• DocumentCode
    2707239
  • Title

    Effects of the short-cut connection on the dynamics of a delayed ring neural network

  • Author

    Xu, X. ; Liang, Y.C.

  • Author_Institution
    Coll. of Math., Jilin Univ., Changchun, China
  • fYear
    2009
  • fDate
    14-19 June 2009
  • Firstpage
    3405
  • Lastpage
    3411
  • Abstract
    This paper studies quantitatively a high dimensional delayed neural network with small world connection. On the basis of Lyapunov stability approach, we investigate the asymptotic stability of the trivial equilibrium and obtain delay-dependent criteria ensuring global stability for the neural network. It shows that the small world connection decreases the global stability interval. Special attention is paid to the complex dynamics due to the short-cut connenction. Some complex dynamical behaviors are exhibited numerically such as period-doubling bifurcation and quasi-period bifurcation to chaos. It would be promising that small world connection can be used as an effective scheme to control the dynamics.
  • Keywords
    Lyapunov methods; asymptotic stability; chaos; delays; neurocontrollers; numerical analysis; Lyapunov stability approach; asymptotic stability; chaos; delay-dependent criteria; delayed ring neural network; numerical simulation; period-doubling bifurcation; quasiperiod bifurcation; trivial equilibrium; Asymptotic stability; Bifurcation; Chaos; Delay effects; Displays; Lyapunov method; Mathematical model; Neural networks; Neurons; Stability criteria;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 2009. IJCNN 2009. International Joint Conference on
  • Conference_Location
    Atlanta, GA
  • ISSN
    1098-7576
  • Print_ISBN
    978-1-4244-3548-7
  • Electronic_ISBN
    1098-7576
  • Type

    conf

  • DOI
    10.1109/IJCNN.2009.5178665
  • Filename
    5178665