Global exponential stability and existence of periodic solutions for delayed reaction-diffusion BAM neural networks with Dirichlet boundary conditions

被引:6
作者
Zhang, Weiyuan [1 ]
Li, Junmin [2 ]
Chen, Minglai [2 ]
机构
[1] Xianyang Normal Univ, Inst Math & Appl Math, Xianyang 712000, Peoples R China
[2] Xidian Univ, Sch Sci, Xian 710071, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
neural networks; reaction-diffusion; mixed time delays; global exponential stability; Poincare mapping; Lyapunov functional; TIME-VARYING DELAYS; DISTRIBUTED DELAYS; ASYMPTOTIC STABILITY; OSCILLATORY SOLUTION; TERMS; CRITERION;
D O I
10.1186/1687-2770-2013-105
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, both global exponential stability and periodic solutions are investigated for a class of delayed reaction-diffusion BAM neural networks with Dirichlet boundary conditions. By employing suitable Lyapunov functionals, sufficient conditions of the global exponential stability and the existence of periodic solutions are established for reaction-diffusion BAM neural networks with mixed time delays and Dirichlet boundary conditions. The derived criteria extend and improve previous results in the literature. A numerical example is given to show the effectiveness of the obtained results.
引用
收藏
页数:23
相关论文
共 34 条
[1]   Global exponential stability and periodicity of recurrent neural networks with time delays [J].
Cao, JD ;
Wang, J .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2005, 52 (05) :920-931
[2]   Exponential stability and periodic oscillatory solution in BAM networks with delays [J].
Cao, JD ;
Wang, L .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2002, 13 (02) :457-463
[3]   Global asymptotic stability of BAM neural networks with distributed delays and reaction-diffusion terms [J].
Cui, BT ;
Lou, XY .
CHAOS SOLITONS & FRACTALS, 2006, 27 (05) :1347-1354
[4]   Global stability of a class of neural networks with time-varying delay [J].
Ensari, T ;
Arik, S .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2005, 52 (03) :126-130
[5]   Convergence Dynamics of Stochastic Cohen-Grossberg Neural Networks with Unbounded Distributed Delays [J].
Huang, Chuangxia ;
Cao, Jinde .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2011, 22 (04) :561-572
[6]   Passivity-based control for Hopfield neural networks using convex representation [J].
Ji, D. H. ;
Koo, J. H. ;
Won, S. C. ;
Lee, S. M. ;
Park, Ju H. .
APPLIED MATHEMATICS AND COMPUTATION, 2011, 217 (13) :6168-6175
[7]   BIDIRECTIONAL ASSOCIATIVE MEMORIES [J].
KOSKO, B .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1988, 18 (01) :49-60
[8]   A new augmented Lyapunov-Krasovskii functional approach to exponential passivity for neural networks with time-varying delays [J].
Kwon, O. M. ;
Park, Ju H. ;
Lee, S. M. ;
Cha, E. J. .
APPLIED MATHEMATICS AND COMPUTATION, 2011, 217 (24) :10231-10238
[9]   A novel delay-dependent criterion for delayed neural networks of neutral type [J].
Lee, S. M. ;
Kwon, O. M. ;
Park, Ju H. .
PHYSICS LETTERS A, 2010, 374 (17-18) :1843-1848
[10]   Global exponential stability of bidirectional associative memory neural networks with time delays [J].
Liu, Xin-Ge ;
Martin, Ralph R. ;
Wu, Min ;
Tang, Mei-Lan .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2008, 19 (03) :397-407