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基 于 马 尔 科 夫 决 策 过 程 的 星 座 故 障 卫 星替 换 策 略 研 究

  • Ruoyu Lin
  • , Yunwen Feng
  • , Xiaofeng Xue
  • , Xiaoyan Zheng
  • , Shuai Cui
  • Northwestern Polytechnical University Xian
  • CAS - Innovation Academy for Microsatellites

科研成果: 期刊稿件文章同行评审

摘要

With the decrease of the importance of single satellite caused by the large-scale constellation,multiple re⁃ placement methods and the retention of faulty satellites should be considered when formulating the replacement strategy of faulty satellites. In response to this requirement,a method of formulating constellation orbital satellite re⁃ placement strategy based on Markov decision process is proposed. The orbital states are divided to the number of sat⁃ ellites in orbit,on-orbit backup and ground backup. On this basis,a return function model representing the expected maintenance cost is constructed by combining different replacement methods of faulty satellites and corresponding or⁃ dering,storage and penalty costs. Sequential replacement strategies are formulated with the goal of minimizing the ex⁃ pected maintenance cost of each decision-making cycle and an application analysis is carried out taking a certain con⁃ stellation orbit as an example. The results show that when ground backup satellites are used to replace faulty satel⁃ lites,it tends to supplement the consumed. The longer the mean time between failures,the lower the total expected maintenance cost,but the effect is gradually weakened. The increase of penalty cost will lead to the solidification of strategies,and the upward trend of total maintenance cost is expected to be greatly slowed down.

投稿的翻译标题Research on constellation fault satellite replacement strategy based on Markov decision process
源语言繁体中文
页(从-至)62-69
页数8
期刊Advances in Aeronautical Science and Engineering
16
2
DOI
出版状态已出版 - 4月 2025

关键词

  • backup strategy
  • maintenance cost
  • Markov decision process
  • replacement method
  • satellite constellation

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