• DocumentCode
    1493387
  • Title

    Approximation capability of fuzzy systems using translations and dilations of one fixed function as membership functions

  • Author

    Zhi-Hong Mao ; Xue-Feng Zhang

  • Author_Institution
    Dept. of Autom., Tsinghua Univ., Beijing
  • Volume
    5
  • Issue
    3
  • fYear
    1997
  • fDate
    8/1/1997 12:00:00 AM
  • Firstpage
    468
  • Lastpage
    473
  • Abstract
    This paper reports on a related study on approximation theory of fuzzy systems. First, some basic principles are presented to construct membership functions. Then, an approach is proposed to form membership functions by using translations and dilations of one fixed function (called a basis function) which is very similar to that in wavelets analysis. The properties of this type of membership function reflect the advantages of the given approach. Finally, it is proved that fuzzy systems based on such membership functions are universal approximators under certain mild conditions on the basis function. This conclusion expands the family of fuzzy systems which can be universal approximators
  • Keywords
    approximation theory; function approximation; fuzzy systems; inference mechanisms; approximation theory; basis function; fuzzy inference; fuzzy systems; membership functions; universal approximators; Approximation methods; Automation; Fuzzy systems; Information science; Wavelet analysis;
  • fLanguage
    English
  • Journal_Title
    Fuzzy Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1063-6706
  • Type

    jour

  • DOI
    10.1109/91.618281
  • Filename
    618281