Research on Information Fusion Fault Diagnosis System Based on Fuzzy Neural Network

被引:0
|
作者
Yang, Fan [1 ]
Liao, Zhi [1 ]
机构
[1] Wuhan Inst Technol, Sch Elect & Informat Engn, Wuhan 430073, Hubei Province, Peoples R China
关键词
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
For limitation of fault diagnosis methods in the engineering machine's hydraulic system, a fault diagnosis method based on multi-sensor information fusion was presented. This method simultaneously had the faculty that fuzzy theory could process uncertain or inaccurate information and the self-study capability of the neural network, which effectively enhanced the fault diagnosis's technical level. Collecting samples of data through establishing many sensors in the scene of the hydraulic system, and getting the membership of the fault through the membership function, then through the training of fuzzy neural network by the BP algorithm to achieve exact fault diagnosis function of hydraulic braking system. By contrast the diagnosis result of an example, it indicates that using multi-sensor information fusion as fault diagnosis method is more accurate and reliable than using single information as fault diagnosis method in the hydraulic system fault diagnosis.
引用
收藏
页码:1135 / 1138
页数:4
相关论文
共 50 条
  • [1] Research of Rotating Machinery Fault Diagnosis Based on Fuzzy Neural Network And Information Fusion
    Mao Chun-yu
    Zhou Guang-Wen
    Xu Yu-kun
    [J]. 2014 INTERNATIONAL SYMPOSIUM ON COMPUTER, CONSUMER AND CONTROL (IS3C 2014), 2014, : 403 - 406
  • [2] The Research on the Fault Diagnosis for Boiler System Based on Fuzzy Neural Network
    Zhao, Yawei
    Chen, Liang
    Yang, Qing
    [J]. 2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 8552 - 8556
  • [3] Research on the Fault Diagnosis for Boiler System based on Fuzzy Neural Network
    Yu Yang
    Chen Liang
    Yang Qing
    Zhao Yawei
    [J]. 2009 WRI WORLD CONGRESS ON SOFTWARE ENGINEERING, VOL 2, PROCEEDINGS, 2009, : 128 - 132
  • [4] Research of Condenser Fault Diagnosis Method Based on Neural Network and Information Fusion
    Xia Fei
    Zhang Hao
    Zhang Kai
    Peng Daogang
    [J]. 2010 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND AUTOMATION ENGINEERING (ICCAE 2010), VOL 5, 2010, : 709 - 712
  • [5] Applications of Information Fusion Based on Fuzzy Neural Network to Rotating Machinery Fault Diagnosis
    Liu Jin
    Wang Shufen
    [J]. IITAW: 2009 THIRD INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATIONS WORKSHOPS, 2009, : 344 - +
  • [6] 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
  • [7] Research of Fault Diagnosis in Flight Control System Based on Fuzzy Neural Network
    Zhang, Peng
    Zhang, Rui
    Ran, Xiao-xiao
    [J]. CEIS 2011, 2011, 15
  • [8] Research upon Fault Diagnosis Expert System Based on Fuzzy Neural Network
    Yang Kun
    OuYang Guangyao
    Ye Lina
    [J]. 2009 WASE INTERNATIONAL CONFERENCE ON INFORMATION ENGINEERING, ICIE 2009, VOL I, 2009, : 410 - +
  • [9] Information Fusion Based on Neural Network Expert System in Fault Diagnosis System of Biochemical Analyzer
    Gong Yi-shan
    Guo Wei
    [J]. PROCEEDINGS OF 2012 2ND INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT 2012), 2012, : 788 - 792
  • [10] Research of Boiler Fault Diagnosis Based on Fuzzy Neural Network
    Wu, Yifeng
    Lin, Xiaoqi
    [J]. PROCEEDINGS OF 2013 INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND COMPUTER APPLICATIONS (ICSA 2013), 2013, 92 : 255 - 262