Flexible Task Scheduling in Data Relay Satellite Networks

被引:17
|
作者
Wu, Guohua [1 ]
Luo, Qizhang [1 ]
Zhu, Yanqi [2 ]
Chen, Xinjiang [3 ]
Feng, Yanghe [4 ]
Pedrycz, Witold [5 ,6 ,7 ]
机构
[1] Cent South Univ, Sch Traff & Transportat Engn, Changsha 410075, Peoples R China
[2] Beijing Inst Remote Sensing Informat, Beijing 100000, Peoples R China
[3] Peking Univ, Coll Engn, Beijing 100091, Peoples R China
[4] Natl Univ Def Technol, Coll Syst Engn, Changsha 410073, Peoples R China
[5] Univ Alberta, Dept Elect & Comp Engn, Edmonton, AB T6G 2V4, Canada
[6] King Abdulaziz Univ, Fac Engn, Dept Elect & Comp Engn, Jeddah 21589, Saudi Arabia
[7] Polish Acad Sci, Syst Res Inst, PL-01447 Warsaw, Poland
基金
中国国家自然科学基金;
关键词
Task analysis; Satellites; Relays; Scheduling; Space vehicles; Antennas; Scheduling algorithms; Conflict resolution; constrained optimization; data relay satellite networks; iterative search; task scheduling; EARTH OBSERVATION SATELLITE; TIME WINDOWS; ALGORITHM; TRANSMISSION;
D O I
10.1109/TAES.2021.3115587
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
The task-schedulingalgorithm is a key module to satisfy various complex user requirements, and improve the usage flexibility and efficiency of data relay satellites networks (DRSN). In this context, we first propose a novel application mode for DRSN, in which users are allowed to submit multiple optional service time windows and specify a preferred antenna as well as an expected execution duration for each task. Meanwhile, the start time of a service time window can be adjusted within a specified range. A mathematical programming model that maximizes the completion ratio of tasks and the expectation satisfaction of users is established. Moreover, a conflict resolution-assisted iterative task-scheduling algorithm (CRITS) is designed, composing of five closely dependent operators: resource matching, service durations generation, conflict evaluation, conflict resolution, and solution update. To verify the effectiveness of the proposed CRITS, extensive experiments are carried out. The experimental results demonstrate the competitive performance of CRITS in addressing the DRSN scheduling problem. In comparison with two heuristic algorithms (heuristic algorithm based on time-freedom degree and a heuristic algorithm based on task priority) and a meta-heuristic algorithm (adaptive variable neighborhood descent combined with a tabu list), the proposed CRITS increases the overall completion ratio of tasks by 6.65, 10.26, and 10.96%, respectively.
引用
收藏
页码:1055 / 1068
页数:14
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