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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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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. |
format | Online Article Text |
id | pubmed-5063407 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT tangyinyin uplinkschedulingofnavigationconstellationbasedonimmunegeneticalgorithm AT wangyueke uplinkschedulingofnavigationconstellationbasedonimmunegeneticalgorithm AT chenjianyun uplinkschedulingofnavigationconstellationbasedonimmunegeneticalgorithm AT lixianbin uplinkschedulingofnavigationconstellationbasedonimmunegeneticalgorithm |