Exponential Synchronization of Hybrid Coupled Networks With Delayed Coupling

被引:155
作者
He, Wangli [1 ]
Cao, Jinde [2 ]
机构
[1] E China Univ Sci & Technol, Sch Informat Sci & Engn, Minist Educ, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R China
[2] Southeast Univ, Dept Math, Nanjing 210096, Peoples R China
来源
IEEE TRANSACTIONS ON NEURAL NETWORKS | 2010年 / 21卷 / 04期
基金
中国国家自然科学基金;
关键词
Complex networks; delayed coupling; exponential synchronization; hybrid coupled networks; CHAOTIC NEURAL-NETWORKS; GLOBAL ASYMPTOTIC STABILITY; COMPLEX DYNAMICAL NETWORKS; ADAPTIVE SYNCHRONIZATION; ROBUST SYNCHRONIZATION; DISCRETE; ARRAY; SYSTEMS; CRITERIA;
D O I
10.1109/TNN.2009.2039803
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper investigates exponential synchronization of coupled networks with hybrid coupling, which is composed of constant coupling and discrete-delay coupling. There is only one transmittal delay in the delayed coupling. The fact is that in the signal transmission process, the time delay affects only the variable that is being transmitted from one system to another, then it makes sense to assume that there is only one single delay contributing to the dynamics. Some sufficient conditions for synchronization are derived based on Lyapunov functional and linear matrix inequality (LMI). In particular, the coupling matrix may be asymmetric or nondiagonal. Moreover, the transmittal delay can be different from the one in the isolated system. A distinctive feature of this work is that the synchronized state will vary in comparison with the conventional synchronized solution. Especially, the degree of the nodes and the inner delayed coupling matrix heavily influence the synchronized state. Finally, a chaotic neural network is used as the node in two regular networks to show the effectiveness of the proposed criteria.
引用
收藏
页码:571 / 583
页数:13
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