• DocumentCode
    1011049
  • Title

    Capacity of stable periodic solutions in discrete-time bidirectional associative memory neural networks

  • Author

    Wang, Lin ; Zou, Xingfu

  • Author_Institution
    Dept. of Math. & Stat., Memorial Univ. of Newfoundland, St. John´´s, Canada
  • Volume
    51
  • Issue
    6
  • fYear
    2004
  • fDate
    6/1/2004 12:00:00 AM
  • Firstpage
    315
  • Lastpage
    319
  • Abstract
    The existence, stability, and even the number (capacity) of stable periodic solutions in discrete-time bidirectional associative memory neural networks are investigated in this paper. Some fundamental mathematical techniques instead of the bifurcation method, are employed to prove the existence of periodic solutions and establish the relation of the number of periodic solutions and the magnitude of delays. Our results show that we can simply design a delayed neural network model to store memories or patterns as stable periodic solutions.
  • Keywords
    content-addressable storage; neural nets; bidirectional associative memory; bifurcation method; delay magnitude; delayed neural network; discrete-time network; neural networks; periodic solutions; Artificial neural networks; Associative memory; Delay; Intelligent networks; Magnesium compounds; Network topology; Neural networks; Neurons; Orbits; Stability;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems II: Express Briefs, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1549-7747
  • Type

    jour

  • DOI
    10.1109/TCSII.2004.829571
  • Filename
    1306596