Dynamics of Cohen-Grossberg neural network with variable coefficients and time-varying delays

被引:39
作者
Zhao, Weirui [1 ,2 ]
机构
[1] Wuhan Univ Technol, Dept Math, Wuhan 430070, Hebei, Peoples R China
[2] Harbin Inst Technol, Shenzhen Grad Sch, Shenzhen 518055, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Cohen-Grossberg neural networks; time-varying delays; uniform boundedness; point dissipativeness; periodic solution; global exponential stability;
D O I
10.1016/j.nonrwa.2007.02.002
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper studies the Cohen-Grossberg neural networks with variable and time-varying delays. By applying Dini derivative and introducing many real parameters, and estimating the upper bound of solutions of the system, a series of new and useful criteria on the uniform boundedness, point dissipativeness and global exponential stability for general Cohen-Grossberg neural networks. And then, some sufficient conditions on the existence and global exponential stability of periodic solutions for periodic Cohen-Grossberg neural networks are established, either. Those results obtained in this paper extend and generalize the corresponding results existing in previous literature. These criteria are important in signal processing and the design of networks. (C) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1024 / 1037
页数:14
相关论文
共 25 条
[1]   UNIFIED BOUNDEDNESS, PERIODICITY, AND STABILITY IN ORDINARY AND FUNCTIONAL-DIFFERENTIAL EQUATIONS [J].
BURTON, TA ;
ZHANG, S .
ANNALI DI MATEMATICA PURA ED APPLICATA, 1986, 145 :129-158
[2]   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
[3]   Time delays and stimulus-dependent pattern formation in periodic environments in isolated neurons [J].
Gopalsamy, K ;
Sariyasa .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2002, 13 (03) :551-563
[4]   Existence and global exponential stability of periodic solution of two-neuron networks with time-varying delays [J].
Huang, CX ;
Huang, LH .
APPLIED MATHEMATICS LETTERS, 2006, 19 (02) :126-134
[5]   Analysis of global exponential stability and periodic solutions of neural networks with time-varying delays [J].
Huang, H ;
Ho, DWC ;
Cao, JD .
NEURAL NETWORKS, 2005, 18 (02) :161-170
[6]   Dynamics of a class of cellular neural networks with time-varying delays [J].
Huang, LH ;
Huang, CX ;
Liu, BW .
PHYSICS LETTERS A, 2005, 345 (4-6) :330-344
[7]   Dynamics of neural networks with variable coefficients and time-varying delays [J].
Jiang, Haijun ;
Teng, Zhidong .
NEURAL NETWORKS, 2006, 19 (05) :676-683
[8]   Dynamics of Cohen-Grossberg neural networks with time-varying delays [J].
Jiang, Haijun ;
Cao, Jinde ;
Teng, Zhidong .
PHYSICS LETTERS A, 2006, 354 (5-6) :414-422
[9]   Boundedness and stability for nonautonomous bidirectional associative neural networks with delay [J].
Jiang, HJ ;
Teng, ZD .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2004, 51 (04) :174-180
[10]   Boundedness and stability for nonautonomous cellular neural networks with delay [J].
Jiang, HJ ;
Li, ZM ;
Teng, ZD .
PHYSICS LETTERS A, 2003, 306 (5-6) :313-325