Pinning synchronization of memristor-based neural networks with time-varying delays
Yang, Zhanyu1; Luo, Biao2; Liu, Derong3; Li, Yueheng1
2017-09-01
发表期刊NEURAL NETWORKS
卷号93期号: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
DOI10.1016/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:7[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
专题复杂系统管理与控制国家重点实验室_平行控制
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
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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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