Two-Stage Pursuit Strategy for Incomplete-Information Impulsive Space Pursuit-Evasion Mission Using Reinforcement Learning

نویسندگان

چکیده

This paper presents a novel and robust two-stage pursuit strategy for the incomplete-information impulsive space pursuit-evasion missions considering J2 perturbation. The firstly models game problem into far-distance rendezvous stage close-distance according to perception range of evader. For stage, it is transformed trajectory optimization new objective function proposed obtain with optimal terminal capability. closed-loop approach using one reinforcement learning algorithms, i.e., deep deterministic policy gradient algorithm, solve update missions. feasibility this its robustness different initial states pursuer evader evasion strategies are demonstrated sun-synchronous orbit scenarios. results Monte Carlo tests show that successful ratio method over 91% all given

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ژورنال

عنوان ژورنال: Aerospace

سال: 2021

ISSN: ['2226-4310']

DOI: https://doi.org/10.3390/aerospace8100299