Asymptotic stability analysis of stochastic reaction-diffusion Cohen-Grossberg neural networks with mixed time delays

被引:19
作者
Shi, Yanchao [1 ]
Zhu, Peiyong [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Math, Chengdu 611731, Peoples R China
关键词
Asymptotic stability; Cohen-Grossberg neural network; Stochastic system; Lyapunov-Krasovskii functional; Linear matrix inequality; DISTRIBUTED DELAYS; VARYING DELAYS; EXPONENTIAL STABILITY; CRITERIA; INEQUALITY; COMPLEXITY; TERMS;
D O I
10.1016/j.amc.2014.05.056
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, the asymptotic stability problem is studied for a class of stochastic Cohen-Grossberg neural networks with reaction-diffusion and time-mixed delays. By using the Lyapunov-Krasovskii functional, stochastic analysis technology and linear matrix inequalities (LMIs) technique, several sufficient conditions on the asymptotic stability for the considered system are obtained. The condition not only connects with the delays and diffusion effect, but also relates to the magnitude of noise. Therefore, these stability criteria are essentially new and more effective than those given in previous conditions. Two examples are presented to illustrate the effectiveness and efficiency of the results. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:159 / 167
页数:9
相关论文
共 31 条
[1]  
[Anonymous], 1994, NEURAL NETWORKS
[2]  
[Anonymous], 1998, PARTIAL DIFFERENTIAL
[3]   Stability of stochastic delay neural networks [J].
Blythe, S ;
Mao, XR ;
Liao, XX .
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2001, 338 (04) :481-495
[4]  
Boyd S., 1994, LINEAR MATRIX INEQUA
[5]   Covergence of stochastic fuzzy Cohen-Grossberg neural networks with reaction-diffusion and distributed delays [J].
Chen, Liping ;
Chai, Yi ;
Wu, Ranchao .
EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (05) :5767-5773
[6]   Passivity and complexity [J].
Chua, LO .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 1999, 46 (01) :71-82
[7]   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
[8]   An integral inequality in the stability problem of time-delay systems [J].
Gu, KQ .
PROCEEDINGS OF THE 39TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-5, 2000, :2805-2810
[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]   Complexity of reaction-diffusion CNN [J].
Itoh, Makoto ;
Chua, Leon O. .
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2006, 16 (09) :2499-2527