• DocumentCode
    3448032
  • Title

    A BP Neural Network Diagnosis Based on Fuzzy Classification

  • Author

    Chenghua Zhou ; Gongwei Ren

  • Author_Institution
    Inst. of Syst. Eng., Tianjin Univ., Tianjin
  • fYear
    2008
  • fDate
    12-14 Oct. 2008
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    The paper proposed an new diagnosis algorithm of back-propagation combine with fuzzy classify approach. For some complexity environments, the classic BP neural network appear limitation on classify issues. The paper imposed fuzzy model on neural network structure, which using classify variance and energy function to adjust convergence of the network. With the improved nonlinear mapping property, the diagnostical processing, in our experiments, shows perfect results with identify ratio of 100%, while classical experiment is 50% accordingly.
  • Keywords
    backpropagation; fuzzy systems; pattern classification; BP neural network diagnosis; backpropagation; energy function; fuzzy classification; network convergence; nonlinear mapping; Adaptive systems; Convergence; Decision making; Eigenvalues and eigenfunctions; Fuzzy neural networks; Fuzzy systems; Neural networks; Power engineering and energy; Systems engineering and theory; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Wireless Communications, Networking and Mobile Computing, 2008. WiCOM '08. 4th International Conference on
  • Conference_Location
    Dalian
  • Print_ISBN
    978-1-4244-2107-7
  • Electronic_ISBN
    978-1-4244-2108-4
  • Type

    conf

  • DOI
    10.1109/WiCom.2008.1272
  • Filename
    4679180