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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
ISSN0925-2312
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
DOI10.1016/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
被引频次:11[WOS]   [WOS记录]     [WOS相关记录]
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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