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Physician scheduling problem in Mobile Cabin Hospitals of China during Covid-19 outbreak

In this paper, we investigate a novel physician scheduling problem in the Mobile Cabin Hospitals (MCH) which are constructed in Wuhan, China during the outbreak of the Covid-19 pandemic. The shortage of physicians and the surge of patients brought great challenges for physicians scheduling in MCH. T...

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Detalles Bibliográficos
Autores principales: Lan, Shaowen, Fan, Wenjuan, Yang, Shanlin, Pardalos, Panos M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9880358/
https://www.ncbi.nlm.nih.gov/pubmed/36721866
http://dx.doi.org/10.1007/s10472-023-09834-5
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author Lan, Shaowen
Fan, Wenjuan
Yang, Shanlin
Pardalos, Panos M.
author_facet Lan, Shaowen
Fan, Wenjuan
Yang, Shanlin
Pardalos, Panos M.
author_sort Lan, Shaowen
collection PubMed
description In this paper, we investigate a novel physician scheduling problem in the Mobile Cabin Hospitals (MCH) which are constructed in Wuhan, China during the outbreak of the Covid-19 pandemic. The shortage of physicians and the surge of patients brought great challenges for physicians scheduling in MCH. The purpose of the studied problem is to get an approximately optimal schedule that reaches the minimum workload for physicians on the premise of satisfying the service requirements of patients as much as possible. We propose a novel hybrid algorithm integrating particle swarm optimization (PSO) and variable neighborhood descent (VND) (named as PSO-VND) to find the approximate global optimal solution. A self-adaptive mechanism is developed to choose the updating operators dynamically during the procedures. Based on the special features of the problem, three neighborhood structures are designed and searched in VND to improve the solution. The experimental comparisons show that the proposed PSO-VND has a significant performance increase than the other competitors.
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spelling pubmed-98803582023-01-27 Physician scheduling problem in Mobile Cabin Hospitals of China during Covid-19 outbreak Lan, Shaowen Fan, Wenjuan Yang, Shanlin Pardalos, Panos M. Ann Math Artif Intell Article In this paper, we investigate a novel physician scheduling problem in the Mobile Cabin Hospitals (MCH) which are constructed in Wuhan, China during the outbreak of the Covid-19 pandemic. The shortage of physicians and the surge of patients brought great challenges for physicians scheduling in MCH. The purpose of the studied problem is to get an approximately optimal schedule that reaches the minimum workload for physicians on the premise of satisfying the service requirements of patients as much as possible. We propose a novel hybrid algorithm integrating particle swarm optimization (PSO) and variable neighborhood descent (VND) (named as PSO-VND) to find the approximate global optimal solution. A self-adaptive mechanism is developed to choose the updating operators dynamically during the procedures. Based on the special features of the problem, three neighborhood structures are designed and searched in VND to improve the solution. The experimental comparisons show that the proposed PSO-VND has a significant performance increase than the other competitors. Springer International Publishing 2023-01-27 2023 /pmc/articles/PMC9880358/ /pubmed/36721866 http://dx.doi.org/10.1007/s10472-023-09834-5 Text en © The Author(s), under exclusive licence to Springer Nature Switzerland AG 2023, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. 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
Lan, Shaowen
Fan, Wenjuan
Yang, Shanlin
Pardalos, Panos M.
Physician scheduling problem in Mobile Cabin Hospitals of China during Covid-19 outbreak
title Physician scheduling problem in Mobile Cabin Hospitals of China during Covid-19 outbreak
title_full Physician scheduling problem in Mobile Cabin Hospitals of China during Covid-19 outbreak
title_fullStr Physician scheduling problem in Mobile Cabin Hospitals of China during Covid-19 outbreak
title_full_unstemmed Physician scheduling problem in Mobile Cabin Hospitals of China during Covid-19 outbreak
title_short Physician scheduling problem in Mobile Cabin Hospitals of China during Covid-19 outbreak
title_sort physician scheduling problem in mobile cabin hospitals of china during covid-19 outbreak
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9880358/
https://www.ncbi.nlm.nih.gov/pubmed/36721866
http://dx.doi.org/10.1007/s10472-023-09834-5
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