Stability of Cohen-Grossberg neural networks with distributed delays

被引:72
作者
Wang, L [1 ]
机构
[1] McMaster Univ, Dept Math & Stat, Hamilton, ON L8S 4K1, Canada
[2] Mem Univ Newfoundland, Dept Math & Stat, St John, NF A1C 5S7, Canada
关键词
Cohen-Grossberg neural networks; distributed delay; equilibrium; Hopfield neural networks; Liapunov function; periodic solution; stability;
D O I
10.1016/j.amc.2003.09.014
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Global asymptotic stability and global exponential stability of the Cohen-Grossberg neural networks and Hopfield neural networks with infinite and finite distributed delays are investigated in this paper. For Hopfield neural networks with distributed delays, local stability is also discussed. The existence and global stability of periodic solutions of Hopfield neural networks with distributed delays and periodic inputs are achieved by using the theory of dissipative systems. (C) 2003 Published by Elsevier Inc.
引用
收藏
页码:93 / 110
页数:18
相关论文
共 27 条
[1]  
Belair J., 1993, Journal of Dynamics and Differential Equations, V5, P607, DOI 10.1007/BF01049141
[2]  
CAMPBELL S, 2001, DIFFER EQUAT DYNAM S, V3, P115
[3]   A note on stability of analog neural networks with time delays [J].
Cao, YJ ;
Wu, QH .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1996, 7 (06) :1533-1535
[4]  
CARPENTER GA, 1987, SCIENCE, V235, P1226
[5]   ABSOLUTE STABILITY OF GLOBAL PATTERN-FORMATION AND PARALLEL MEMORY STORAGE BY COMPETITIVE NEURAL NETWORKS [J].
COHEN, MA ;
GROSSBERG, S .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1983, 13 (05) :815-826
[6]  
Deimling K., 2010, NONLINEAR FUNCTIONAL, DOI DOI 10.1007/978-3-662-00547-7
[7]   A CONDITION FOR GLOBAL CONVERGENCE OF A CLASS OF SYMMETRICAL NEURAL CIRCUITS [J].
FORTI, M ;
MANETTI, S ;
MARINI, M .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 1992, 39 (06) :480-483
[8]   ON GLOBAL ASYMPTOTIC STABILITY OF A CLASS OF NONLINEAR-SYSTEMS ARISING IN NEURAL-NETWORK THEORY [J].
FORTI, M .
JOURNAL OF DIFFERENTIAL EQUATIONS, 1994, 113 (01) :246-264
[9]  
Franklin J.N., 1968, Matrix Theory
[10]   STABILITY IN ASYMMETRIC HOPFIELD NETS WITH TRANSMISSION DELAYS [J].
GOPALSAMY, K ;
HE, XZ .
PHYSICA D-NONLINEAR PHENOMENA, 1994, 76 (04) :344-358