Exponential synchronization of coupled memristive neural networks via pinning control

被引:20
作者
Guan, Wang
Yi, Shen [1 ]
Quan, Yin
机构
[1] Huazhong Univ Sci & Technol, Dept Control Sci & Engn, Wuhan 430074, Peoples R China
基金
中国国家自然科学基金;
关键词
synchronization; memristor; coupled neural networks; pinning control; TIME-VARYING DELAYS; COMPLEX NETWORKS; STABILITY; ACTIVATIONS; DYNAMICS; SYSTEMS;
D O I
10.1088/1674-1056/22/5/050504
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
This paper is concerned with the exponential synchronization problem of coupled memristive neural networks. In contrast to general neural networks, memristive neural networks exhibit state-dependent switching behaviors due to the physical properties of memristors. Under a mild topology condition, it is proved that a small fraction of controlled subsystems can efficiently synchronize the coupled systems. The pinned subsystems are identified via a search algorithm. Moreover, the information exchange network needs not to be undirected or strongly connected. Finally, two numerical simulations are performed to verify the usefulness and effectiveness of our results.
引用
收藏
页数:10
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