空间电子技术2023，Vol.20Issue(6)：42-51,10.DOI:10.3969/j.issn.1674-7135.2023.06.007
基于数据和知识驱动的低轨卫星资源智能调度研究综述
A survey on data and knowledge-driven intelligent resource scheduling for leo satellites
摘要
Abstract
As an important part of the space-integrated-ground information networks,the low-earth-orbit satellite communication system has attracted more and more attention due to its advantages of low delay and low cost.According to the characteristics of low-earth-orbit satellites and the diversity as well as uneven distribution of users'services,the corresponding resource scheduling methods have also been widely studied.Firstly,summarizes the data-driven and knowledge-driven methods and analyzes their characteristics respectively,including the introduction of data-driven methods and knowledge-driven methods,the definition and classification of knowledge and the ways of knowledge integration.Secondly,the traditional mathematical model-driven resource scheduling method is introduced,and then the data-driven resource scheduling method and the data-knowledge-driven resource scheduling method are emphatically introduced.Finally,the challenges of resource scheduling for low-earth-orbit satellites in the future are summarized and prospected.关键词
空天地一体化网络/低轨卫星通信系统/数据驱动/知识驱动Key words
space-integrated-ground information networks/low-orbit satellite communication system/data-driven/knowledge-driven引用本文复制引用
李宛静,李加洪,张晨,刘昊钧,张更新..基于数据和知识驱动的低轨卫星资源智能调度研究综述[J].空间电子技术,2023,20(6):42-51,10.基金项目
科技部专项(编号:2022YFB2902600) （编号:2022YFB2902600）
国家自然科学基金(编号:61901230,U21A20450) （编号:61901230,U21A20450）
国家重点实验室基金(编号:2022-ZZKY-JJ-20-01) （编号:2022-ZZKY-JJ-20-01）
