Cargando…

The EMS vehicle patient transportation problem during a demand surge

We consider a real-time emergency medical service (EMS) vehicle patient transportation problem in which vehicles are assigned to patients so they can be transported to hospitals during an emergency. The objective is to minimize the total travel time of all vehicles while satisfying two types of time...

Descripción completa

Detalles Bibliográficos
Autores principales: Majzoubi, Farshad, Bai, Lihui, Heragu, Sunderesh S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7779336/
https://www.ncbi.nlm.nih.gov/pubmed/33424126
http://dx.doi.org/10.1007/s10898-020-00965-1
_version_ 1783631314106187776
author Majzoubi, Farshad
Bai, Lihui
Heragu, Sunderesh S.
author_facet Majzoubi, Farshad
Bai, Lihui
Heragu, Sunderesh S.
author_sort Majzoubi, Farshad
collection PubMed
description We consider a real-time emergency medical service (EMS) vehicle patient transportation problem in which vehicles are assigned to patients so they can be transported to hospitals during an emergency. The objective is to minimize the total travel time of all vehicles while satisfying two types of time window constraints. The first requires each EMS vehicle to arrive at a patient’s location within a specified time window. The second requires the vehicle to arrive at the designated hospital within another time window. We allow an EMS vehicle to serve up to two patients instead of just one. The problem is shown to be NP-complete. We, therefore, develop a simulated annealing (SA) heuristic for efficient solution in real-time. A column generation algorithm is developed for determining a tight lower bound. Numerical results show that the proposed SA heuristic provides high-quality solutions in much less CPU time, when compared to the general-purpose solver. Therefore, it is suitable for implementation in a real-time decision support system, which is available via a web portal (www.rtdss.org).
format Online
Article
Text
id pubmed-7779336
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Springer US
record_format MEDLINE/PubMed
spelling pubmed-77793362021-01-04 The EMS vehicle patient transportation problem during a demand surge Majzoubi, Farshad Bai, Lihui Heragu, Sunderesh S. J Glob Optim Article We consider a real-time emergency medical service (EMS) vehicle patient transportation problem in which vehicles are assigned to patients so they can be transported to hospitals during an emergency. The objective is to minimize the total travel time of all vehicles while satisfying two types of time window constraints. The first requires each EMS vehicle to arrive at a patient’s location within a specified time window. The second requires the vehicle to arrive at the designated hospital within another time window. We allow an EMS vehicle to serve up to two patients instead of just one. The problem is shown to be NP-complete. We, therefore, develop a simulated annealing (SA) heuristic for efficient solution in real-time. A column generation algorithm is developed for determining a tight lower bound. Numerical results show that the proposed SA heuristic provides high-quality solutions in much less CPU time, when compared to the general-purpose solver. Therefore, it is suitable for implementation in a real-time decision support system, which is available via a web portal (www.rtdss.org). Springer US 2021-01-04 2021 /pmc/articles/PMC7779336/ /pubmed/33424126 http://dx.doi.org/10.1007/s10898-020-00965-1 Text en © Springer Science+Business Media, LLC, 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 Article
Majzoubi, Farshad
Bai, Lihui
Heragu, Sunderesh S.
The EMS vehicle patient transportation problem during a demand surge
title The EMS vehicle patient transportation problem during a demand surge
title_full The EMS vehicle patient transportation problem during a demand surge
title_fullStr The EMS vehicle patient transportation problem during a demand surge
title_full_unstemmed The EMS vehicle patient transportation problem during a demand surge
title_short The EMS vehicle patient transportation problem during a demand surge
title_sort ems vehicle patient transportation problem during a demand surge
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7779336/
https://www.ncbi.nlm.nih.gov/pubmed/33424126
http://dx.doi.org/10.1007/s10898-020-00965-1
work_keys_str_mv AT majzoubifarshad theemsvehiclepatienttransportationproblemduringademandsurge
AT bailihui theemsvehiclepatienttransportationproblemduringademandsurge
AT heragusundereshs theemsvehiclepatienttransportationproblemduringademandsurge
AT majzoubifarshad emsvehiclepatienttransportationproblemduringademandsurge
AT bailihui emsvehiclepatienttransportationproblemduringademandsurge
AT heragusundereshs emsvehiclepatienttransportationproblemduringademandsurge