Satellite scheduling of large areal tasks for rapid response to natural disaster using a multi-objective genetic algorithm

Earth satellite observations are very useful during the response phase of disaster management, since satellites could provide accurate, frequent and almost instantaneous data for large areas anywhere in the world. To rapidly respond to natural disasters, a key problem is how to efficiently schedule...

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Published inInternational journal of disaster risk reduction Vol. 28; pp. 813 - 825
Main Authors Niu, Xiaonan, Tang, Hong, Wu, Lixin
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.06.2018
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ISSN2212-4209
2212-4209
DOI10.1016/j.ijdrr.2018.02.013

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Abstract Earth satellite observations are very useful during the response phase of disaster management, since satellites could provide accurate, frequent and almost instantaneous data for large areas anywhere in the world. To rapidly respond to natural disasters, a key problem is how to efficiently schedule multiple earth observation satellites to acquire image data of a large stricken area by coordinating multiple different even conflicting needs of disaster relief, such as the extent of coverage over the stricken area, timeliness, and the spatial resolution. In this paper, considering two typical application scenarios during the response phase, we propose a multi-objective optimization method to solve the problem of satellite scheduling of a large area target. First, we design a decomposition method to partition a areal task into a series of observation strips. Next, the multiple satellite tasking problem is expressed as a multi-objective integer-programming model including optimizing objectives of the coverage rate, the imaging completion time, the average spatial resolution and the average slewing angle. Finally, the multi-objective genetic algorithm NSGA-II is designed to obtain optimal solutions of satellite scheduling. A real disaster scenario, i.e., 2008 Wenchuan earthquake, is revisited in terms of satellite image acquisition in the context of emergency response. To prove the advantage of NSGA-II, a comparison with state-of-the-art approaches is performed. Furthermore, we discuss the applicability of the proposed method under two kinds of situations: (1) roughly grasping the damage of affected area as soon as possible and (2) accurately assessing the damage of buildings in the worst-hit area.
AbstractList Earth satellite observations are very useful during the response phase of disaster management, since satellites could provide accurate, frequent and almost instantaneous data for large areas anywhere in the world. To rapidly respond to natural disasters, a key problem is how to efficiently schedule multiple earth observation satellites to acquire image data of a large stricken area by coordinating multiple different even conflicting needs of disaster relief, such as the extent of coverage over the stricken area, timeliness, and the spatial resolution. In this paper, considering two typical application scenarios during the response phase, we propose a multi-objective optimization method to solve the problem of satellite scheduling of a large area target. First, we design a decomposition method to partition a areal task into a series of observation strips. Next, the multiple satellite tasking problem is expressed as a multi-objective integer-programming model including optimizing objectives of the coverage rate, the imaging completion time, the average spatial resolution and the average slewing angle. Finally, the multi-objective genetic algorithm NSGA-II is designed to obtain optimal solutions of satellite scheduling. A real disaster scenario, i.e., 2008 Wenchuan earthquake, is revisited in terms of satellite image acquisition in the context of emergency response. To prove the advantage of NSGA-II, a comparison with state-of-the-art approaches is performed. Furthermore, we discuss the applicability of the proposed method under two kinds of situations: (1) roughly grasping the damage of affected area as soon as possible and (2) accurately assessing the damage of buildings in the worst-hit area.
Author Niu, Xiaonan
Tang, Hong
Wu, Lixin
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  givenname: Lixin
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  organization: School of Geosciences and Info-Physics, Central South University, Changsha 410083, China
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Keywords Disaster emergency response
Multi-objective genetic algorithm
Area target
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Multi-satellite scheduling
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Snippet Earth satellite observations are very useful during the response phase of disaster management, since satellites could provide accurate, frequent and almost...
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SubjectTerms Area target
Decomposition
Disaster emergency response
Multi-objective genetic algorithm
Multi-satellite scheduling
Title Satellite scheduling of large areal tasks for rapid response to natural disaster using a multi-objective genetic algorithm
URI https://dx.doi.org/10.1016/j.ijdrr.2018.02.013
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