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 |
ISSN | 2168-2216 |
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 |
DOI | 10.1109/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 | |
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 |
推荐引用方式 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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