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
  • [41] Diagnosis of structural cracks using wavelet transform and neural networks
    Liu, Shudong
    Du, Chunling
    Mou, Jianqiang
    Martua, Landong
    Zhang, Jingliang
    Lewis, F. L.
    NDT & E INTERNATIONAL, 2013, 54 : 9 - 18
  • [42] Composite Fault Diagnosis in Wireless Sensor Networks Using Neural Networks
    Rakesh Ranjan Swain
    Pabitra Mohan Khilar
    Wireless Personal Communications, 2017, 95 : 2507 - 2548
  • [43] Composite Fault Diagnosis in Wireless Sensor Networks Using Neural Networks
    Swain, Rakesh Ranjan
    Khilar, Pabitra Mohan
    WIRELESS PERSONAL COMMUNICATIONS, 2017, 95 (03) : 2507 - 2548
  • [44] Fault Diagnosis of Industrial Systems with Bayesian Networks and Neural Networks
    Garza Castanon, Luis E.
    Nieto Gonzalez, Juan Pablo
    Garza Castanon, Mauricio A.
    Morales-Menendez, Ruben
    MICAI 2008: ADVANCES IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2008, 5317 : 998 - +
  • [45] Mechanical fault diagnosis using Convolutional Neural Networks and Extreme Learning Machine
    Chen, Zhuyun
    Gryllias, Konstantinos
    Li, Weihua
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2019, 133
  • [46] Improved Process Fault Diagnosis by Using Neural Networks with Andrews Plot and Autoencoder
    Wang, Shengkai
    Zhang, Jie
    2020 IEEE 18TH INTERNATIONAL CONFERENCE ON INDUSTRIAL INFORMATICS (INDIN), VOL 1, 2020, : 787 - 792
  • [47] Intelligent Machine Fault Diagnosis Using Convolutional Neural Networks and Transfer Learning
    Zhang, Wentao
    Zhang, Ting
    Cui, Guohua
    Pan, Ying
    IEEE ACCESS, 2022, 10 : 50959 - 50973
  • [48] A Wavelet and Neural Networks Based on Fault Diagnosis for HAGC System of Strip Rolling Mill
    LI Guo-you1
    2.College of Mechanical Engineering
    JournalofIronandSteelResearch(International), 2011, 18 (01) : 31 - 35
  • [49] A Wavelet and Neural Networks Based on Fault Diagnosis for HAGC System of Strip Rolling Mill
    Li Guo-you
    Dong Min
    JOURNAL OF IRON AND STEEL RESEARCH INTERNATIONAL, 2011, 18 (01) : 31 - 35
  • [50] A concurrent fault diagnosis method for nuclear power plants based on wavelet neural networks
    Han Long
    Zhou Gang
    Sun Xusheng
    PROCEEDINGS OF THE FIFTH INTERNATIONAL SYMPOSIUM ON TEST AUTOMATION & INSTRUMENTATION, VOLS 1 AND 2, 2014, : 1 - 5