主动成像敏捷地球观测卫星观测调度问题的三种多目标记忆算法

IF 4.4 3区 管理学 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Zhongxiang Chang, Zhongbao Zhou
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引用次数: 0

摘要

敏捷地球观测卫星的观测调度问题(OSPFAS)在敏捷地球观测卫星(AEOS)的管理中起着至关重要的作用。主动成像丰富了 OSPFAS 的扩展,我们将这一新问题称为可变图像持续时间 AEOS 的观测调度问题(OSWVID)。我们提出了一个累积图像质量和详细能耗的双目标优化模型来构建 OSWVID。然后设计了三种多目标记忆算法 PD+NSGA-II、LA+NSGA-II 和 ALNS+NSGA-II 来解决 OSWVID 问题。考虑到我们之前研究中总结的启发式知识,我们设计了几种算子来分别改进这三种算法。基于现有实例,我们在大量仿真实验的基础上分析了这三种算法的关键优化参数、演化算子和效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Three multi-objective memetic algorithms for observation scheduling problem of active-imaging agile earth observation satellites

Three multi-objective memetic algorithms for observation scheduling problem of active-imaging agile earth observation satellites

Observation scheduling problem for agile earth observation satellites (OSPFAS) plays a critical role in management of agile earth observation satellites (AEOSs). Active imaging enriches the extension of OSPFAS, we call the novel problem as observation scheduling problem for AEOS with variable image duration (OSWVID). A cumulative image quality and a detailed energy consumption is proposed to build OSWVID as a bi-objective optimization model. Three multi-objective memetic algorithms, PD+NSGA-II, LA+NSGA-II and ALNS+NSGA-II, are then designed to solve OSWVID. Considering the heuristic knowledge summarized in our previous research, several operators are designed for improving these three algorithms respectively. Based on existing instances, we analyze the critical optimization parameters, evolution operators, and efficiency of these three algorithms based on extensive simulation experiments.

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来源期刊
Annals of Operations Research
Annals of Operations Research 管理科学-运筹学与管理科学
CiteScore
7.90
自引率
16.70%
发文量
596
审稿时长
8.4 months
期刊介绍: The Annals of Operations Research publishes peer-reviewed original articles dealing with key aspects of operations research, including theory, practice, and computation. The journal publishes full-length research articles, short notes, expositions and surveys, reports on computational studies, and case studies that present new and innovative practical applications. In addition to regular issues, the journal publishes periodic special volumes that focus on defined fields of operations research, ranging from the highly theoretical to the algorithmic and the applied. These volumes have one or more Guest Editors who are responsible for collecting the papers and overseeing the refereeing process.
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