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Author:

Chen, Hong-Yu (Chen, Hong-Yu.) | Wang, Zi-Peng (Wang, Zi-Peng.) | Qiao, Junfei (Qiao, Junfei.) | Wang, Jin-Liang (Wang, Jin-Liang.) | Wu, Huai-Ning (Wu, Huai-Ning.) | Huang, Tingwen (Huang, Tingwen.)

Indexed by:

EI Scopus SCIE

Abstract:

This article investigates the synchronization of delayed reaction-diffusion neural networks (RDNNs) based on intermittent sampled-data (SD) control under spatially local averaged measurements (SLAMs), where distributed and discrete delays are introduced. In order to save the control cost and reduce communications burden, we introduce intermittent SD control based on SLAMs to design the synchronization scheme, which requires only a limited number of actuators and sensors. Meanwhile, we construct the interval-dependent Lyapunov functional (LF) for the synchronization error system, which is continuous during the sampling period. Then, according to the designed LF and several inequality techniques, some criteria for intermittent SD synchronization are established to ensure that the error system is exponentially stable. In addition, we transform the controller design issue into a feasibility problem of liner matrix inequalities (LMIs). In the end, two numeric examples are offered to ensure the feasibility and effectiveness of the method.

Keyword:

Delayed reaction-diffusion neural networks Synchronization Liner matrix inequalities Spatially local averaged measurements Intermittent sampled-data control

Author Community:

  • [ 1 ] [Chen, Hong-Yu]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intelligen, Sch Informat Sci & Technol, Beijing Lab Smart Environm Protect, Beijing 100124, Peoples R China
  • [ 2 ] [Wang, Zi-Peng]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intelligen, Sch Informat Sci & Technol, Beijing Lab Smart Environm Protect, Beijing 100124, Peoples R China
  • [ 3 ] [Qiao, Junfei]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intelligen, Sch Informat Sci & Technol, Beijing Lab Smart Environm Protect, Beijing 100124, Peoples R China
  • [ 4 ] [Chen, Hong-Yu]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing 100124, Peoples R China
  • [ 5 ] [Wang, Zi-Peng]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing 100124, Peoples R China
  • [ 6 ] [Qiao, Junfei]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing 100124, Peoples R China
  • [ 7 ] [Wang, Jin-Liang]Tiangong Univ, Sch Comp Sci & Technol, Tianjin 300387, Peoples R China
  • [ 8 ] [Wu, Huai-Ning]Beihang Univ, Sch Automat Sci & Elect Engn, Beijing 100191, Peoples R China
  • [ 9 ] [Huang, Tingwen]Shenzhen Univ Adv Technol, Fac Comp Sci & Control Engn, Shenzhen 518107, Peoples R China

Reprint Author's Address:

  • [Wang, Zi-Peng]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intelligen, Sch Informat Sci & Technol, Beijing Lab Smart Environm Protect, Beijing 100124, Peoples R China;;[Wang, Zi-Peng]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing 100124, Peoples R China

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Source :

NEUROCOMPUTING

ISSN: 0925-2312

Year: 2025

Volume: 630

6 . 0 0 0

JCR@2022

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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