Robust synchronization of memristive neural networks with strong mismatch characteristics via pinning control
Li, Yueheng1,4; Luo, Biao2; Liu, Derong3; Yang, Zhanyu2
2018-05-10
发表期刊NEUROCOMPUTING
卷号289页码:144-154
文章类型Article
摘要This paper is concerned with robust synchronization problem of memristive neural networks (MNNs) with mismatch characteristics. First, based on theories of set-valued maps and differential inclusions, strong mismatch characteristics including coefficient mismatch and time-varying delay mismatch are simultaneously considered between the drive and response MNNs. Second, pinning control strategy, which can save control cost by adding controllers on partial node, is adopted to guarantee the drive system and the response system can achieve synchronization robustly. Furthermore, the sufficient stability conditions for error system is proved by using Lyapunov functional method. Finally, numerical simulation is presented to verify the effectiveness of the proposed results. (C) 2018 Published by Elsevier B.V.
关键词Memristive Neural Networks Robust Synchronization Mismatch Characteristics Pinning Control
WOS标题词Science & Technology ; Technology
DOI10.1016/j.neucom.2018.02.006
关键词[WOS]TIME-VARYING DELAYS ; EXPONENTIAL SYNCHRONIZATION ; COMPLEX NETWORKS ; STATE ESTIMATION ; ELEMENT ; SYSTEMS ; DESIGN ; MODEL
收录类别SCI
语种英语
项目资助者National Natural Science Foundation of China(61503377 ; 61533017 ; U1501251 ; 61473002)
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence
WOS记录号WOS:000428123200012
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被引频次:1[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/173211/22001
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
4.North China Univ Technol, Coll Elect & Control Engn, Beijing 100144, Peoples R China
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Li, Yueheng,Luo, Biao,Liu, Derong,et al. Robust synchronization of memristive neural networks with strong mismatch characteristics via pinning control[J]. NEUROCOMPUTING,2018,289:144-154.
APA Li, Yueheng,Luo, Biao,Liu, Derong,&Yang, Zhanyu.(2018).Robust synchronization of memristive neural networks with strong mismatch characteristics via pinning control.NEUROCOMPUTING,289,144-154.
MLA Li, Yueheng,et al."Robust synchronization of memristive neural networks with strong mismatch characteristics via pinning control".NEUROCOMPUTING 289(2018):144-154.
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