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Cost minimizing planning of container inspection and repair in multiple facilities
A problem of optimal mid-term or long-term planning of inspection and repair of freight containers in multiple facilities is introduced and investigated. The containers are of different types and quality levels, which define their repair costs and workforce requirements. The objective function inclu...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9761657/ https://www.ncbi.nlm.nih.gov/pubmed/36570682 http://dx.doi.org/10.1007/s00291-022-00699-4 |
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author | Kovalyov, Mikhail Y. Lukashevich, Mikhail N. Pesch, Erwin |
author_facet | Kovalyov, Mikhail Y. Lukashevich, Mikhail N. Pesch, Erwin |
author_sort | Kovalyov, Mikhail Y. |
collection | PubMed |
description | A problem of optimal mid-term or long-term planning of inspection and repair of freight containers in multiple facilities is introduced and investigated. The containers are of different types and quality levels, which define their repair costs and workforce requirements. The objective function includes the total holding, inspection, repair, transportation and rejection costs. We propose a deterministic, time-dependent, integer linear min-cost multi-commodity network-flow formulation. The problem is shown to be polynomially solvable if there is a single facility, a single time period and all the containers are repairable and have to be repaired. It is shown to be NP-hard for three important special cases. The computational results of our experiments on randomly generated instances based on real data show that instances of sizes 3 facilities, 4 container types and up to 9 container quality levels can be solved with CPLEX in 5 minutes on a conventional PC, even for 30 periods, with an optimality gap of less than 3%. This is sufficient for medium-term or weekly planning or for short-term recovery planning. However, there are instances of the same magnitude, but with 360 periods of a considerably longer planning horizon, for which an optimality gap of 28% remained even after 10 hours of CPLEX computation. |
format | Online Article Text |
id | pubmed-9761657 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-97616572022-12-19 Cost minimizing planning of container inspection and repair in multiple facilities Kovalyov, Mikhail Y. Lukashevich, Mikhail N. Pesch, Erwin OR Spectr Original Article A problem of optimal mid-term or long-term planning of inspection and repair of freight containers in multiple facilities is introduced and investigated. The containers are of different types and quality levels, which define their repair costs and workforce requirements. The objective function includes the total holding, inspection, repair, transportation and rejection costs. We propose a deterministic, time-dependent, integer linear min-cost multi-commodity network-flow formulation. The problem is shown to be polynomially solvable if there is a single facility, a single time period and all the containers are repairable and have to be repaired. It is shown to be NP-hard for three important special cases. The computational results of our experiments on randomly generated instances based on real data show that instances of sizes 3 facilities, 4 container types and up to 9 container quality levels can be solved with CPLEX in 5 minutes on a conventional PC, even for 30 periods, with an optimality gap of less than 3%. This is sufficient for medium-term or weekly planning or for short-term recovery planning. However, there are instances of the same magnitude, but with 360 periods of a considerably longer planning horizon, for which an optimality gap of 28% remained even after 10 hours of CPLEX computation. Springer Berlin Heidelberg 2022-12-19 2023 /pmc/articles/PMC9761657/ /pubmed/36570682 http://dx.doi.org/10.1007/s00291-022-00699-4 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 Article Kovalyov, Mikhail Y. Lukashevich, Mikhail N. Pesch, Erwin Cost minimizing planning of container inspection and repair in multiple facilities |
title | Cost minimizing planning of container inspection and repair in multiple facilities |
title_full | Cost minimizing planning of container inspection and repair in multiple facilities |
title_fullStr | Cost minimizing planning of container inspection and repair in multiple facilities |
title_full_unstemmed | Cost minimizing planning of container inspection and repair in multiple facilities |
title_short | Cost minimizing planning of container inspection and repair in multiple facilities |
title_sort | cost minimizing planning of container inspection and repair in multiple facilities |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9761657/ https://www.ncbi.nlm.nih.gov/pubmed/36570682 http://dx.doi.org/10.1007/s00291-022-00699-4 |
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