The earth observation satellite(EOS) scheduling has problems such as complex constraints and difficulty in solving. For multi-orbit scheduling problem of the single EOS, this paper first describes the EOS scheduling process., and then Markov decision-making process is adopted to model the satellite scheduling process. The Actor-Critic(AC) algorithm is used to construct and train the scheduling decision-making model and the multistep estimation is used to calculate the advantage function. The experiment results demonstrate the satisfying efficiency, effectiveness and generalization ability of the suggested approach.

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Earth Observation Satellite Scheduling Based on Actor-Critic Algorithm

  • Chao Chen,
  • ZhiTao Wang,
  • Nuan Wang,
  • Rong He,
  • Dexian Zeng

摘要

The earth observation satellite(EOS) scheduling has problems such as complex constraints and difficulty in solving. For multi-orbit scheduling problem of the single EOS, this paper first describes the EOS scheduling process., and then Markov decision-making process is adopted to model the satellite scheduling process. The Actor-Critic(AC) algorithm is used to construct and train the scheduling decision-making model and the multistep estimation is used to calculate the advantage function. The experiment results demonstrate the satisfying efficiency, effectiveness and generalization ability of the suggested approach.