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Effectiveness of feedback control and the trade-off between death by COVID-19 and costs of countermeasures
We provided a framework of a mathematical epidemic modeling and a countermeasure against the novel coronavirus disease (COVID-19) under no vaccines and specific medicines. The fact that even asymptomatic cases are infectious plays an important role for disease transmission and control. Some patients...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9540046/ https://www.ncbi.nlm.nih.gov/pubmed/36203115 http://dx.doi.org/10.1007/s10729-022-09617-0 |
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author | Watanabe, Akira Matsuda, Hiroyuki |
author_facet | Watanabe, Akira Matsuda, Hiroyuki |
author_sort | Watanabe, Akira |
collection | PubMed |
description | We provided a framework of a mathematical epidemic modeling and a countermeasure against the novel coronavirus disease (COVID-19) under no vaccines and specific medicines. The fact that even asymptomatic cases are infectious plays an important role for disease transmission and control. Some patients recover without developing the disease; therefore, the actual number of infected persons is expected to be greater than the number of confirmed cases of infection. Our study distinguished between cases of confirmed infection and infected persons in public places to investigate the effect of isolation. An epidemic model was established by utilizing a modified extended Susceptible-Exposed-Infectious-Recovered model incorporating three types of infectious and isolated compartments, abbreviated as SEIIIHHHR. Assuming that the intensity of behavioral restrictions can be controlled and be divided into multiple levels, we proposed the feedback controller approach to implement behavioral restrictions based on the active number of hospitalized persons. Numerical simulations were conducted using different detection rates and symptomatic ratios of infected persons. We investigated the appropriate timing for changing the degree of behavioral restrictions and confirmed that early initiating behavioral restrictions is a reasonable measure to reduce the burden on the health care system. We also examined the trade-off between reducing the cumulative number of deaths by the COVID-19 and saving the cost to prevent the spread of the virus. We concluded that a bang-bang control of the behavioral restriction can reduce the socio-economic cost, while a control of the restrictions with multiple levels can reduce the cumulative number of deaths by infection. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10729-022-09617-0. |
format | Online Article Text |
id | pubmed-9540046 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-95400462022-10-11 Effectiveness of feedback control and the trade-off between death by COVID-19 and costs of countermeasures Watanabe, Akira Matsuda, Hiroyuki Health Care Manag Sci Article We provided a framework of a mathematical epidemic modeling and a countermeasure against the novel coronavirus disease (COVID-19) under no vaccines and specific medicines. The fact that even asymptomatic cases are infectious plays an important role for disease transmission and control. Some patients recover without developing the disease; therefore, the actual number of infected persons is expected to be greater than the number of confirmed cases of infection. Our study distinguished between cases of confirmed infection and infected persons in public places to investigate the effect of isolation. An epidemic model was established by utilizing a modified extended Susceptible-Exposed-Infectious-Recovered model incorporating three types of infectious and isolated compartments, abbreviated as SEIIIHHHR. Assuming that the intensity of behavioral restrictions can be controlled and be divided into multiple levels, we proposed the feedback controller approach to implement behavioral restrictions based on the active number of hospitalized persons. Numerical simulations were conducted using different detection rates and symptomatic ratios of infected persons. We investigated the appropriate timing for changing the degree of behavioral restrictions and confirmed that early initiating behavioral restrictions is a reasonable measure to reduce the burden on the health care system. We also examined the trade-off between reducing the cumulative number of deaths by the COVID-19 and saving the cost to prevent the spread of the virus. We concluded that a bang-bang control of the behavioral restriction can reduce the socio-economic cost, while a control of the restrictions with multiple levels can reduce the cumulative number of deaths by infection. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10729-022-09617-0. Springer US 2022-10-06 2023 /pmc/articles/PMC9540046/ /pubmed/36203115 http://dx.doi.org/10.1007/s10729-022-09617-0 Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2022, Springer Nature or its licensor 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 Watanabe, Akira Matsuda, Hiroyuki Effectiveness of feedback control and the trade-off between death by COVID-19 and costs of countermeasures |
title | Effectiveness of feedback control and the trade-off between death by COVID-19 and costs of countermeasures |
title_full | Effectiveness of feedback control and the trade-off between death by COVID-19 and costs of countermeasures |
title_fullStr | Effectiveness of feedback control and the trade-off between death by COVID-19 and costs of countermeasures |
title_full_unstemmed | Effectiveness of feedback control and the trade-off between death by COVID-19 and costs of countermeasures |
title_short | Effectiveness of feedback control and the trade-off between death by COVID-19 and costs of countermeasures |
title_sort | effectiveness of feedback control and the trade-off between death by covid-19 and costs of countermeasures |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9540046/ https://www.ncbi.nlm.nih.gov/pubmed/36203115 http://dx.doi.org/10.1007/s10729-022-09617-0 |
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