• DocumentCode
    2568717
  • Title

    Uncertainty measures for general type-2 fuzzy sets

  • Author

    Zhai, Daoyuan ; Mendel, Jerry M.

  • Author_Institution
    Ming Hsieh Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
  • fYear
    2009
  • fDate
    11-14 Oct. 2009
  • Firstpage
    281
  • Lastpage
    286
  • Abstract
    Five uncertainty measures have previously been defined for interval type-2 fuzzy sets (IT2 FSs), namely centroid, cardinality, fuzziness, variance and skewness. Based on a recently developed ¿-plane representation technique, this paper generalizes these definitions to general T2 FSs and, more importantly, derives a unified strategy for computing all different uncertainty measures with low complexity. The uncertainty measures of T2 FSs with different shaped footprints of uncertainty (FOU) and different triangular secondary membership functions are computed and are given as examples.
  • Keywords
    fuzzy logic; fuzzy set theory; interval type-2 fuzzy set; triangular secondary membership function; uncertainty measure; ¿-plane representation technique; Cybernetics; Electric variables measurement; Embedded computing; Frequency selective surfaces; Fuzzy sets; Image processing; Measurement uncertainty; Shape measurement; Signal processing; USA Councils; α-plane representation; cardinality; centroid; fuzziness; skewness; type-2 fuzzy sets; variance;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 2009. SMC 2009. IEEE International Conference on
  • Conference_Location
    San Antonio, TX
  • ISSN
    1062-922X
  • Print_ISBN
    978-1-4244-2793-2
  • Electronic_ISBN
    1062-922X
  • Type

    conf

  • DOI
    10.1109/ICSMC.2009.5346145
  • Filename
    5346145