• DocumentCode
    2049939
  • Title

    An adaptive method for constructing fuzzy rules

  • Author

    Hong Liang Hiew ; Tsang, Chi Ping

  • Author_Institution
    Sch. of Inf. Technol., Murdoch Univ., WA, Australia
  • Volume
    2
  • fYear
    1999
  • fDate
    1999
  • Firstpage
    700
  • Abstract
    Describes extensions to the recursive partitioning method of constructing rules in a fuzzy system. The method involves recursively breaking a region to be approximated into finer and finer sub-regions, each of the sub-regions then being approximated by a single fuzzy rule. This decomposition process can be determined by means of the required accuracy. We present a way of merging the rules, to adapt them to new situations (data becoming out-of-date, changing requirements for efficiency and accuracy, etc.). We apply the method to approximate a 3D surface and show that it can be an effective approximation method
  • Keywords
    adaptive systems; function approximation; fuzzy logic; fuzzy systems; learning (artificial intelligence); merging; 3D surface approximation; accuracy; adaptive method; changing requirements; data obsolescence; decomposition process; efficiency; fuzzy function approximation; fuzzy rule construction; fuzzy system; recursive partitioning method; region approximation; rule merging; sub-regions; Computer science; Function approximation; Fuzzy control; Fuzzy logic; Fuzzy systems; Information technology; Merging; Neural networks; Partitioning algorithms; Shape control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Information Processing, 1999. Proceedings. ICONIP '99. 6th International Conference on
  • Conference_Location
    Perth, WA
  • Print_ISBN
    0-7803-5871-6
  • Type

    conf

  • DOI
    10.1109/ICONIP.1999.845680
  • Filename
    845680