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
[21]   Characterizing the synchronizability of small-world dynamical networks [J].
Lü, JH ;
Yu, XH ;
Chen, GR ;
Cheng, DZ .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2004, 51 (04) :787-796
[22]   Synchronization of coupled connected neural networks with delays [J].
Lu, WL ;
Chen, TP .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2004, 51 (12) :2491-2503
[23]   A note on the LaSalle-type theorems for stochastic differential delay equations [J].
Mao, XR .
JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2002, 268 (01) :125-142
[24]   Synchronization in an array of linearly coupled networks with time-varying delay [J].
Wang, Weiwei ;
Cao, Jinde .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2006, 366 (01) :197-211
[25]   Synchronization in scale-free dynamical networks: Robustness and fragility [J].
Wang, XF ;
Chen, GR .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2002, 49 (01) :54-62
[26]   SYNCHRONIZATION IN AN ARRAY OF LINEARLY COUPLED DYNAMICAL-SYSTEMS [J].
WU, CW ;
CHUA, LO .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 1995, 42 (08) :430-447
[27]  
Wu CW, 2005, IEEE T CIRCUITS-II, V52, P282, DOI [10.1109/TSCII.2005.846884, 10.1109/TCSII.2005.846884]
[28]   Adaptive synchronization of an uncertain complex dynamical network [J].
Zhou, J ;
Lu, JA ;
Lü, JH .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2006, 51 (04) :652-656