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Optimal Immunity Control and Final Size Minimization by Social Distancing for the SIR Epidemic Model
The aim of this article is to understand how to apply partial or total containment to SIR epidemic model during a given finite time interval in order to minimize the epidemic final size, that is the cumulative number of cases infected during the complete course of an epidemic. The existence and uniq...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7918002/ https://www.ncbi.nlm.nih.gov/pubmed/33678904 http://dx.doi.org/10.1007/s10957-021-01830-1 |
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author | Bliman, Pierre-Alexandre Duprez, Michel Privat, Yannick Vauchelet, Nicolas |
author_facet | Bliman, Pierre-Alexandre Duprez, Michel Privat, Yannick Vauchelet, Nicolas |
author_sort | Bliman, Pierre-Alexandre |
collection | PubMed |
description | The aim of this article is to understand how to apply partial or total containment to SIR epidemic model during a given finite time interval in order to minimize the epidemic final size, that is the cumulative number of cases infected during the complete course of an epidemic. The existence and uniqueness of an optimal strategy are proved for this infinite-horizon problem, and a full characterization of the solution is provided. The best policy consists in applying the maximal allowed social distancing effort until the end of the interval, starting at a date that is not always the closest date and may be found by a simple algorithm. Both theoretical results and numerical simulations demonstrate that it leads to a significant decrease in the epidemic final size. We show that in any case the optimal intervention has to begin before the number of susceptible cases has crossed the herd immunity level, and that its limit is always smaller than this threshold. This problem is also shown to be equivalent to the minimum containment time necessary to stop at a given distance after this threshold value. |
format | Online Article Text |
id | pubmed-7918002 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-79180022021-03-01 Optimal Immunity Control and Final Size Minimization by Social Distancing for the SIR Epidemic Model Bliman, Pierre-Alexandre Duprez, Michel Privat, Yannick Vauchelet, Nicolas J Optim Theory Appl Article The aim of this article is to understand how to apply partial or total containment to SIR epidemic model during a given finite time interval in order to minimize the epidemic final size, that is the cumulative number of cases infected during the complete course of an epidemic. The existence and uniqueness of an optimal strategy are proved for this infinite-horizon problem, and a full characterization of the solution is provided. The best policy consists in applying the maximal allowed social distancing effort until the end of the interval, starting at a date that is not always the closest date and may be found by a simple algorithm. Both theoretical results and numerical simulations demonstrate that it leads to a significant decrease in the epidemic final size. We show that in any case the optimal intervention has to begin before the number of susceptible cases has crossed the herd immunity level, and that its limit is always smaller than this threshold. This problem is also shown to be equivalent to the minimum containment time necessary to stop at a given distance after this threshold value. Springer US 2021-03-01 2021 /pmc/articles/PMC7918002/ /pubmed/33678904 http://dx.doi.org/10.1007/s10957-021-01830-1 Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC part of Springer Nature 2021 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 Bliman, Pierre-Alexandre Duprez, Michel Privat, Yannick Vauchelet, Nicolas Optimal Immunity Control and Final Size Minimization by Social Distancing for the SIR Epidemic Model |
title | Optimal Immunity Control and Final Size Minimization by Social Distancing for the SIR Epidemic Model |
title_full | Optimal Immunity Control and Final Size Minimization by Social Distancing for the SIR Epidemic Model |
title_fullStr | Optimal Immunity Control and Final Size Minimization by Social Distancing for the SIR Epidemic Model |
title_full_unstemmed | Optimal Immunity Control and Final Size Minimization by Social Distancing for the SIR Epidemic Model |
title_short | Optimal Immunity Control and Final Size Minimization by Social Distancing for the SIR Epidemic Model |
title_sort | optimal immunity control and final size minimization by social distancing for the sir epidemic model |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7918002/ https://www.ncbi.nlm.nih.gov/pubmed/33678904 http://dx.doi.org/10.1007/s10957-021-01830-1 |
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