Synchronization in an array of linearly stochastically coupled networks with time delays

被引:203
作者
Cao, Jinde [1 ]
Wang, Zidong
Sun, Yonghui
机构
[1] Southeast Univ, Dept Math, Nanjing 210096, Peoples R China
[2] Brunel Univ, Dept Informat Syst & Comp, Uxbridge UB8 3PH, Middx, England
基金
中国国家自然科学基金;
关键词
stochastic coupling; adaptive synchronization; mean square asymptotic stability; LaSalle invariance principle; delayed neural networks; coupling delay;
D O I
10.1016/j.physa.2007.06.043
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In this paper, the complete synchronization problem is investigated in an array of linearly stochastically coupled identical networks with time delays. The stochastic coupling term, which can reflect a more realistic dynamical behavior of coupled systems in practice, is introduced to model a coupled system, and the influence from the stochastic noises on the array of coupled delayed neural networks is studied thoroughly. Based on a simple adaptive feedback control scheme and some stochastic analysis techniques, several sufficient conditions are developed to guarantee the synchronization in an array of linearly stochastically coupled neural networks with time delays. Finally, an illustrate example with numerical simulations is exploited to show the effectiveness of the theoretical results. (C) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:718 / 728
页数:11
相关论文
共 28 条
[1]   Adaptive synchronization of neural networks with or without time-varying delay [J].
Cao, JD ;
Lu, JQ .
CHAOS, 2006, 16 (01)
[2]   Global synchronization in arrays of delayed neural networks with constant and delayed coupling [J].
Cao, JD ;
Li, P ;
Wang, WW .
PHYSICS LETTERS A, 2006, 353 (04) :318-325
[3]   Global asymptotic and robust stability of recurrent neural networks with time delays [J].
Cao, JD ;
Wang, J .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2005, 52 (02) :417-426
[4]   New results concerning exponential stability and periodic solutions of delayed cellular neural networks [J].
Cao, JD .
PHYSICS LETTERS A, 2003, 307 (2-3) :136-147
[5]   Periodic oscillation and exponential stability of delayed CNNs [J].
Cao, JD .
PHYSICS LETTERS A, 2000, 270 (3-4) :157-163
[6]   Global synchronization of coupled delayed neural networks and applications to chaotic CNN models [J].
Chen, GR ;
Zhou, J ;
Liu, ZR .
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2004, 14 (07) :2229-2240
[7]   Synchronization in uncertain complex networks [J].
Chen, MY ;
Zhou, DH .
CHAOS, 2006, 16 (01)
[8]  
Friedman A., 1976, STOCHASTIC DIFFERENT
[9]   STRANGE ATTRACTORS IN DELAYED CELLULAR NEURAL NETWORKS [J].
GILLI, M .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 1993, 40 (11) :849-853
[10]   NEURONS WITH GRADED RESPONSE HAVE COLLECTIVE COMPUTATIONAL PROPERTIES LIKE THOSE OF 2-STATE NEURONS [J].
HOPFIELD, JJ .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA-BIOLOGICAL SCIENCES, 1984, 81 (10) :3088-3092