• DocumentCode
    654131
  • Title

    Exact inversion of TSK fuzzy systems with linear consequents

  • Author

    Ulu, Cenk ; Guzelkaya, Mujde ; Eksin, Ibrahim

  • Author_Institution
    Energy Inst., TUBITAK Marmara Res. Center, Gebze, Turkey
  • fYear
    2013
  • fDate
    Oct. 30 2013-Nov. 1 2013
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    In literature, there is no exact inversion method for TSK fuzzy systems with linear consequents. In this study, an analytical method is proposed for the exact inversion of TSK fuzzy systems with linear consequents of which input variables are described using strong triangular partitions. When strong triangular partitions are used, the universes of discourse of input variables are divided into specific regions. In the proposed method, linear equations of triangular membership functions of inversion variable and the rule consequents are directly used in the analytical formulation of TSK fuzzy system output. In this way, the output of the TSK fuzzy system can be expressed in a unique quadratic form in terms of the inversion variable for any region where only the parameters of the appropriate equations of triangular membership functions are embedded. Thus, the inverse solution is easily obtained for any region by using explicit solution of the quadratic equation. An illustrative example has been given to validate the proposed method.
  • Keywords
    fuzzy systems; nonlinear systems; analytical TSK fuzzy system output formulation; exact inversion method; inverse solution; inversion variable; linear consequents; linear equations; quadratic equation; triangular membership functions; triangular partitions; Control systems; Equations; Fuzzy systems; Input variables; Linearity; Mathematical model; Nonlinear systems; TSK fuzzy systems; fuzzy model inversion; linear consequents; strong triangular partitions;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information, Communication and Automation Technologies (ICAT), 2013 XXIV International Symposium on
  • Conference_Location
    Sarajevo
  • Type

    conf

  • DOI
    10.1109/ICAT.2013.6684090
  • Filename
    6684090