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Uplink Scheduling of Navigation Constellation Based on Immune Genetic Algorithm

The uplink of navigation data as satellite ephemeris is a complex satellite range scheduling problem. Large–scale optimal problems cannot be tackled using traditional heuristic methods, and the efficiency of standard genetic algorithm is unsatisfactory. We propose a multi-objective immune genetic al...

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Detalles Bibliográficos
Autores principales: Tang, Yinyin, Wang, Yueke, Chen, Jianyun, Li, Xianbin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5063407/
https://www.ncbi.nlm.nih.gov/pubmed/27736986
http://dx.doi.org/10.1371/journal.pone.0164730
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author Tang, Yinyin
Wang, Yueke
Chen, Jianyun
Li, Xianbin
author_facet Tang, Yinyin
Wang, Yueke
Chen, Jianyun
Li, Xianbin
author_sort Tang, Yinyin
collection PubMed
description The uplink of navigation data as satellite ephemeris is a complex satellite range scheduling problem. Large–scale optimal problems cannot be tackled using traditional heuristic methods, and the efficiency of standard genetic algorithm is unsatisfactory. We propose a multi-objective immune genetic algorithm (IGA) for uplink scheduling of navigation constellation. The method focuses on balance traffic and maximum task objects based on satellite-ground index encoding method, individual diversity evaluation and memory library. Numerical results show that the multi–hierarchical encoding method can improve the computation efficiency, the fuzzy deviation toleration method can speed up convergence, and the method can achieve the balance target with a negligible loss in task number (approximately 2.98%). The proposed algorithm is a general method and thus can be used in similar problems.
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spelling pubmed-50634072016-11-04 Uplink Scheduling of Navigation Constellation Based on Immune Genetic Algorithm Tang, Yinyin Wang, Yueke Chen, Jianyun Li, Xianbin PLoS One Research Article The uplink of navigation data as satellite ephemeris is a complex satellite range scheduling problem. Large–scale optimal problems cannot be tackled using traditional heuristic methods, and the efficiency of standard genetic algorithm is unsatisfactory. We propose a multi-objective immune genetic algorithm (IGA) for uplink scheduling of navigation constellation. The method focuses on balance traffic and maximum task objects based on satellite-ground index encoding method, individual diversity evaluation and memory library. Numerical results show that the multi–hierarchical encoding method can improve the computation efficiency, the fuzzy deviation toleration method can speed up convergence, and the method can achieve the balance target with a negligible loss in task number (approximately 2.98%). The proposed algorithm is a general method and thus can be used in similar problems. Public Library of Science 2016-10-13 /pmc/articles/PMC5063407/ /pubmed/27736986 http://dx.doi.org/10.1371/journal.pone.0164730 Text en © 2016 Tang et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Tang, Yinyin
Wang, Yueke
Chen, Jianyun
Li, Xianbin
Uplink Scheduling of Navigation Constellation Based on Immune Genetic Algorithm
title Uplink Scheduling of Navigation Constellation Based on Immune Genetic Algorithm
title_full Uplink Scheduling of Navigation Constellation Based on Immune Genetic Algorithm
title_fullStr Uplink Scheduling of Navigation Constellation Based on Immune Genetic Algorithm
title_full_unstemmed Uplink Scheduling of Navigation Constellation Based on Immune Genetic Algorithm
title_short Uplink Scheduling of Navigation Constellation Based on Immune Genetic Algorithm
title_sort uplink scheduling of navigation constellation based on immune genetic algorithm
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5063407/
https://www.ncbi.nlm.nih.gov/pubmed/27736986
http://dx.doi.org/10.1371/journal.pone.0164730
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AT chenjianyun uplinkschedulingofnavigationconstellationbasedonimmunegeneticalgorithm
AT lixianbin uplinkschedulingofnavigationconstellationbasedonimmunegeneticalgorithm