This paper investigates a distinctive spacecraft pursuit-evasion game utilizing impulse thrust. In this scenario, a target spacecraft, carrying critical assets for a pivotal mission, is constrained to a predefined orbit without maneuvering. Several accompanying spacecraft orbit nearby to provide protection. The pursuer aims to successfully attack the target while evading detection by the accompanying spacecraft. The transfer process for the pursuer involves a combinatorial optimization challenge, requiring optimal time-fuel control and an online decision algorithm for swift responsiveness. To tackle this optimization problem, we propose a reinforcement learning (RL)-based method. This study considers practical engineering constraints on impulse magnitude, engine shutdown time, and sensor measurement noise limits, increasing the problem’s complexity. Numerical examples demonstrate the effectiveness of our approach.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Reinforcement Learning-Based Optimal Pursuit Strategy Against Satellite Group


    Weitere Titelangaben:

    Lect. Notes Electrical Eng.


    Beteiligte:
    Yan, Liang (Herausgeber:in) / Duan, Haibin (Herausgeber:in) / Deng, Yimin (Herausgeber:in) / Ren, He (Autor:in) / Zhong, Rui (Autor:in)

    Kongress:

    International Conference on Guidance, Navigation and Control ; 2024 ; Changsha, China August 09, 2024 - August 11, 2024



    Erscheinungsdatum :

    27.02.2025


    Format / Umfang :

    10 pages





    Medientyp :

    Aufsatz/Kapitel (Buch)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    UAV pursuit using reinforcement learning

    Bonnet, Alexandre / Akhloufi, Moulay A. | British Library Conference Proceedings | 2019


    UAV pursuit using reinforcement learning

    Bonnet, Alexandre / Akhloufi, Moulay A. | SPIE | 2019



    Cooperative Control for Satellite Formation Reconfiguration via Cyclic Pursuit Strategy

    Yang, Tao / Hu, Zheng-Dong / Yang, Li-Bo | Tema Archiv | 2014


    REINFORCEMENT LEARNING BASED SATELLITE CONTROL

    DARABI AMIREBRAHIM / ZOU YU | Europäisches Patentamt | 2025

    Freier Zugriff