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A variable neighborhood search for the last-mile delivery problem during major infectious disease outbreak
During major infectious disease outbreak, such as COVID-19, the goods and parcels supply and distribution for the isolated personnel has become a key issue worthy of attention. In this study, we propose a delivery problem that arises in the last-mile delivery during major infectious disease outbreak...
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/PMC7779654/ https://www.ncbi.nlm.nih.gov/pubmed/33425039 http://dx.doi.org/10.1007/s11590-020-01693-x |
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author | Jiang, Li Zang, Xiaoning Dong, Junfeng Liang, Changyong Mladenovic, Nenad |
author_facet | Jiang, Li Zang, Xiaoning Dong, Junfeng Liang, Changyong Mladenovic, Nenad |
author_sort | Jiang, Li |
collection | PubMed |
description | During major infectious disease outbreak, such as COVID-19, the goods and parcels supply and distribution for the isolated personnel has become a key issue worthy of attention. In this study, we propose a delivery problem that arises in the last-mile delivery during major infectious disease outbreak. The problem is to construct a Hamiltonian tour over a subset of candidate parking nodes, and each customer is assigned to the nearest parking node on the tour to pick up goods or parcels. The aim is to minimize the total cost, including the routing, allocation, and parking costs. We propose three models to formulate the problem, which are node-based, flow-based and bilevel programing formulations. Moreover, we develop a variable neighborhood search algorithm based on the ideas from the bilevel programing formulations to solve the problem. Finally, the proposed algorithm is tested on a set of randomly generated instances, and the results indicate the effectiveness of the proposed approach. |
format | Online Article Text |
id | pubmed-7779654 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-77796542021-01-04 A variable neighborhood search for the last-mile delivery problem during major infectious disease outbreak Jiang, Li Zang, Xiaoning Dong, Junfeng Liang, Changyong Mladenovic, Nenad Optim Lett Original Paper During major infectious disease outbreak, such as COVID-19, the goods and parcels supply and distribution for the isolated personnel has become a key issue worthy of attention. In this study, we propose a delivery problem that arises in the last-mile delivery during major infectious disease outbreak. The problem is to construct a Hamiltonian tour over a subset of candidate parking nodes, and each customer is assigned to the nearest parking node on the tour to pick up goods or parcels. The aim is to minimize the total cost, including the routing, allocation, and parking costs. We propose three models to formulate the problem, which are node-based, flow-based and bilevel programing formulations. Moreover, we develop a variable neighborhood search algorithm based on the ideas from the bilevel programing formulations to solve the problem. Finally, the proposed algorithm is tested on a set of randomly generated instances, and the results indicate the effectiveness of the proposed approach. Springer Berlin Heidelberg 2021-01-04 2022 /pmc/articles/PMC7779654/ /pubmed/33425039 http://dx.doi.org/10.1007/s11590-020-01693-x Text en © The Author(s), under exclusive licence to Springer-Verlag GmbH, DE part of Springer Nature 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Paper Jiang, Li Zang, Xiaoning Dong, Junfeng Liang, Changyong Mladenovic, Nenad A variable neighborhood search for the last-mile delivery problem during major infectious disease outbreak |
title | A variable neighborhood search for the last-mile delivery problem during major infectious disease outbreak |
title_full | A variable neighborhood search for the last-mile delivery problem during major infectious disease outbreak |
title_fullStr | A variable neighborhood search for the last-mile delivery problem during major infectious disease outbreak |
title_full_unstemmed | A variable neighborhood search for the last-mile delivery problem during major infectious disease outbreak |
title_short | A variable neighborhood search for the last-mile delivery problem during major infectious disease outbreak |
title_sort | variable neighborhood search for the last-mile delivery problem during major infectious disease outbreak |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7779654/ https://www.ncbi.nlm.nih.gov/pubmed/33425039 http://dx.doi.org/10.1007/s11590-020-01693-x |
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