Robust Exponential Synchronization for Memristor Neural Networks With Nonidentical Characteristics by Pinning Control
Li, Yueheng1; Luo, Biao2; Liu, Derong3; Yang, Yin4; Yang, Zhanyu5
发表期刊IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS
ISSN2168-2216
2021-03-01
卷号51期号:3页码:1966-1980
通讯作者Luo, Biao(biao.luo@hotmail.com)
摘要In this paper, robust exponential synchronization of memristor-based neural networks (MNNs) with nonidentical characteristics is investigated. Coefficient mismatch, time-varying delay mismatch, and activation function mismatch are considered between the drive and the response MNNs. Pinning control strategy is developed to realize robust exponential synchronization and the stability criteria is established by using the Lyapunov function method and differential inclusion theory. Furthermore, the stable region of controller parameters is computed to guarantee that the synchronization errors enter a predetermined error bound within given settling time. Finally, the effectiveness of the proposed methods is verified by the numerical simulations. The methods presented in this paper offer novel schemes for robust exponential synchronization of nonidentical MNNs.
关键词Synchronization Memristors Biological neural networks Delays Neurons Hysteresis Error bound exponential synchronization memristor-based neural networks (MNNs) nonidentical characteristics pinning control stable region
DOI10.1109/TSMC.2019.2911510
收录类别SCI
语种英语
资助项目National Natural Science Foundation of China[61873350] ; National Natural Science Foundation of China[61503377] ; National Natural Science Foundation of China[61533017] ; National Natural Science Foundation of China[U1501251] ; Qatar National Research Fund through National Priority Research Project[NPRP9-466-1-103]
项目资助者National Natural Science Foundation of China ; Qatar National Research Fund through National Priority Research Project
WOS研究方向Automation & Control Systems ; Computer Science
WOS类目Automation & Control Systems ; Computer Science, Cybernetics
WOS记录号WOS:000619380900052
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
被引频次:17[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/173211/43257
专题复杂系统管理与控制国家重点实验室_复杂系统智能机理与平行控制团队
通讯作者Luo, Biao
作者单位1.Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China
2.Cent South Univ, Sch Automat, Changsha 410083, Peoples R China
3.Guangdong Univ Technol, Sch Automat, Guangzhou 510006, Peoples R China
4.Hamad Bin Khalifa Univ, Coll Sci & Engn, Doha, Qatar
5.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
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GB/T 7714
Li, Yueheng,Luo, Biao,Liu, Derong,et al. Robust Exponential Synchronization for Memristor Neural Networks With Nonidentical Characteristics by Pinning Control[J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,2021,51(3):1966-1980.
APA Li, Yueheng,Luo, Biao,Liu, Derong,Yang, Yin,&Yang, Zhanyu.(2021).Robust Exponential Synchronization for Memristor Neural Networks With Nonidentical Characteristics by Pinning Control.IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,51(3),1966-1980.
MLA Li, Yueheng,et al."Robust Exponential Synchronization for Memristor Neural Networks With Nonidentical Characteristics by Pinning Control".IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS 51.3(2021):1966-1980.
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