Terminal Orbital Adaptive Dynamic Programming-based Control for Satellite Pursuit Evasion Game with Input Saturation

Shuoheng Ma, Zhiqiang Ma, Bo Zhang, Panfeng Huang

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

A continuous space pursuit-evasion game algorithm based on zero-sum game is proposed to solve the problem of the terminal pursuit-evasion control of spacecraft with input saturation. A novel single-network adaptive dynamic programming method is proposed to obtain the solution of zero-sum game. Firstly, it is assumed that the two satellites are close such that the nonlinear dynamics could be reduced to the CW equations. Considering the input saturation, a non-quadratic cost function is proposed to formulate a Hamilton-Jacobi-Isaacs equation. Then, only a critic neural network is employed to learn the optimal value function and further obtain the optimal controller, which enables the architecture of adaptive dynamic programming implementation to be simpler. An NN weight updating law is constructed, by which the restriction of initial admissible control is removed. Based on the Lyapunov theory, the convergence of critic NN weights and the stability of closed-loop system are guaranteed. Finally, numerical results verify the efficiency of the proposed method.

Original languageEnglish
Title of host publicationProceedings of the 2nd Conference on Fully Actuated System Theory and Applications, CFASTA 2023
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1004-1009
Number of pages6
ISBN (Electronic)9798350332162
DOIs
StatePublished - 2023
Event2nd Conference on Fully Actuated System Theory and Applications, CFASTA 2023 - Qingdao, China
Duration: 14 Jul 202316 Jul 2023

Publication series

NameProceedings of the 2nd Conference on Fully Actuated System Theory and Applications, CFASTA 2023

Conference

Conference2nd Conference on Fully Actuated System Theory and Applications, CFASTA 2023
Country/TerritoryChina
CityQingdao
Period14/07/2316/07/23

Keywords

  • Adaptive dynamic programming
  • orbital pursuit-evasion
  • single neural network
  • zero-sum game

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