An mTSP model for multiple telescope short-term scheduling

IF 2.2 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS
Chaoran Han, John Cater, Oliver Sinnen
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引用次数: 0

Abstract

Pulsar observation scheduling is a highly dynamic problem with uncertainty caused by scintillation and environmental interference. In the scheduling systems used by observatories today, this uncertainty is usually accounted for by using a short-term scheduling process. In order to observe as many pulsars as possible within a certain period of time, it becomes imperative for multiple telescopes or sub-arrays to observe multiple targets at the same time. However, there is little research on the speed improvement and cost-efficiency improvement of such “parallel" observation with multiple telescopes. In this work, we have designed a multiple telescope short-term scheduling simulation system, based on extending previously proposed scheduling heuristics using a single telescope pulsar scheduling simulator. Additionally, we propose a more complex multiple telescope short-term scheduling policy based on the multiple travelling salesperson problem (mTSP). Realistic datasets within the simulation environment are used to evaluate the proposed algorithms with multiple telescopes. The results show that multiple telescopes can significantly reduce the time to observe a set of pulsars. The previous single telescope heuristics adapt surprisingly well to the multiple telescope scenario and the novel mTSP policy is competitive, with potential for future improvements.

Abstract Image

Abstract Image

多望远镜短期调度的mTSP模型
脉冲星观测调度是一个具有闪烁和环境干扰等不确定性的高动态问题。在今天天文台使用的调度系统中,这种不确定性通常是通过使用短期调度过程来解释的。为了在一定时间内观测尽可能多的脉冲星,需要多个望远镜或子阵同时观测多个目标。然而,关于多台望远镜“平行”观测的速度提升和成本效益提升的研究却很少。在此工作中,我们设计了一个多望远镜短期调度仿真系统,在此基础上扩展了先前提出的使用单个望远镜脉冲星调度模拟器的调度启发式算法。此外,我们还提出了一种更复杂的基于多旅行销售人员问题(mTSP)的多望远镜短期调度策略。利用仿真环境中的真实数据集,用多个望远镜对所提出的算法进行了评估。结果表明,多台望远镜可以显著缩短观测一组脉冲星的时间。先前的单望远镜启发式方法对多望远镜场景的适应性出奇地好,而新的mTSP策略具有竞争力,并且具有未来改进的潜力。
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来源期刊
Experimental Astronomy
Experimental Astronomy 地学天文-天文与天体物理
CiteScore
5.30
自引率
3.30%
发文量
57
审稿时长
6-12 weeks
期刊介绍: Many new instruments for observing astronomical objects at a variety of wavelengths have been and are continually being developed. Furthermore, a vast amount of effort is being put into the development of new techniques for data analysis in order to cope with great streams of data collected by these instruments. Experimental Astronomy acts as a medium for the publication of papers of contemporary scientific interest on astrophysical instrumentation and methods necessary for the conduct of astronomy at all wavelength fields. Experimental Astronomy publishes full-length articles, research letters and reviews on developments in detection techniques, instruments, and data analysis and image processing techniques. Occasional special issues are published, giving an in-depth presentation of the instrumentation and/or analysis connected with specific projects, such as satellite experiments or ground-based telescopes, or of specialized techniques.
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