A Heuristic Approach to Satellite Range Scheduling With Bounds Using Lagrangian Relaxation

被引:20
作者
Brown, Nathanael [1 ]
Arguello, Bryan [1 ]
Nozick, Linda [2 ]
Xu, Ningxiong [2 ]
机构
[1] Sandia Natl Labs, Albuquerque, NM 87185 USA
[2] Sch Civil & Environm Engn, Ithaca, NY 14853 USA
来源
IEEE SYSTEMS JOURNAL | 2018年 / 12卷 / 04期
关键词
Decision support systems; heuristic algorithms; integer linear programing; optimal scheduling; satellites; SEARCH;
D O I
10.1109/JSYST.2018.2821094
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper focuses on scheduling antennas to track satellites using a novel heuristic method. The objectives pursued in developing a schedule are twofold: 1) minimize the priority weighted number of time periods that satellites are not tracked, and 2) equalize the percentage of time each satellite is uncovered. The heuristic method is a population-based local search tailored to the unique characteristics of this problem. In order to validate the performance of the heuristic, bounds are developed using Lagrangian relaxation. The heuristic method and the bounds are applied to several test problems. In all cases, the heuristic identifies a solution that is better than the upper bound and is generally closer (but obviously larger) than the lower bound with about an order of magnitude reduction in computation time. Finally, a comparison with CPLEX 12.7 is provided.
引用
收藏
页码:3828 / 3836
页数:9
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