• DocumentCode
    1326437
  • Title

    On equilibria, stability, and instability of Hopfield neural networks

  • Author

    Guan, Zhi-Hong ; Chen, Guanrong ; Qin, Yi

  • Author_Institution
    Dept. of Control Sci. & Eng., Huazhong Univ. of Sci. & Technol., Wuhan, China
  • Volume
    11
  • Issue
    2
  • fYear
    2000
  • fDate
    3/1/2000 12:00:00 AM
  • Firstpage
    534
  • Lastpage
    540
  • Abstract
    Existence and uniqueness of equilibrium, as well as its stability and instability, of a continuous-time Hopfield neural network are studied. A set of new and simple sufficient conditions are derived
  • Keywords
    Hopfield neural nets; circuit stability; Hopfield neural networks; equilibrium; instability; stability; sufficient conditions; Associative memory; Asymptotic stability; Convergence; Design optimization; Hopfield neural networks; Network synthesis; Neural networks; Neurodynamics; Stability analysis; Sufficient conditions;
  • fLanguage
    English
  • Journal_Title
    Neural Networks, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1045-9227
  • Type

    jour

  • DOI
    10.1109/72.839023
  • Filename
    839023