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A Vehicle Routing Problem with Time Windows and Workload Balancing for COVID-19 Testers: A Case Study
Due to the COVID-19 pandemic, laboratories have faced unprecedented demand for in-home delivery test services. This drastic demand increase requires a rapid reaction from laboratories to manage their testers in order to respond to the high demand volume and avoid unnecessary costs. This study provid...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9605723/ http://dx.doi.org/10.1016/j.ifacol.2022.10.175 |
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author | Shahnejat-Bushehri, S. Kermani, A. Arslan, O. Cordeau, J.-F. Jans, R. |
author_facet | Shahnejat-Bushehri, S. Kermani, A. Arslan, O. Cordeau, J.-F. Jans, R. |
author_sort | Shahnejat-Bushehri, S. |
collection | PubMed |
description | Due to the COVID-19 pandemic, laboratories have faced unprecedented demand for in-home delivery test services. This drastic demand increase requires a rapid reaction from laboratories to manage their testers in order to respond to the high demand volume and avoid unnecessary costs. This study provides an optimization model based on the vehicle routing problem with time windows by considering the testers’ workload balancing to improve laboratories’ assignment and routing policies. A medical lab that has faced this situation for its in-home test services is taken as a real-world case in the current study. A mixed-integer programming model is solved for small instances using the CPLEX solver, and an adaptive large neighborhood search algorithm is implemented for large instances. Ultimately, the obtained solutions are compared to the real-world implementation of the lab on a dataset of six consecutive days, and the results are further discussed. |
format | Online Article Text |
id | pubmed-9605723 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | , IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-96057232022-10-27 A Vehicle Routing Problem with Time Windows and Workload Balancing for COVID-19 Testers: A Case Study Shahnejat-Bushehri, S. Kermani, A. Arslan, O. Cordeau, J.-F. Jans, R. IFAC-PapersOnLine Article Due to the COVID-19 pandemic, laboratories have faced unprecedented demand for in-home delivery test services. This drastic demand increase requires a rapid reaction from laboratories to manage their testers in order to respond to the high demand volume and avoid unnecessary costs. This study provides an optimization model based on the vehicle routing problem with time windows by considering the testers’ workload balancing to improve laboratories’ assignment and routing policies. A medical lab that has faced this situation for its in-home test services is taken as a real-world case in the current study. A mixed-integer programming model is solved for small instances using the CPLEX solver, and an adaptive large neighborhood search algorithm is implemented for large instances. Ultimately, the obtained solutions are compared to the real-world implementation of the lab on a dataset of six consecutive days, and the results are further discussed. , IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. 2022 2022-10-26 /pmc/articles/PMC9605723/ http://dx.doi.org/10.1016/j.ifacol.2022.10.175 Text en © 2019, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Shahnejat-Bushehri, S. Kermani, A. Arslan, O. Cordeau, J.-F. Jans, R. A Vehicle Routing Problem with Time Windows and Workload Balancing for COVID-19 Testers: A Case Study |
title | A Vehicle Routing Problem with Time Windows and Workload Balancing for COVID-19 Testers: A Case Study |
title_full | A Vehicle Routing Problem with Time Windows and Workload Balancing for COVID-19 Testers: A Case Study |
title_fullStr | A Vehicle Routing Problem with Time Windows and Workload Balancing for COVID-19 Testers: A Case Study |
title_full_unstemmed | A Vehicle Routing Problem with Time Windows and Workload Balancing for COVID-19 Testers: A Case Study |
title_short | A Vehicle Routing Problem with Time Windows and Workload Balancing for COVID-19 Testers: A Case Study |
title_sort | vehicle routing problem with time windows and workload balancing for covid-19 testers: a case study |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9605723/ http://dx.doi.org/10.1016/j.ifacol.2022.10.175 |
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