Using a genetic algorithm to solve a non-linear location allocation problem for specialised children's ambulances in England and Wales.

OR in health services location-allocation analysis emergency medical service integer programming genetic algorithms

Journal

Health systems (Basingstoke, England)
ISSN: 2047-6965
Titre abrégé: Health Syst (Basingstoke)
Pays: England
ID NLM: 101602681

Informations de publication

Date de publication:
2022
Historique:
entrez: 23 9 2022
pubmed: 18 4 2021
medline: 18 4 2021
Statut: epublish

Résumé

Since 1997, special paediatric intensive care retrieval teams (PICRTs) based in 11 locations across England and Wales have been used to transport sick children from district general hospitals to one of 24 paediatric intensive care units. We develop a location allocation optimisation framework to help inform decisions on the optimal number of locations for each PICRT, where those locations should be, which local hospital each location serves and how many teams should station each location. Our framework allows for stochastic journey times, differential weights for each journey leg and incorporates queuing theory by considering the time spent waiting for a PICRT to become available. We examine the average waiting time and the average time to bedside under different number of operational PICRT stations, different number of teams per station and different levels of demand. We show that consolidating the teams into fewer stations for higher availability leads to better performance.

Identifiants

pubmed: 36147554
doi: 10.1080/20476965.2021.1908176
pii: 1908176
pmc: PMC9487932
doi:

Types de publication

Journal Article

Langues

eng

Pagination

161-171

Informations de copyright

© 2021 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group.

Déclaration de conflit d'intérêts

No potential conflict of interest was reported by the authors.

Références

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BMJ Open. 2019 Jul 16;9(7):e028000
pubmed: 31315865
Soc Sci Med Med Geogr. 1979 Jun;13 D(2):81-6
pubmed: 494012
Pediatr Crit Care Med. 2015 Nov;16(9):821-7
pubmed: 26536545

Auteurs

Enoch Kung (E)

Department of Mathematics, UCL Clinical Operational Research Unit, University College London, London, UK.

Sarah E Seaton (SE)

Department of Health Sciences, University of Leicester, Leicester, UK.

Padmanabhan Ramnarayan (P)

Children's Acute Transport Service (CATS), London, UK.

Christina Pagel (C)

Department of Mathematics, UCL Clinical Operational Research Unit, University College London, London, UK.

Classifications MeSH