Synchronization of Nonlinear Coupled Networks via Aperiodically Intermittent Pinning Control

被引:245
作者
Liu, Xiwei [1 ,2 ]
Chen, Tianping [3 ]
机构
[1] Tongji Univ, Dept Comp Sci & Technol, Shanghai 200092, Peoples R China
[2] Minist Educ, Key Lab Embedded Syst & Serv Comp, Shanghai 200092, Peoples R China
[3] Fudan Univ, Sch Comp Sci Math Sci, Shanghai 200433, Peoples R China
基金
美国国家科学基金会;
关键词
Adaptive; aperiodic; consensus; dynamical networks; intermittent control; neural networks; nonlinear coupling; pinning control; synchronization; TIME-VARYING DELAYS; COMPLEX NETWORKS; NEURAL-NETWORKS; EXPONENTIAL SYNCHRONIZATION; CLUSTER SYNCHRONIZATION; MULTIAGENT SYSTEMS; DYNAMICAL NETWORKS; REACTION-DIFFUSION; DIRECTED NETWORKS; CONSENSUS;
D O I
10.1109/TNNLS.2014.2311838
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, pinning synchronization problem for nonlinear coupled networks is investigated, which can be recurrently connected neural networks, cellular neural networks, Hodgkin-Huxley models, Lorenz chaotic oscillators, and so on. Nodes in the network are assumed to be identical and nodes' dynamical behaviors are described by continuous-time equations. The network topology is undirected and static. At first, the scope of accepted nonlinear coupling functions is defined, and the effect of nonlinear coupling functions on synchronization is carefully discussed. Then, the pinning control technique is used for synchronization, especially the control type is aperiodically intermittent. Some sufficient conditions to guarantee global synchronization are presented. Furthermore, the adaptive approach is also applied on the pinning control, and a centralized adaptive algorithm is designed and its validity is also proved. Finally, several numerical simulations are given to verify the obtained theoretical results.
引用
收藏
页码:113 / 126
页数:14
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