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An explanatory approach to modeling the fleet assignment in the global air transportation system
Airlines’ fleet assignment heavily affects the economic and ecological performance of the global air transportation system (ATS). Consequently, it is inevitable to include potential changes of the fleet assignment when modeling and assessing future global ATS scenarios. Therefore, this article prese...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Vienna
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9702893/ https://www.ncbi.nlm.nih.gov/pubmed/36466699 http://dx.doi.org/10.1007/s13272-022-00622-1 |
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author | Kühlen, Markus Lütjens, Klaus Linke, Florian Gollnick, Volker |
author_facet | Kühlen, Markus Lütjens, Klaus Linke, Florian Gollnick, Volker |
author_sort | Kühlen, Markus |
collection | PubMed |
description | Airlines’ fleet assignment heavily affects the economic and ecological performance of the global air transportation system (ATS). Consequently, it is inevitable to include potential changes of the fleet assignment when modeling and assessing future global ATS scenarios. Therefore, this article presents a novel explanatory approach to modeling the fleet assignment in the global ATS. The presented approach is based on formulating and solving an optimization problem, which describes the fleet assignment in the ATS through a suitable combination of objective function and constraints. While the objective function combines both the airline and the passenger perspective on the fleet assignment, the constraints include additional operational and technological aspects. In comparison to the available global fleet assignment models in the literature, which rely on statistical approaches, the advantages of the presented approach via an optimization problem lie in the overall scenario capability and the consideration of explicit aircraft types instead of simplifying seat categories. To calibrate and validate our model, we use 10 years of historic flight schedule data. The results underline the strengths and weaknesses of the presented approach and indicate potential for future improvement. |
format | Online Article Text |
id | pubmed-9702893 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Vienna |
record_format | MEDLINE/PubMed |
spelling | pubmed-97028932022-11-28 An explanatory approach to modeling the fleet assignment in the global air transportation system Kühlen, Markus Lütjens, Klaus Linke, Florian Gollnick, Volker CEAS Aeronaut J Original Paper Airlines’ fleet assignment heavily affects the economic and ecological performance of the global air transportation system (ATS). Consequently, it is inevitable to include potential changes of the fleet assignment when modeling and assessing future global ATS scenarios. Therefore, this article presents a novel explanatory approach to modeling the fleet assignment in the global ATS. The presented approach is based on formulating and solving an optimization problem, which describes the fleet assignment in the ATS through a suitable combination of objective function and constraints. While the objective function combines both the airline and the passenger perspective on the fleet assignment, the constraints include additional operational and technological aspects. In comparison to the available global fleet assignment models in the literature, which rely on statistical approaches, the advantages of the presented approach via an optimization problem lie in the overall scenario capability and the consideration of explicit aircraft types instead of simplifying seat categories. To calibrate and validate our model, we use 10 years of historic flight schedule data. The results underline the strengths and weaknesses of the presented approach and indicate potential for future improvement. Springer Vienna 2022-11-24 2023 /pmc/articles/PMC9702893/ /pubmed/36466699 http://dx.doi.org/10.1007/s13272-022-00622-1 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Paper Kühlen, Markus Lütjens, Klaus Linke, Florian Gollnick, Volker An explanatory approach to modeling the fleet assignment in the global air transportation system |
title | An explanatory approach to modeling the fleet assignment in the global air transportation system |
title_full | An explanatory approach to modeling the fleet assignment in the global air transportation system |
title_fullStr | An explanatory approach to modeling the fleet assignment in the global air transportation system |
title_full_unstemmed | An explanatory approach to modeling the fleet assignment in the global air transportation system |
title_short | An explanatory approach to modeling the fleet assignment in the global air transportation system |
title_sort | explanatory approach to modeling the fleet assignment in the global air transportation system |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9702893/ https://www.ncbi.nlm.nih.gov/pubmed/36466699 http://dx.doi.org/10.1007/s13272-022-00622-1 |
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