Dynamics of a class of Cohen-Grossberg neural networks with time-varying delays

被引:41
作者
Huang, Chuangxia [1 ]
Huang, Lihong [1 ]
机构
[1] Hunan Univ, Coll Math & Econometr, Changsha 410082, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
Cohen-Grossberg neural networks; exponential stability; periodic solution; coincidence degree;
D O I
10.1016/j.nonrwa.2005.04.008
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Without assuming the boundedness, monotonicity, and differentiability of activation functions and any symmetry of interconnections, we establish some sufficient conditions for the global exponential stability of a unique equilibrium and the existence of periodic solution for the Cohen-Grossberg neural network with time-varying delays. Brouwer's fixed point theorem, matrix theory, a continuation theorem of the coincidence degree and inequality analysis are employed. Our results are all independent of the delays and maybe more convenient to design a circuit network. (c) 2005 Elsevier Ltd. All rights reserved.
引用
收藏
页码:40 / 52
页数:13
相关论文
共 18 条
[1]   Boundedness and stability for Cohen-Grossberg neural network with time-varying delays [J].
Cao, J ;
Liang, JL .
JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2004, 296 (02) :665-685
[2]   Global stability analysis in delayed cellular neural networks [J].
Cao, JD .
PHYSICAL REVIEW E, 1999, 59 (05) :5940-5944
[3]   Delay-independent stability analysis of Cohen-Grossberg neural networks [J].
Chen, TP ;
Rong, LB .
PHYSICS LETTERS A, 2003, 317 (5-6) :436-449
[4]   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
[5]  
Gaines RE, 1977, COINCIDENCE DEGREE N, DOI DOI 10.1007/BFB0089537
[6]   DELAY-INDEPENDENT STABILITY IN BIDIRECTIONAL ASSOCIATIVE MEMORY NETWORKS [J].
GOPALSAMY, K ;
HE, XZ .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1994, 5 (06) :998-1002
[7]  
Guo SJ, 2003, PHYS REV E, V67, DOI [10.1103/PhysRevE.67.011902, 10.1103/PhysRevE.67.061902]
[8]   NEURAL NETWORKS FOR NONLINEAR-PROGRAMMING [J].
KENNEDY, MP ;
CHUA, LO .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1988, 35 (05) :554-562
[9]  
LaSalle J.P., 1976, Society For Industrial and Applied Mathematics
[10]   Global stability of cellular neural networks with constant and variable delays [J].
Li, XM ;
Huang, LH ;
Zhu, HY .
NONLINEAR ANALYSIS-THEORY METHODS & APPLICATIONS, 2003, 53 (3-4) :319-333