Fault diagnosis using wavelet neural networks

被引:0
|
作者
Liu, QP [1 ]
Yu, XL [1 ]
Feng, QK [1 ]
机构
[1] Xian Jiaotong Univ, Sch Energy & Power Engn, Xian 710049, Shanxi, Peoples R China
关键词
fault diagnosis; feature extraction; neural networks; RBF; wavelet neural networks; WBF;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Wavelet neural networks are a class of neural networks consisting of wavelets. This paper presents a novel universal tool for fault diagnosis and algorithms for wavelet neural network construction are proposed. Using the model of wavelet neural networks, we can not only extract the features of system but also predict the development of the fault.
引用
收藏
页码:115 / 123
页数:9
相关论文
共 50 条
  • [1] Fault diagnosis using wavelet neural networks
    Liu Qipeng
    Yu Xiaoling
    Feng Quanke
    Neural Processing Letters, 2003, 18 (2) : 115 - 123
  • [2] Wavelet neural networks for intelligent fault diagnosis
    Guo, QJ
    Yu, HB
    Xu, AD
    Progress in Intelligence Computation & Applications, 2005, : 477 - 485
  • [3] One Dimensional Convolutional Neural Networks Using Sparse Wavelet Decomposition for Bearing Fault Diagnosis
    Liu, Xiaofan
    Centeno, Jason
    Alvarado, Juan
    Tan, Lizhe
    IEEE ACCESS, 2022, 10 : 86998 - 87007
  • [4] Gear Fault Diagnosis Using Discrete Wavelet Transform and Deep Neural Networks
    Heydarzadeh, Mehrdad
    Kia, Shahin Hedayati
    Nourani, Mehrdad
    Henao, Humberto
    Capolino, Gerard-Andre
    PROCEEDINGS OF THE IECON 2016 - 42ND ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2016, : 1494 - 1500
  • [5] Wavelet Neural Networks Based Fault Diagnosis of Analog Circuit
    Liu Xiaoqin
    Wang Dazhi
    PROCEEDINGS OF THE 2012 24TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2012, : 2234 - 2239
  • [6] Wavelet Transform and Neural Networks in Fault Diagnosis of a Motor Rotor
    RONG Ming-xing Heilongjiang Institute of Science and Technology
    International Journal of Plant Engineering and Management, 2012, 17 (02) : 104 - 111
  • [7] Fault prognostics using dynamic wavelet neural networks
    Wang, P
    Vachtsevanos, G
    AI EDAM-ARTIFICIAL INTELLIGENCE FOR ENGINEERING DESIGN ANALYSIS AND MANUFACTURING, 2001, 15 (04): : 349 - 365
  • [8] Fault diagnosis of nonlinear analog circuits using neural networks with wavelet and Fourier transforms as preprocessors
    Aminian, F
    Aminian, M
    JOURNAL OF ELECTRONIC TESTING-THEORY AND APPLICATIONS, 2001, 17 (06): : 471 - 481
  • [9] Fault Diagnosis of Nonlinear Analog Circuits Using Neural Networks with Wavelet and Fourier Transforms as Preprocessors
    Farzan Aminian
    Mehran Aminian
    Journal of Electronic Testing, 2001, 17 : 471 - 481
  • [10] Rolling Bearing Fault Diagnosis Using Neural Networks Based on Wavelet Packet-Characteristic Entropy
    Zhao, Weiguo
    Zhang, Lijuan
    Meng, Xujun
    COMPUTER SCIENCE FOR ENVIRONMENTAL ENGINEERING AND ECOINFORMATICS, PT 2, 2011, 159 : 424 - +