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
Link To Document :
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