Analysis and control for synchronization of coupled reaction–diffusion neural networks with multiple couplings subject to topology attacks

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Abstract

This paper addresses the synchronization for coupled reaction–diffusion neural networks (CRNNs) with multistate couplings or multiple spatial-diffusion couplings suffering topology attacks. By selecting appropriate Lyapunov functional and utilizing the Kronecker product, several network synchronization criteria are formulated. Moreover, since networks suffering attacks may not be synchronized in some circumstances, two simple controllers are also developed. Finally, the effectiveness of the devised control schemes are verified through two numerical examples.

Original languageEnglish
Article number126653
JournalNeurocomputing
Volume555
DOIs
StatePublished - 28 Oct 2023
Externally publishedYes

Keywords

  • Coupled reaction–diffusion neural networks (CRNNs)
  • Multiple spatial-diffusion couplings
  • Multistate couplings
  • Synchronization
  • Topology attacks

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