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Ensuring sufficient cabin hospital beds for curbing the spread of COVID-19 – Findings from petri net analysis

Due to the complexity of the virus and its rapid rate of spread, many countries face the same challenges of providing adequate medical resources. This paper provides an analytical approach for evaluating the possibility of the regional construction industry constructing a large number of cabin hospi...

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Detalles Bibliográficos
Autores principales: Chen, Chen, Xing, Zijie, Xi, Yonghui, Tiong, Robert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9584841/
https://www.ncbi.nlm.nih.gov/pubmed/36284770
http://dx.doi.org/10.1016/j.heliyon.2022.e11202
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author Chen, Chen
Xing, Zijie
Xi, Yonghui
Tiong, Robert
author_facet Chen, Chen
Xing, Zijie
Xi, Yonghui
Tiong, Robert
author_sort Chen, Chen
collection PubMed
description Due to the complexity of the virus and its rapid rate of spread, many countries face the same challenges of providing adequate medical resources. This paper provides an analytical approach for evaluating the possibility of the regional construction industry constructing a large number of cabin hospitals within a short time. The key idea is to compare the demand and supply of patient beds using a Petri net-based approach that incorporates a neural network for the prediction of demand, fuzzy logic for decision-making, and a linear model for predicting supply. The data reported in the Shanghai Omicron battle is used to validate the developed model. Our results show that the fastest conversion speed and the least manpower requirement are obtained from high-rise buildings. Then, preparing some high-rises for easy conversion into cabin hospitals seems a possible solution for future citywide preparedness toward pandemic resilience.
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spelling pubmed-95848412022-10-21 Ensuring sufficient cabin hospital beds for curbing the spread of COVID-19 – Findings from petri net analysis Chen, Chen Xing, Zijie Xi, Yonghui Tiong, Robert Heliyon Research Article Due to the complexity of the virus and its rapid rate of spread, many countries face the same challenges of providing adequate medical resources. This paper provides an analytical approach for evaluating the possibility of the regional construction industry constructing a large number of cabin hospitals within a short time. The key idea is to compare the demand and supply of patient beds using a Petri net-based approach that incorporates a neural network for the prediction of demand, fuzzy logic for decision-making, and a linear model for predicting supply. The data reported in the Shanghai Omicron battle is used to validate the developed model. Our results show that the fastest conversion speed and the least manpower requirement are obtained from high-rise buildings. Then, preparing some high-rises for easy conversion into cabin hospitals seems a possible solution for future citywide preparedness toward pandemic resilience. Elsevier 2022-10-21 /pmc/articles/PMC9584841/ /pubmed/36284770 http://dx.doi.org/10.1016/j.heliyon.2022.e11202 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Article
Chen, Chen
Xing, Zijie
Xi, Yonghui
Tiong, Robert
Ensuring sufficient cabin hospital beds for curbing the spread of COVID-19 – Findings from petri net analysis
title Ensuring sufficient cabin hospital beds for curbing the spread of COVID-19 – Findings from petri net analysis
title_full Ensuring sufficient cabin hospital beds for curbing the spread of COVID-19 – Findings from petri net analysis
title_fullStr Ensuring sufficient cabin hospital beds for curbing the spread of COVID-19 – Findings from petri net analysis
title_full_unstemmed Ensuring sufficient cabin hospital beds for curbing the spread of COVID-19 – Findings from petri net analysis
title_short Ensuring sufficient cabin hospital beds for curbing the spread of COVID-19 – Findings from petri net analysis
title_sort ensuring sufficient cabin hospital beds for curbing the spread of covid-19 – findings from petri net analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9584841/
https://www.ncbi.nlm.nih.gov/pubmed/36284770
http://dx.doi.org/10.1016/j.heliyon.2022.e11202
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