• DocumentCode
    847983
  • Title

    Impulsive Effects on Stability of Fuzzy Cohen–Grossberg Neural Networks With Time-Varying Delays

  • Author

    Song, Qiankun ; Cao, Jinde

  • Author_Institution
    Dept. of Math., Chongling Jiaotong Univ., Chongqing
  • Volume
    37
  • Issue
    3
  • fYear
    2007
  • fDate
    6/1/2007 12:00:00 AM
  • Firstpage
    733
  • Lastpage
    741
  • Abstract
    In this correspondence, the impulsive effects on the stability of fuzzy Cohen-Grossberg neural networks (FCGNNs) with time-varying delays are considered. Several sufficient conditions are obtained ensuring global exponential stability of equilibrium point for the neural networks by the idea of vector Lyapunov function, M-matrix theory, and analytic methods. Moreover, the estimation for exponential convergence rate index is proposed. The obtained results not only show that the stability still remains under certain impulsive perturbations for the continuous stable FCGNNs with time-varying delays, but also present an approach to stabilize the unstable FCGNNs with time-varying delays by utilizing impulsive effects. An example with simulations is given to show the effectiveness of the obtained results
  • Keywords
    Lyapunov matrix equations; asymptotic stability; convergence; delay systems; delays; fuzzy neural nets; time-varying systems; M-matrix theory; exponential convergence rate index; fuzzy Cohen-Grossberg neural networks; global exponential stability; impulsive effects; time-varying delays; vector Lyapunov function; Cellular neural networks; Circuit stability; Convergence; Delay effects; Fuzzy neural networks; Lyapunov method; Mathematics; Neural networks; Stability analysis; Sufficient conditions; Fuzzy Cohen–Grossberg neural networks (FCGNNs); global exponential stability; impulsive; time-varying delays; Algorithms; Computer Simulation; Markov Chains; Models, Statistical; Neural Networks (Computer); Nonlinear Dynamics; Pattern Recognition, Automated; Stochastic Processes;
  • fLanguage
    English
  • Journal_Title
    Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1083-4419
  • Type

    jour

  • DOI
    10.1109/TSMCB.2006.887951
  • Filename
    4200817