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Author:

Zhao, Feng-Liang (Zhao, Feng-Liang.) | Wang, Zi-Peng (Wang, Zi-Peng.) | Wu, Huai-Ning (Wu, Huai-Ning.) | Wang, Jin-Liang (Wang, Jin-Liang.) | Huang, Tingwen (Huang, Tingwen.)

Indexed by:

EI Scopus SCIE

Abstract:

For space-varying reaction-diffusion neural networks (RDNNs), this article mainly studies the output synchronization via an event-triggered sampled-data (ETSD) control under spatially point measurements (SPMs) with random packet losses. To reduce the communication burden, an ETSD control scheme is adopted to decrease the unnecessary SD and the update frequency of the controller. Meanwhile, the prob-lem of random packet losses in the communication channels from controller to actuator is considered. Some synchronization criteria based on spatial linear matrix inequalities (SLMIs) are established through an ETSD controller under SPMs with random packet losses to guarantee the mean square exponential sta-bility of synchronization error system with drive and response dynamics via utilizing inequality tech-niques and Lyapunov functional. Furthermore, we express SLMIs as LMIs for solving the ETSD control design problem for output synchronization of space-varying RDNNs. Finally, the effectiveness of the pro-posed method is demonstrated by one numerical example.(c) 2022 Elsevier B.V. All rights reserved.

Keyword:

diffusion neural networks(RDNNs) Random packet losses Spatially point measurements (SPMs) control Event-triggered sampled-data (ETSD) Reaction&ndash

Author Community:

  • [ 1 ] [Zhao, Feng-Liang]Univ Jinan, Sch Elect Engn, Jinan 250022, Peoples R China
  • [ 2 ] [Wang, Zi-Peng]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Fac Informat Technol, Beijing Lab Smart Environm Protect,Beijing Key Lab, Beijing 100124, Peoples R China
  • [ 3 ] [Wu, Huai-Ning]Beihang Univ, Sch Automation Sci & Elect Engn, Sci & Technol Aircraft Control Lab, Beijing, Peoples R China
  • [ 4 ] [Wang, Jin-Liang]Tianjin Polytech Univ, Sch Comp Sci & Technol, Tianjin Key Lab Autonomous Intelligence Technol &, Tianjin 300387, Peoples R China
  • [ 5 ] [Huang, Tingwen]Texas A&M Univ, Sci Program, College Stn, TX USA

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Source :

NEUROCOMPUTING

ISSN: 0925-2312

Year: 2022

Volume: 514

Page: 563-573

6 . 0

JCR@2022

6 . 0 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:46

JCR Journal Grade:2

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 10

SCOPUS Cited Count: 11

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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