Knowledge Commons of Institute of Automation,CAS
Robust synchronization of memristive neural networks with strong mismatch characteristics via pinning control | |
Li, Yueheng1,4; Luo, Biao2; Liu, Derong3; Yang, Zhanyu2 | |
发表期刊 | NEUROCOMPUTING |
2018-05-10 | |
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 |
DOI | 10.1016/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 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/22001 |
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 4.North China Univ Technol, Coll Elect & Control Engn, Beijing 100144, Peoples R China |
推荐引用方式 GB/T 7714 | 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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