Adaptive lag synchronization in unknown stochastic chaotic neural networks with discrete and distributed time-varying delays

被引:133
作者
Tang, Yang [1 ]
Qiu, Runhe [1 ]
Fang, Jian-an [1 ]
Miao, Qingying [1 ,2 ]
Xia, Min [1 ]
机构
[1] Donghua Univ, Coll Informat Sci & Technol, Shanghai 201620, Peoples R China
[2] Shanghai Jiao Tong Univ, Continue Educ Sch, Shanghai 200030, Peoples R China
基金
中国国家自然科学基金;
关键词
chaotic neural networks; adaptive feedback synchronization; discrete and distributed time-varying delays; stochastic system; parameters identification;
D O I
10.1016/j.physleta.2008.04.032
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In this Letter, we have dealt with the problem of lag synchronization and parameter identification for a class of chaotic neural networks with stochastic perturbation, which involve both the discrete and distributed time-varying delays. By the adaptive feedback technique, several sufficient conditions have been derived to ensure the synchronization of stochastic chaotic neural networks. Moreover, all the connection weight matrices can be estimated while the lag synchronization is achieved in mean square at the same time. The corresponding simulation results are given to show the effectiveness of the proposed method. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:4425 / 4433
页数:9
相关论文
共 39 条
[1]   The synchronization of chaotic systems [J].
Boccaletti, S ;
Kurths, J ;
Osipov, G ;
Valladares, DL ;
Zhou, CS .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2002, 366 (1-2) :1-101
[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]  
Chen G., 1998, CHAOS ORDER METHODOL
[4]   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
[5]   Exponential synchronization of a class of chaotic neural networks [J].
Cheng, CJ ;
Liao, TL ;
Hwang, CC .
CHAOS SOLITONS & FRACTALS, 2005, 24 (01) :197-206
[6]  
Friedman A., 1976, STOCHASTIC DIFFERENT
[7]   Spatiotemporal communication with synchronized optical chaos [J].
García-Ojalvo, J ;
Roy, R .
PHYSICAL REVIEW LETTERS, 2001, 86 (22) :5204-5207
[8]   Adaptive synchronization of a class of chaotic neural networks with known or unknown parameters [J].
He, Wangli ;
Cao, Jinde .
PHYSICS LETTERS A, 2008, 372 (04) :408-416
[9]   Simple adaptive-feedback controller for identical chaos synchronization [J].
Huang, DB .
PHYSICAL REVIEW E, 2005, 71 (03)
[10]  
Huang DB, 2004, PHYS REV E, V69, DOI 10.1103/PhysRevE.69.067201