• DocumentCode
    2014291
  • Title

    Estimation of attraction domain and exponential convergence rate of Hopfield-type associative memory neural network

  • Author

    Cai, Guanghui ; Shi, Jihong

  • Author_Institution
    Dept. of Commun., Yunnan Univ., Kunming, China
  • Volume
    3
  • fYear
    2002
  • fDate
    2002
  • Firstpage
    2435
  • Abstract
    In this paper, some estimation results about the attraction domain of memorized patterns and the exponential convergence rate of the network trajectories to the memorized patterns for continuous associative memory neural networks are obtained. These results can be used for the evaluation of error-correction capability and synthesis procedures for continuous associative memory neural networks. We give one design example to demonstrate the effectiveness of our theorems.
  • Keywords
    Hopfield neural nets; content-addressable storage; convergence; error correction; Hopfield-type network; attraction domain; continuous associative memory; error correction; exponential convergence; memorized patterns; neural networks; Associative memory; Automation; Convergence; Electronic mail; Error correction; Gold; Hopfield neural networks; Intelligent control; Network synthesis; Neural networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Control and Automation, 2002. Proceedings of the 4th World Congress on
  • Print_ISBN
    0-7803-7268-9
  • Type

    conf

  • DOI
    10.1109/WCICA.2002.1021529
  • Filename
    1021529