Study on information fusion based on wavelet neural network and evidence theory in fault diagnosis

被引:0
|
作者
Feng Dengchao [1 ]
Pereira, J. M. Dias [1 ]
机构
[1] Escola Superior Tecnol IPS, Rua Vale Chaves, P-2910761 Setubal, Portugal
关键词
wavelet neural network; fault diagnosis; evidence theory; fuzzy;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Aimed at the low diagnosis accuracy of traditional fault diagnosis algorithm, information fusion algorithm based on wavelet neural network and evidence theory is proposed. In the initial diagnosis stage, wavelet neural network is used to improve the fault diagnosis ability of the local diagnosis networks. In the decision diagnosis stage, information fusion frame based on wavelet neural network and evidence theory is constructed to improve the accuracy of fault diagnosis by virtue of various redundant and complementary fault information. Simulation experiment results show the efficiency of the algorithm.
引用
收藏
页码:522 / +
页数:3
相关论文
共 50 条
  • [1] Based on Information Fusion Integrated Wavelet Neural Network Fault Diagnosis
    Cui, Dongyan
    Xie, Zaixing
    [J]. ADVANCED RESEARCH ON INFORMATION SCIENCE, AUTOMATION AND MATERIAL SYSTEM, PTS 1-6, 2011, 219-220 : 1077 - +
  • [2] A Study on Integrated Wavelet Neural Networks in Fault Diagnosis Based on Information Fusion
    ANG Xue-ye Dalian Nationalities University
    [J]. International Journal of Plant Engineering and Management, 2007, (01) : 42 - 48
  • [3] Uncertain Information Fusion for Gearbox Fault Diagnosis Based on BP Neural Network and DS Evidence Theory
    Chen, Jie
    Li, Yibing
    Ye, Fang
    [J]. PROCEEDINGS OF THE 2016 12TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2016, : 1372 - 1376
  • [4] Diesel fault diagnosis technology based on the theory of Fuzzy Neural Network information fusion
    Li, HK
    Ma, XJ
    He, Y
    [J]. FUSION 2003: PROCEEDINGS OF THE SIXTH INTERNATIONAL CONFERENCE OF INFORMATION FUSION, VOLS 1 AND 2, 2003, : 1405 - 1410
  • [5] Data Fusion Fault Diagnosis Based on Wavelet Transform and Neural Network
    Ma Jiancang Luo Lei Wu Qibin P.O.Box 813
    [J]. International Journal of Plant Engineering and Management, 1997, (01) : 19 - 24
  • [6] Study of the Fault Diagnosis Based on Wavelet and Neural Network for the Motor
    Shao, Keyong
    Han, Lijuan
    Wang, Xinmin
    Zhang, Fengwu
    Qian, Kun
    [J]. ADVANCES IN MECHATRONICS AND CONTROL ENGINEERING II, PTS 1-3, 2013, 433-435 : 483 - +
  • [7] The Analog Circuits Fault Diagnosis Based on Neural Network and Information Fusion
    Xie Tao
    He Yigang
    Yao Jiangang
    Li Heng
    [J]. 2011 INTERNATIONAL CONFERENCE ON FUTURE COMPUTER SCIENCE AND APPLICATION (FCSA 2011), VOL 1, 2011, : 372 - 375
  • [8] Study on an Information Fusion Method Based on Information Entropy and Wavelet Neural Network
    Xie, Ping
    Du, Yi-hao
    [J]. ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 3, PROCEEDINGS, 2008, : 354 - 357
  • [9] Study on Fault Diagnosis of Rotating Machinery Based on Wavelet Neural Network
    Xu Yangwen
    [J]. ITCS: 2009 INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND COMPUTER SCIENCE, PROCEEDINGS, VOL 2, PROCEEDINGS, 2009, : 221 - 224
  • [10] Motor Fault Diagnosis based on wavelet neural network
    Ying, Xu Li
    Lan, Wang Nan
    [J]. ICICTA: 2009 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL II, PROCEEDINGS, 2009, : 553 - +