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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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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. |
format | Online Article Text |
id | pubmed-9584841 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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