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Finite-time synchronization of master-slave neural networks with time-delays and discontinuous activations

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成果类型:
期刊论文
作者:
Cai, Zuowei*;Huang, Lihong;Zhang, Lingling
通讯作者:
Cai, Zuowei
作者机构:
[Cai, Zuowei; Zhang, Lingling] Hunan Womens Univ, Dept Informat Technol, Changsha 410002, Hunan, Peoples R China.
[Huang, Lihong] Hunan Univ, Coll Math & Econometr, Changsha 410082, Hunan, Peoples R China.
[Huang, Lihong] Changsha Univ Sci & Technol, Sch Math & Stat, Changsha 410114, Hunan, Peoples R China.
通讯机构:
[Cai, Zuowei] H
Hunan Womens Univ, Dept Informat Technol, Changsha 410002, Hunan, Peoples R China.
语种:
英文
关键词:
Neural networks;Discontinuous neuron activation;Finite-time synchronization;Differential inclusions;Switching state-feedback controller
期刊:
Applied Mathematical Modelling
ISSN:
0307-904X
年:
2017
卷:
47
页码:
208-226
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [11626100, 11371127]; Natural Science Foundation of Hunan ProvinceNatural Science Foundation of Hunan Province [2016JJ3078]; Scientific Research Youth Project of Hunan Provincial Education Department [16B133]; China Postdoctoral Science FoundationChina Postdoctoral Science Foundation [2015M572792]
机构署名:
本校为其他机构
院系归属:
数学与统计学院
摘要:
This paper deals with the finite-time synchronization issue of time-varying delayed neural networks (DNNs) with discontinuous activations. Based on master-slave concept, several sufficient conditions are given to guarantee the finite-time synchronization of discontinuous DNNs. In order to control the synchronization error to converge zero in a finite time, we design three classes of novel switching state-feedback controllers which involve time-delays and discontinuous factors. The analysis in this paper employs the extended differential inclusi...

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