• DocumentCode
    2106855
  • Title

    Sufficient condition of universal approximation of fuzzy controllers with generalized linear membership function

  • Author

    Hua, Huang Wei ; Fang Kangling ; Zhang Zheng

  • Author_Institution
    Eng. Res. Center of Metall. Autom. & Meas. Technol., Wuhan Univ. of Sci. & Technol., Wuhan, China
  • fYear
    2010
  • fDate
    29-31 July 2010
  • Firstpage
    2483
  • Lastpage
    2487
  • Abstract
    A new kind of generalized linear membership function (abbr. GLMF) is designed in the paper, and triangle or trapezoid membership function, used widely in theory and application of fuzzy controllers, can be as its´ special cases. Based on the derivation of analytical structure of mamdani fuzzy controllers with GLMF, the sufficient condition for the fuzzy controllers as an universal approximator is given by method of the linear interpolation. On the condition of the same approximation error, less number of input fuzzy sets are required to approximate any given continuous function for fuzzy controllers with GLMF, than that with triangle or trapezoid membership function. Finally, some simulation are given to manifest the effect of the design.
  • Keywords
    approximation theory; fuzzy control; fuzzy set theory; interpolation; generalized linear membership function; input fuzzy sets; linear interpolation; mamdani fuzzy controllers; trapezoid membership function; triangle membership function; universal approximation; Accuracy; Approximation error; Fuzzy sets; Interpolation; Sufficient conditions; Training data; Analytical Structure; Fuzzy Control; Generalized Linear Membership Function; Universal Approximation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control Conference (CCC), 2010 29th Chinese
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4244-6263-6
  • Type

    conf

  • Filename
    5573396