Pinning synchronization of memristor-based neural networks with time-varying delays

doi:10.1016/j.neunet.2017.05.003

CASIA OpenIR > 多模态人工智能系统全国重点实验室 > 复杂系统智能机理与平行控制团队

	Pinning synchronization of memristor-based neural networks with time-varying delays
	Yang, Zhanyu1 ; Luo, Biao2 ; Liu, Derong 3; Li, Yueheng 1
发表期刊	NEURAL NETWORKS
	2017-09-01
卷号	93 期号:无页码:143-151
文章类型	Article
摘要	In this paper, the synchronization of memristor-based neural networks with time-varying delays via pinning control is investigated. A novel pinning method is introduced to synchronize two memristor-based neural networks which denote drive system and response system, respectively. The dynamics are studied by theories of differential inclusions and nonsmooth analysis. In addition, some sufficient conditions are derived to guarantee asymptotic synchronization and exponential synchronization of memristor-based neural networks via the presented pinning control. Furthermore, some improvements about the proposed control method are also discussed in this paper. Finally, the effectiveness of the obtained results is demonstrated by numerical simulations. (C) 2017 Elsevier Ltd. All rights reserved.
关键词	Memristor-based Neural Networks Pinning Control Time-varying Delays Exponential Synchronization Asymptotic Synchronization
WOS标题词	Science & Technology ; Technology ; Life Sciences & Biomedicine
DOI	10.1016/j.neunet.2017.05.003
关键词[WOS]	PERIODICALLY INTERMITTENT CONTROL ; EXPONENTIAL LAG SYNCHRONIZATION ; IMPULSIVE SYNCHRONIZATION ; ADAPTIVE SYNCHRONIZATION ; CHAOTIC SYSTEMS ; SAMPLED-DATA ; FUZZY MODEL ; STABILIZATION ; STABILITY ; CIRCUIT
收录类别	SCI
语种	英语
项目资助者	National Natural Science Foundation of China(61533017 ; U1501251 ; 61374105 ; 61503377 ; 61233001)
WOS研究方向	Computer Science ; Neurosciences & Neurology
WOS类目	Computer Science, Artificial Intelligence ; Neurosciences
WOS记录号	WOS:000406784500013
引用统计	被引频次：48[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/20714
专题	多模态人工智能系统全国重点实验室_复杂系统智能机理与平行控制团队
作者单位	1.Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China 2.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 3.Guangdong Univ Technol, Sch Automat, Guangzhou 510006, Guangdong, Peoples R China
推荐引用方式 GB/T 7714	Yang, Zhanyu,Luo, Biao,Liu, Derong,et al. Pinning synchronization of memristor-based neural networks with time-varying delays[J]. NEURAL NETWORKS,2017,93(无):143-151.
APA	Yang, Zhanyu,Luo, Biao,Liu, Derong,&Li, Yueheng.(2017).Pinning synchronization of memristor-based neural networks with time-varying delays.NEURAL NETWORKS,93(无),143-151.
MLA	Yang, Zhanyu,et al."Pinning synchronization of memristor-based neural networks with time-varying delays".NEURAL NETWORKS 93.无(2017):143-151.

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