航空工程进展2025，Vol.16Issue(2)：62-69,8.DOI:10.16615/j.cnki.1674-8190.2025.02.07
基于马尔科夫决策过程的星座故障卫星替换策略研究
Research on constellation fault satellite replacement strategy based on Markov decision process
林若禹 1冯蕴雯 1薛小锋 1郑晓燕 2崔帅2
作者信息
- 1. 西北工业大学 航空学院,西安 710072
- 2. 中国科学院 微小卫星创新研究院,上海 201203
- 折叠
摘要
Abstract
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.关键词
卫星星座/备份策略/马尔科夫决策过程/替换方式/维护成本Key words
satellite constellation/backup strategy/Markov decision process/replacement method/maintenance cost引用本文复制引用
林若禹,冯蕴雯,薛小锋,郑晓燕,崔帅..基于马尔科夫决策过程的星座故障卫星替换策略研究[J].航空工程进展,2025,16(2):62-69,8.
