Global stability analysis of fractional-order Hopfield neural networks with time delay
文献类型:期刊论文
作者 | Wang, Hu 1; Yu, Yongguang 1; Wen, Guoguang 1; Zhang, Shuo 1; Yu, Junzhi 2; Yu, Junzhi![]() |
刊名 | NEUROCOMPUTING
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出版日期 | 2015-04-22 |
卷号 | 154页码:15-23 |
关键词 | Hopfield neural networks Global stability Fractional-order Time delay |
通讯作者 | Yu, Yongguang |
英文摘要 | In this paper, the global stability analysis of fractional-order Hopfield neural networks with time delay is investigated. A stability theorem for linear fractional-order systems with time delay is presented. And, a comparison theorem for a class of fractional-order systems with time delay is shown. The existence and uniqueness of the equilibrium point for fractional-order Hopfield neural networks with time delay are proved. Furthermore, the global asymptotic stability conditions of fractional-order neural networks with time delay are obtained. Finally, a numerical example is given to illustrate the effectiveness of the theoretical results. |
WOS标题词 | Science & Technology ; Technology |
类目[WOS] | Computer Science, Artificial Intelligence |
研究领域[WOS] | Computer Science |
关键词[WOS] | DIFFERENTIAL-EQUATIONS ; DIFFUSION ; DYNAMICS ; SYSTEM ; CHAOS ; SYNCHRONIZATION ; CALCULUS ; NEURONS |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000350081900002 |
源URL | [http://ir.ia.ac.cn/handle/173211/8085] ![]() |
专题 | 自动化研究所_复杂系统管理与控制国家重点实验室_先进机器人控制团队 |
作者单位 | 1. Department of Mathematics, Beijing Jiaotong University, Beijing, China 2. Institute of Automation, Chinese Academy of Sciences, Beijing, China |
推荐引用方式 GB/T 7714 | Wang, Hu ,Yu, Yongguang ,Wen, Guoguang ,et al. Global stability analysis of fractional-order Hopfield neural networks with time delay[J]. NEUROCOMPUTING,2015,154:15-23. |
APA | Wang, Hu ,Yu, Yongguang ,Wen, Guoguang ,Zhang, Shuo ,Yu, Junzhi ,&Yu, Junzhi.(2015).Global stability analysis of fractional-order Hopfield neural networks with time delay.NEUROCOMPUTING,154,15-23. |
MLA | Wang, Hu ,et al."Global stability analysis of fractional-order Hopfield neural networks with time delay".NEUROCOMPUTING 154(2015):15-23. |
入库方式: OAI收割
来源:自动化研究所
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