Pinning synchronization of memristor-based neural networks with time-varying delays
Yang, Zhanyu1; Luo, Biao2; Liu, Derong3; Li, Yueheng1
刊名NEURAL NETWORKS
2017-09-01
卷号93期号:页码:143-151
关键词Memristor-based Neural Networks Pinning Control Time-varying Delays Exponential Synchronization Asymptotic Synchronization
DOI10.1016/j.neunet.2017.05.003
文献子类Article
英文摘要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.
WOS关键词PERIODICALLY INTERMITTENT CONTROL ; EXPONENTIAL LAG SYNCHRONIZATION ; IMPULSIVE SYNCHRONIZATION ; ADAPTIVE SYNCHRONIZATION ; CHAOTIC SYSTEMS ; SAMPLED-DATA ; FUZZY MODEL ; STABILIZATION ; STABILITY ; CIRCUIT
WOS研究方向Computer Science ; Neurosciences & Neurology
语种英语
WOS记录号WOS:000406784500013
资助机构National Natural Science Foundation of China(61533017 ; U1501251 ; 61374105 ; 61503377 ; 61233001)
内容类型期刊论文
源URL[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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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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