Adaptive synchronization of delayed reaction-diffusion neural networks with unknown non-identical time-varying coupling strengths
Li, Junmin1; He, Chao1; Zhang, Weiyuan2; Chen, Minglai1,3
刊名neurocomputing
2017-01-05
卷号219页码:144-153
关键词Nonidentical time-varying coupling strengths Adaptive Reaction-diffusion neural networks (RDNNs) Asymptotic synchronization Lyapunov-Krasovskii-like composite energy functional (CEF)
ISSN号0925-2312
产权排序3
英文摘要

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.

学科主题computer science, artificial intelligence
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]global exponential stability ; learning control ; terms ; periodicity ; parameters ; discrete
收录类别SCI
语种英语
WOS记录号WOS:000390734300014
内容类型期刊论文
源URL[http://ir.opt.ac.cn/handle/181661/28598]  
专题西安光学精密机械研究所_光电测量技术实验室
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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