Stability analysis of inertial Cohen-Grossberg-type neural networks with time delays

被引:87
作者
Ke, Yunquan [1 ]
Miao, Chunfang [1 ]
机构
[1] Shaoxing Univ, Dept Math, Shaoxing 312000, Zhejiang, Peoples R China
关键词
Inertial Cohen-Grossberg-type; Neural networks; Homeomorphism; Lyapunov functional; Differential mean value theorem; Exponential stability; REACTION-DIFFUSION; EXPONENTIAL STABILITY; DISTRIBUTED DELAYS; VARYING DELAYS; SYNCHRONIZATION; CHAOS; MODEL;
D O I
10.1016/j.neucom.2013.01.026
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, the global exponential stability of inertial Cohen-Grossberg-type neural networks with time delays is investigated. First, by properly chosen variable substitution the system is transformed to the first order differential equation. Second, some sufficient conditions which can ensure the global exponential stability of the system are obtained using homeomorphism and differential mean value theorem, applying the analysis method and inequality technique. Finally, two examples are given to illustrate the effectiveness of the results. (C) 2013 Elsevier B.V. All rights reserved.
引用
收藏
页码:196 / 205
页数:10
相关论文
共 26 条
[1]   STABILITY AND DYNAMICS OF SIMPLE ELECTRONIC NEURAL NETWORKS WITH ADDED INERTIA [J].
BABCOCK, KL ;
WESTERVELT, RM .
PHYSICA D, 1986, 23 (1-3) :464-469
[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]   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
[4]   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
[5]   NEW CONDITIONS FOR GLOBAL STABILITY OF NEURAL NETWORKS WITH APPLICATION TO LINEAR AND QUADRATIC-PROGRAMMING PROBLEMS [J].
FORTI, M ;
TESI, A .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 1995, 42 (07) :354-366
[6]   Exponential synchronization of stochastic Cohen-Grossberg neural networks with mixed time-varying delays and reaction-diffusion via periodically intermittent control [J].
Gan, Qintao .
NEURAL NETWORKS, 2012, 31 :12-21
[7]   Adaptive synchronization of Cohen-Grossberg neural networks with unknown parameters and mixed time-varying delays [J].
Gan, Qintao .
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2012, 17 (07) :3040-3049
[8]   Bifurcation and stabilization of oscillations in ring neural networks with inertia [J].
Horikawa, Yo ;
Kitajima, Hiroyuki .
PHYSICA D-NONLINEAR PHENOMENA, 2009, 238 (23-24) :2409-2418
[9]   Stability of Cohen-Grossberg neural networks with time-varying delays [J].
Huang, Tingwen ;
Chan, Andrew ;
Huang, Yu ;
Cao, Jinde .
NEURAL NETWORKS, 2007, 20 (08) :868-873
[10]   Stability of Cohen-Grossberg neural networks with unbounded distributed delays [J].
Huang, Tingwen ;
Li, Chuandong ;
Chen, Goong .
CHAOS SOLITONS & FRACTALS, 2007, 34 (03) :992-996