Stabilization effect of diffusion in delayed neural networks systems with Dirichlet boundary conditions

被引:6
作者
Chen, Zhang [1 ]
Zhao, Donghua [2 ]
机构
[1] Shandong Univ, Sch Math, Jinan 250100, Peoples R China
[2] Fudan Univ, Sch Math Sci, Minist Educ, Key Lab Math Nonlinear Sci, Shanghai 200433, Peoples R China
来源
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS | 2011年 / 348卷 / 10期
基金
中国国家自然科学基金;
关键词
TIME-VARYING DELAYS; GLOBAL EXPONENTIAL STABILITY; ASYMPTOTIC STABILITY; DYNAMIC-ANALYSIS; MU-STABILITY; TERMS;
D O I
10.1016/j.jfranklin.2011.09.011
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, reaction-diffusion neural networks with unbounded time-varying delays and Dirichlet boundary conditions is studied. A new concept of global mu-stability in the sense of L(2) norm is introduced, and sufficient conditions are given to guarantee global mu-stability of the equilibrium point. The results obtained not only improve those in the earlier findings, but also show diffusion terms contribute to stabilization of neural networks systems. (C) 2011 The Franklin Institute. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:2884 / 2897
页数:14
相关论文
共 33 条
[1]   Modified high-order neural network for invariant pattern recognition [J].
Artyomov, E ;
Yadid-Pecht, O .
PATTERN RECOGNITION LETTERS, 2005, 26 (06) :843-851
[2]   Global asymptotic stability of a general class of recurrent neural networks with time-varying delays [J].
Cao, J ;
Wang, J .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2003, 50 (01) :34-44
[3]   Stability in Cohen-Grossberg-type bidirectional associative memory neural networks with time-varying delays [J].
Cao, Jinde ;
Song, Qiankun .
NONLINEARITY, 2006, 19 (07) :1601-1617
[4]   Global μ-stability of delayed neural networks with unbounded time-varying delays [J].
Chen, Tianping ;
Wang, Lili .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2007, 18 (06) :1836-1840
[5]   Power-rate global stability of dynamical systems with unbounded time-varying delays [J].
Chen, Tianping ;
Wang, Lili .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2007, 54 (08) :705-709
[6]   Global dynamic analysis of general Cohen-Grossberg neural networks with impulse [J].
Chen, Zhang ;
Ruan, Jiong .
CHAOS SOLITONS & FRACTALS, 2007, 32 (05) :1830-1837
[7]   Dynamic analysis of high-order Cohen-Grossberg neural networks with time delay [J].
Chen, Zhang ;
Zhao, Donghua ;
Ruan, Jiong .
CHAOS SOLITONS & FRACTALS, 2007, 32 (04) :1538-1546
[8]   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
[9]  
GU CH, 2005, EQUATIONS MATH PHYS
[10]   Modeling switched circuits based on wavelet decomposition and neural networks [J].
Hanbay, Davut ;
Turkoglu, Ibrahim ;
Demir, Yakup .
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2010, 347 (03) :607-617