Adaptive synchronization of delayed reaction-diffusion neural networks with unknown non-identical time-varying coupling strengths | |
Li, Junmin1; He, Chao1; Zhang, Weiyuan2; Chen, Minglai(陈明徕)1,3 | |
作者部门 | 光电测量技术实验室 |
2017-01-05 | |
发表期刊 | NEUROCOMPUTING
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ISSN | 0925-2312 |
卷号 | 219页码:144-153 |
产权排序 | 3 |
摘要 | This paper concerns the asymptotic synchronization of delayed reaction-diffusion neural networks (RDNNs) with unknown nonidentical time-varying coupling strengths, where the time-varying coupling strengths are consist of continuous time-varying periodic parameters and time-invariant nonnegative parameters. By utilizing a novel adaptive approach, the differential-difference type adaptive laws of coupling strengths and adaptive controller are designed such that the nonidentical RDNNs are asymptotic synchronization. The sufficient conditions dependent on the reaction-diffusion terms are derived by constructing a novel Lyapunov-Krasovskii-like composite energy functional (CEF) and using Barbalat's lemma. Finally, a simulation example is provided to illustrate the effectiveness of the developed approach. (C) 2016 Elsevier B.V. All rights reserved. |
文章类型 | Article |
关键词 | Nonidentical Time-varying Coupling Strengths Adaptive Reaction-diffusion Neural Networks (Rdnns) Asymptotic Synchronization Lyapunov-krasovskii-like Composite Energy Functional (Cef) |
学科领域 | Computer Science, Artificial Intelligence |
WOS标题词 | Science & Technology ; Technology |
DOI | 10.1016/j.neucom.2016.09.006 |
收录类别 | SCI |
关键词[WOS] | GLOBAL EXPONENTIAL STABILITY ; LEARNING CONTROL ; TERMS ; PERIODICITY ; PARAMETERS ; DISCRETE |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence |
WOS记录号 | WOS:000390734300014 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/28598 |
专题 | 光电跟踪与测量技术研究室 |
作者单位 | 1.Xidian Univ, Sch Math & Stat, Xian 710071, Peoples R China 2.Xianyang Normal Univ, Inst Nonlinear Sci, Xianyang 712000, Peoples R China 3.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China |
推荐引用方式 GB/T 7714 | Li, Junmin,He, Chao,Zhang, Weiyuan,et al. Adaptive synchronization of delayed reaction-diffusion neural networks with unknown non-identical time-varying coupling strengths[J]. NEUROCOMPUTING,2017,219:144-153. |
APA | Li, Junmin,He, Chao,Zhang, Weiyuan,&Chen, Minglai.(2017).Adaptive synchronization of delayed reaction-diffusion neural networks with unknown non-identical time-varying coupling strengths.NEUROCOMPUTING,219,144-153. |
MLA | Li, Junmin,et al."Adaptive synchronization of delayed reaction-diffusion neural networks with unknown non-identical time-varying coupling strengths".NEUROCOMPUTING 219(2017):144-153. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Adaptive synchroniza(2601KB) | 期刊论文 | 作者接受稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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