• DocumentCode
    468125
  • Title

    Stability Analysis of Fuzzy Hopfield Networks Based on Weakly Continuous T-Norms

  • Author

    Wang, Chunlin

  • Author_Institution
    Logistical Eng. Univ., Chongqing
  • Volume
    1
  • fYear
    2007
  • fDate
    24-27 Aug. 2007
  • Firstpage
    247
  • Lastpage
    251
  • Abstract
    A general dynamical fuzzy neural networks model - fuzzy Hopfield networks with threshold is developed, which is based on the fuzzy operator composition of max(v) and weakly continuous T-norms. It is shown that the model is global stable with the Hamming distance, and its equilibrium point (attractor) is Lyapunov stable.
  • Keywords
    Hopfield neural nets; Lyapunov methods; fuzzy neural nets; fuzzy set theory; stability; Hamming distance; Lyapunov stable; fuzzy Hopfield networks; fuzzy neural networks; stability analysis; weakly continuous T-norms; Bidirectional control; Equations; Fuzzy cognitive maps; Fuzzy neural networks; Fuzzy sets; Fuzzy systems; Hamming distance; Neural networks; Neurons; Stability analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems and Knowledge Discovery, 2007. FSKD 2007. Fourth International Conference on
  • Conference_Location
    Haikou
  • Print_ISBN
    978-0-7695-2874-8
  • Type

    conf

  • DOI
    10.1109/FSKD.2007.529
  • Filename
    4405926