• DocumentCode
    349939
  • Title

    A study on automatic allocation of membership functions for fuzzy modeling

  • Author

    Sakoh, Noriyuki ; Furuhashi, Takeshi ; Tachibana, Kanta ; Uchikawa, Yoshiki ; Fujime, Yoko ; Yamaguchi, Masashi

  • Author_Institution
    Graduate Sch. of Eng., Nagoya Univ., Japan
  • Volume
    5
  • fYear
    1999
  • fDate
    1999
  • Firstpage
    290
  • Abstract
    Fuzzy modeling is a method to describe input-output relationships using fuzzy inference. Fuzzy inference is capable of approximating nonlinear systems. The paper proposes a method of fuzzy modeling for automatic allocation of membership functions. The initial allocation of the membership function is searched by roughly allocating them under the Akaike information criterion. The inserting points of membership functions are finely searched by the new method. Experiments are done to show that the proposed method is effective in allocating the membership functions more properly than the conventional method
  • Keywords
    fuzzy logic; fuzzy neural nets; fuzzy set theory; genetic algorithms; modelling; nonlinear systems; Akaike information criterion; automatic membership functions allocation; fuzzy inference; fuzzy modeling; input-output relationships; inserting points; Automatic control; Biological cells; Bismuth; Diversity reception; Fuzzy neural networks; Fuzzy systems; Genetic algorithms; Humans; Input variables; Marine vehicles;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man, and Cybernetics, 1999. IEEE SMC '99 Conference Proceedings. 1999 IEEE International Conference on
  • Conference_Location
    Tokyo
  • ISSN
    1062-922X
  • Print_ISBN
    0-7803-5731-0
  • Type

    conf

  • DOI
    10.1109/ICSMC.1999.815563
  • Filename
    815563