• DocumentCode
    2973920
  • Title

    Enhanced centroid-flow algorithm for general type-2 fuzzy sets

  • Author

    Daoyuan Zhai ; Mendel, J.M.

  • Author_Institution
    Ming Hsieh Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
  • fYear
    2011
  • fDate
    18-20 March 2011
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    The Centroid Flow (CF) algorithm is a newly proposed approach for computing the centroid of a type-2 fuzzy set Ã, which normally can be obtained by taking the union of the centroids of all the α-planes of Ã. The CF algorithm utilizes the Karnik-Mendel (KM) or the Enhanced KM (EKM) algorithm only once at the α = 0 α-plane, and then lets its result “flows” stepwise to the α = 1 α-plane. The CF algorithm avoids applying the KM/EKM algorithms at every α-plane, and, therefore, significantly improves the computational efficiency. However, certain approximation errors of the CF algorithm will gradually accumulate as the algorithm “flows” upwards, and, in some cases, this can slightly bias the overall outcome. This paper introduces an Enhanced CF (ECF) algorithm that can reduce such accumulative errors by half, and, therefore, allows us to compute the centroid of à with much higher accuracy.
  • Keywords
    fuzzy set theory; CF algorithm; enhanced Karnik-Mendel algorithm; enhanced centroid-flow algorithm; general type-2 fuzzy sets; Accuracy; Algorithm design and analysis; Approximation algorithms; Computational efficiency; Computational modeling; Equations; Frequency selective surfaces; Centroid Flow algorithm; Enhanced Centroid Flow algorithm; Enhanced Karnik-Mendel algorithms; Karnik-Mendel algorithms; centroid; general type-2 fuzzy sets;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Information Processing Society (NAFIPS), 2011 Annual Meeting of the North American
  • Conference_Location
    El Paso, TX
  • ISSN
    Pending
  • Print_ISBN
    978-1-61284-968-3
  • Electronic_ISBN
    Pending
  • Type

    conf

  • DOI
    10.1109/NAFIPS.2011.5751918
  • Filename
    5751918