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Finite-time synchronisation for Markovian master-slave neural networks with weighted try-once-discard protocol and static intermittent control

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  • Hongxia Rao
  • Yun Long
  • Yao Zhao
  • Zijing Xiao
  • Chang Liu

Abstract

This paper studies the finite-time synchronisation (FTS) issue for Markovian master-slave neural networks (NNs). A weighted try-once-discard (WTOD) protocol is introduced to overcome communication constraints, and an intermittent control strategy is employed to surmount energy constraints. A WTOD and parameter dependent static feedback controller is designed for the slave neural networks. Then, sufficient conditions are developed to achieve FTS for the considered master-slave NNs, and the controller design method is obtained. Finally, a numerical example is provided to demonstrate and verify the derived results.

Suggested Citation

  • Hongxia Rao & Yun Long & Yao Zhao & Zijing Xiao & Chang Liu, 2024. "Finite-time synchronisation for Markovian master-slave neural networks with weighted try-once-discard protocol and static intermittent control," International Journal of Systems Science, Taylor & Francis Journals, vol. 55(10), pages 2108-2121, July.
    • Handle: RePEc:taf:tsysxx:v:55:y:2024:i:10:p:2108-2121
    DOI: 10.1080/00207721.2024.2335208
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