PRD-MADDPG: An efficient learning-based algorithm for orbital pursuit-evasion game with impulsive maneuvers
Advances in Space Research(2023)
Abstract
•A multi-constraint model for impulsive orbital pursuit-evasion game (OPEG) is constructed.•A learning-based algorithm (i.e. PRD-MADDPG) for impulsive OPEG is designed.•The Predict-Reward-Detect (PRD) training framework for improving MADDPG is established.•The PRD-MADDPG performs better than conventional MADDPG in impulsive OPEGs.•The winning mechanism of the game for both players under multiple factors is analyzed.
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Key words
Orbital pursuit-evasion game,Impulsive maneuver,Multi-agent deep reinforcement learning,PRD-MADDPG
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