Robust Exponential Synchronization for Memristor Neural Networks With Nonidentical Characteristics by Pinning Control
文献类型：期刊论文
| 作者 | Li, Yueheng1; Luo, Biao2 ; Liu, Derong5; Yang, Yin3; Yang, Zhanyu4
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| 刊名 | IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS
 |
| 出版日期 | 2021-03-01 |
| 卷号 | 51期号:3页码:1966-1980 |
| 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 |
| ISSN号 | 2168-2216 |
| DOI | 10.1109/TSMC.2019.2911510 |
| 通讯作者 | Luo, Biao(biao.luo@hotmail.com) |
| 英文摘要 | 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. |
| 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] |
| WOS研究方向 | Automation & Control Systems ; Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000619380900052 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 资助机构 | National Natural Science Foundation of China ; Qatar National Research Fund through National Priority Research Project |
| 源URL | [http://ir.ia.ac.cn/handle/173211/43256]  |
| 专题 | 自动化研究所_复杂系统管理与控制国家重点实验室_智能化团队 |
| 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.Hamad Bin Khalifa Univ, Coll Sci & Engn, Doha, Qatar 4.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 5.Guangdong Univ Technol, Sch Automat, Guangzhou 510006, 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. |
入库方式： OAI收割
来源：自动化研究所
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