A Multi-Objective Modeling Method of Multi-Satellite Imaging Task Planning for Large Regional Mapping

Regional remote sensing image products are playing an important role in an increasing number of application fields. Aiming at multi-satellite imaging task planning for large-area image acquisition, this paper proposes a multi-objective modeling method. First, we analyzed the core requirements of reg...

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Veröffentlicht in:	Remote sensing (Basel, Switzerland) Jg. 12; H. 3; S. 344
Hauptverfasser:	Chen, Yaxin, Xu, Miaozhong, Shen, Xin, Zhang, Guo, Lu, Zezhong, Xu, Junfei
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Basel MDPI AG 01.02.2020
Schlagworte:	Algorithms China Collaboration Decomposition Finland Gene mapping Genetic algorithms Image acquisition image analysis Linear programming Mapping Mathematical models Mission planning Modelling multi-objective optimization model multi-satellite imaging mission planning nsga-ii Objective function Optimization planning regional mapping Regional planning Regions Remote sensing Republic of the Congo Resource allocation Resource utilization Satellite imagery Satellites Scheduling Sensors Sorting algorithms China Finland Republic of the Congo
ISSN:	2072-4292, 2072-4292
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Abstract	Regional remote sensing image products are playing an important role in an increasing number of application fields. Aiming at multi-satellite imaging task planning for large-area image acquisition, this paper proposes a multi-objective modeling method. First, we analyzed the core requirements of regional mapping for multi-satellite imaging mission planning: Full coverage of the target area and low consumption of satellite resources. Second, an optimization model with two objective functions, namely the maximum target area coverage and minimum satellite resource utilization, was established. Using the selection of imaging strips and their swing angles as two types of decision variables, the regional decomposition and satellite resource allocation were integrated into the planning model. Third, two efficient algorithms, Vatti and non-dominated sorting genetic algorithm (NSGA-II), were used for objective function calculation and model solving, respectively. Finally, the experiments used Hubei, Finland, and Congo as the target areas and GF1, GF6, ZY1-02C, and ZY3 as imaging satellites to verify the modeling method proposed in this paper. The experiments showed that the proposed multi-objective modeling method could complete the coverage of regional targets with fewer satellite resources and improve the satellite application efficiency significantly.
AbstractList	Regional remote sensing image products are playing an important role in an increasing number of application fields. Aiming at multi-satellite imaging task planning for large-area image acquisition, this paper proposes a multi-objective modeling method. First, we analyzed the core requirements of regional mapping for multi-satellite imaging mission planning: Full coverage of the target area and low consumption of satellite resources. Second, an optimization model with two objective functions, namely the maximum target area coverage and minimum satellite resource utilization, was established. Using the selection of imaging strips and their swing angles as two types of decision variables, the regional decomposition and satellite resource allocation were integrated into the planning model. Third, two efficient algorithms, Vatti and non-dominated sorting genetic algorithm (NSGA-II), were used for objective function calculation and model solving, respectively. Finally, the experiments used Hubei, Finland, and Congo as the target areas and GF1, GF6, ZY1-02C, and ZY3 as imaging satellites to verify the modeling method proposed in this paper. The experiments showed that the proposed multi-objective modeling method could complete the coverage of regional targets with fewer satellite resources and improve the satellite application efficiency significantly.
Author	Chen, Yaxin Xu, Miaozhong Lu, Zezhong Xu, Junfei Shen, Xin Zhang, Guo
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References	ref_14 ref_36 ref_13 ref_12 Liu (ref_24) 2016; 118 ref_34 ref_11 ref_33 ref_10 ref_31 ref_30 Li (ref_19) 2008; 33 Perea (ref_25) 2015; 51 Mulla (ref_2) 2017; 6 ref_17 ref_16 Wang (ref_5) 2013; 25 ref_15 Niu (ref_28) 2018; 28 Khalid (ref_4) 2019; 12 Liu (ref_20) 2010; 30 Vatti (ref_35) 1992; 35 Jiang (ref_7) 2018; 84 Li (ref_37) 2019; 44 ref_21 Deb (ref_32) 2002; 6 ref_1 ref_3 ref_29 Shi (ref_23) 2017; 26 ref_27 ref_26 ref_9 ref_8 Shao (ref_18) 2016; 8 He (ref_22) 2012; 34 ref_6
References_xml	– ident: ref_30 – ident: ref_26 – ident: ref_3 doi: 10.1109/Agro-Geoinformatics.2014.6910660 – ident: ref_10 doi: 10.1109/CCDC.2019.8832641 – volume: 6 start-page: 160 year: 2017 ident: ref_2 article-title: Analysis of urban growth and sprawl from remote sensing data: Case of Fez, Morocco publication-title: Int. J. Sustain. Built Environ. doi: 10.1016/j.ijsbe.2017.02.003 – ident: ref_16 – volume: 35 start-page: 56 year: 1992 ident: ref_35 article-title: A generic solution to polygon clipping publication-title: Commun. ACM doi: 10.1145/129902.129906 – ident: ref_21 doi: 10.1109/CCDC.2015.7162476 – ident: ref_6 doi: 10.3390/rs10050802 – ident: ref_14 – ident: ref_1 – volume: 44 start-page: 593 year: 2019 ident: ref_37 article-title: Optimization method of satellite swing angle for regional imaging mission publication-title: J. Wuhan Univ. – volume: 6 start-page: 182 year: 2002 ident: ref_32 article-title: A fast and elitist multiobjective genetic algorithm: NSGA-II publication-title: IEEE Trans. Evolut. Comput. doi: 10.1109/4235.996017 – ident: ref_11 doi: 10.1177/1729881419890715 – volume: 28 start-page: 813 year: 2018 ident: ref_28 article-title: Satellite scheduling of large areal tasks for rapid response to natural disaster using a multi-objective genetic algorithm publication-title: Int. J. Disaster Risk Reduct. doi: 10.1016/j.ijdrr.2018.02.013 – volume: 84 start-page: 485 year: 2018 ident: ref_7 article-title: In-Orbit Geometric Calibration without Accurate Ground Control Data publication-title: Photogramm. Eng. Remote Sens. doi: 10.14358/PERS.84.8.485 – volume: 34 start-page: 726 year: 2012 ident: ref_22 article-title: Multi-satellite collaborative scheduling method for emergency imaging observation tasks publication-title: Syst. Eng. Electron. – volume: 30 start-page: 2269 year: 2010 ident: ref_20 article-title: A MapX-based preprocessing approach for multi-satellite cooperative observation towards area target publication-title: Syst. Eng. Theory Pract. – ident: ref_31 – ident: ref_33 – volume: 12 start-page: 1133 year: 2019 ident: ref_4 article-title: A remotely sensed tracking of forest cover and associated temperature change in Margalla hills publication-title: Int. J. Digit. Earth doi: 10.1080/17538947.2018.1448008 – volume: 33 start-page: 54 year: 2008 ident: ref_19 article-title: Multi-Satellite collaborative ground observation mission planning for regional targets publication-title: Sci. Surv. Mapp. – ident: ref_29 doi: 10.3390/s19061430 – ident: ref_12 – volume: 25 start-page: 2275 year: 2013 ident: ref_5 article-title: Dynamic scheduling for emergency tasks on distributed imaging satellites with task merging publication-title: IEEE Trans. Parallel Distrib. Syst. doi: 10.1109/TPDS.2013.156 – ident: ref_15 – ident: ref_34 doi: 10.1109/SNPD.2007.81 – ident: ref_8 doi: 10.1155/2015/482923 – ident: ref_9 doi: 10.11648/j.ajae.20140103.11 – ident: ref_27 doi: 10.12783/dtcse/itme2017/7964 – ident: ref_13 – volume: 118 start-page: 13 year: 2016 ident: ref_24 article-title: Satellite image collection modeling for large area hazard emergency response publication-title: ISPRS J. Photogramm. Remote Sens. doi: 10.1016/j.isprsjprs.2016.04.007 – ident: ref_17 – volume: 26 start-page: 7 year: 2017 ident: ref_23 article-title: Application of approximation algorithm to regional target imaging mission planning for optical remote sensing satellites publication-title: Spacecr. Eng. – volume: 51 start-page: 1717 year: 2015 ident: ref_25 article-title: Swath-acquisition planning in multiple-satellite missions: An exact and heuristic approach publication-title: IEEE Trans. Aerosp. Electron. Syst. doi: 10.1109/TAES.2015.130751 – ident: ref_36 – volume: 8 start-page: 451 year: 2016 ident: ref_18 article-title: NSGA-II-based multi-objective mission planning method for satellite formation system publication-title: J. Aerosp. Technol. Manag. doi: 10.5028/jatm.v8i4.700
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SubjectTerms	Algorithms China Collaboration Decomposition Finland Gene mapping Genetic algorithms Image acquisition image analysis Linear programming Mapping Mathematical models Mission planning Modelling multi-objective optimization model multi-satellite imaging mission planning nsga-ii Objective function Optimization planning regional mapping Regional planning Regions Remote sensing Republic of the Congo Resource allocation Resource utilization Satellite imagery Satellites Scheduling Sensors Sorting algorithms
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Title	A Multi-Objective Modeling Method of Multi-Satellite Imaging Task Planning for Large Regional Mapping
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