosis
    Chen, Hanxin
    Yang, Liu
    [J]. PROCEEDINGS OF THE 2015 6TH INTERNATIONAL CONFERENCE ON MANUFACTURING SCIENCE AND ENGINEERING, 2016, 32 : 1260 - 1264
  • [7] Wavelet neural network and its application in fault diagnosis of rolling bearing
    Wang, GF
    Wang, TY
    [J]. ICMIT 2005: INFORMATION SYSTEMS AND SIGNAL PROCESSING, 2005, 6041
  • [8] Application of Deep Neural Network in Gearbox Compound Fault Diagnosis
    Zhang, Xiangfeng
    Xu, Qinghong
    Jiang, Hong
    Li, Jun
    [J]. ENERGIES, 2023, 16 (10)
  • [9] Application of Oil-immersed Transformer Fault Diagnosis Based on Modified Neural Network Combined with PSO
    Huang, Xiongjian
    Han, Haojiang
    Chai, Jun
    Zhu, Qing
    Cai, Hao
    Zhao, Tao
    [J]. 2021 IEEE THE 4TH INTERNATIONAL CONFERENCE ON POWER AND ENERGY APPLICATIONS (ICPEA 2021), 2021, : 13 - 17
  • [10] Fault Diagnosis of Tolerance Analog Circuit Based on Wavelet Neural Network with PSO Algorithm
    Cong, Wei
    Jing, Bo
    Yu, Hong-Kun
    [J]. MECHATRONICS AND COMPUTATIONAL MECHANICS, 2013, 307 : 312 - 315
12345