Adaptive-Critic-Based Distributed Event-Triggered Augmented Differential Game for Cooperative Guidance Systems Against Maneuvering Target

  • Jingliang Sun
  • , Mengmeng Wang
  • , Zhenlin Zhou
  • , Jianxin Zhong
  • , Junzhi Li
  • , Teng Long*
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

This paper investigates the cooperative interception guidance issue with the maneuvering target, which can be described as a distributed augmented differential game under direct topology by decomposing the nonlinear uncertain term related to the maneuvering target into matched term and unmatched term. An adaptive event-triggered distributed augmented differential game method is proposed to obtain the solution of a coupled distributed differential game online. Then, a guidance performance adaptive critic network is employed to calculate the event-triggered augmented cost function. Moreover, the adaptive triggering condition is designed, which decomposes the original continuous system into a continuous/discrete hybrid one consisting of flow dynamics and jump dynamics. Certainly, all error signals have been theoretically ensured to be within an adjustable bounded region while excluding infamous Zeno behavior. Finally, the advantages, practicalities, and potential of the proposed method are exhibited by numerical simulations and experiments.

Original languageEnglish
Pages (from-to)19451-19469
Number of pages19
JournalIEEE Transactions on Automation Science and Engineering
Volume22
DOIs
Publication statusPublished - 2025

Keywords

  • Multi-agent system
  • adaptive critic
  • cooperative guidance
  • distributed differential game

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