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The bi-objective multimodal car-sharing problem
The aim of the bi-objective multimodal car-sharing problem (BiO-MMCP) is to determine the optimal mode of transport assignment for trips and to schedule the routes of available cars and users whilst minimizing cost and maximizing user satisfaction. We investigate the BiO-MMCP from a user-centred poi...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9165302/ https://www.ncbi.nlm.nih.gov/pubmed/35673525 http://dx.doi.org/10.1007/s00291-021-00631-2 |
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author | Enzi, Miriam Parragh, Sophie N. Puchinger, Jakob |
author_facet | Enzi, Miriam Parragh, Sophie N. Puchinger, Jakob |
author_sort | Enzi, Miriam |
collection | PubMed |
description | The aim of the bi-objective multimodal car-sharing problem (BiO-MMCP) is to determine the optimal mode of transport assignment for trips and to schedule the routes of available cars and users whilst minimizing cost and maximizing user satisfaction. We investigate the BiO-MMCP from a user-centred point of view. As user satisfaction is a crucial aspect in shared mobility systems, we consider user preferences in a second objective. Users may choose and rank their preferred modes of transport for different times of the day. In this way, we account for, e.g., different traffic conditions throughout the planning horizon. We study different variants of the problem. In the base problem, the sequence of tasks a user has to fulfil is fixed in advance and travel times as well as preferences are constant over the planning horizon. In variant 2, time-dependent travel times and preferences are introduced. In variant 3, we examine the challenges when allowing additional routing decisions. Variant 4 integrates variants 2 and 3. For this last variant, we develop a branch-and-cut algorithm which is embedded in two bi-objective frameworks, namely the [Formula: see text] -constraint method and a weighting binary search method. Computational experiments show that the branch-and cut algorithm outperforms the MIP formulation and we discuss changing solutions along the Pareto frontier. |
format | Online Article Text |
id | pubmed-9165302 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-91653022022-06-05 The bi-objective multimodal car-sharing problem Enzi, Miriam Parragh, Sophie N. Puchinger, Jakob OR Spectr Original Article The aim of the bi-objective multimodal car-sharing problem (BiO-MMCP) is to determine the optimal mode of transport assignment for trips and to schedule the routes of available cars and users whilst minimizing cost and maximizing user satisfaction. We investigate the BiO-MMCP from a user-centred point of view. As user satisfaction is a crucial aspect in shared mobility systems, we consider user preferences in a second objective. Users may choose and rank their preferred modes of transport for different times of the day. In this way, we account for, e.g., different traffic conditions throughout the planning horizon. We study different variants of the problem. In the base problem, the sequence of tasks a user has to fulfil is fixed in advance and travel times as well as preferences are constant over the planning horizon. In variant 2, time-dependent travel times and preferences are introduced. In variant 3, we examine the challenges when allowing additional routing decisions. Variant 4 integrates variants 2 and 3. For this last variant, we develop a branch-and-cut algorithm which is embedded in two bi-objective frameworks, namely the [Formula: see text] -constraint method and a weighting binary search method. Computational experiments show that the branch-and cut algorithm outperforms the MIP formulation and we discuss changing solutions along the Pareto frontier. Springer Berlin Heidelberg 2021-09-14 2022 /pmc/articles/PMC9165302/ /pubmed/35673525 http://dx.doi.org/10.1007/s00291-021-00631-2 Text en © The Author(s) 2022, Corrected Publication 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 Article Enzi, Miriam Parragh, Sophie N. Puchinger, Jakob The bi-objective multimodal car-sharing problem |
title | The bi-objective multimodal car-sharing problem |
title_full | The bi-objective multimodal car-sharing problem |
title_fullStr | The bi-objective multimodal car-sharing problem |
title_full_unstemmed | The bi-objective multimodal car-sharing problem |
title_short | The bi-objective multimodal car-sharing problem |
title_sort | bi-objective multimodal car-sharing problem |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9165302/ https://www.ncbi.nlm.nih.gov/pubmed/35673525 http://dx.doi.org/10.1007/s00291-021-00631-2 |
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