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Optimal vaccination strategies for COVID-19 in population migration between two regions scenario
Population movements had a significant impact on the spread of COVID-19, and vaccination is considered the most effective means for humans to face viral infections. This study identifies the optimal control strategy for COVID-19 prevention and control, and explores the impact of short-term and long-...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Taylor & Francis
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10332196/ https://www.ncbi.nlm.nih.gov/pubmed/37350470 http://dx.doi.org/10.1080/21645515.2023.2223108 |
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author | Zuo, Chao Ling, Yuting Guo, Yuli Zhang, Mengjun Meng, Zeyang Xiang, Guochun |
author_facet | Zuo, Chao Ling, Yuting Guo, Yuli Zhang, Mengjun Meng, Zeyang Xiang, Guochun |
author_sort | Zuo, Chao |
collection | PubMed |
description | Population movements had a significant impact on the spread of COVID-19, and vaccination is considered the most effective means for humans to face viral infections. This study identifies the optimal control strategy for COVID-19 prevention and control, and explores the impact of short-term and long-term migration on the optimal proportion of vaccine allocation between two regions. We proposed to establish the SIR (Susceptible-Infectious-Recovered) model and determine the stability by calculating the disease free equilibrium and Jacobi matrix of the model. We then established the vaccine optimization model, solved the optimal vaccine distribution strategy by gradient descent method and explored the impact of short-term and long-term migration on the optimal vaccine allocation ratio. The stability analysis revealed that the virus could not be eliminated only by reducing the migration rates and infection rates. we introduced the vaccine methods and obtained the optimal vaccine allocation ratio in Shenzhen and Hong Kong as [Image: see text] , and the daily vaccination rate we need to impose in each region as [Image: see text] . The presence or absence of short-term migration had no greater impact on the distribution of the vaccine, whereas [Image: see text] with long-term migration had a greater effect than no migration. We found that migration rates could not eliminate the outbreak in both regions and that adopting an effective vaccine distribution strategy could be more effective in eliminating the outbreak. And for different allocation scenarios with limited vaccine supply, we obtained the optimal allocation most favorable to control the epidemic. |
format | Online Article Text |
id | pubmed-10332196 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Taylor & Francis |
record_format | MEDLINE/PubMed |
spelling | pubmed-103321962023-07-11 Optimal vaccination strategies for COVID-19 in population migration between two regions scenario Zuo, Chao Ling, Yuting Guo, Yuli Zhang, Mengjun Meng, Zeyang Xiang, Guochun Hum Vaccin Immunother Coronavirus Population movements had a significant impact on the spread of COVID-19, and vaccination is considered the most effective means for humans to face viral infections. This study identifies the optimal control strategy for COVID-19 prevention and control, and explores the impact of short-term and long-term migration on the optimal proportion of vaccine allocation between two regions. We proposed to establish the SIR (Susceptible-Infectious-Recovered) model and determine the stability by calculating the disease free equilibrium and Jacobi matrix of the model. We then established the vaccine optimization model, solved the optimal vaccine distribution strategy by gradient descent method and explored the impact of short-term and long-term migration on the optimal vaccine allocation ratio. The stability analysis revealed that the virus could not be eliminated only by reducing the migration rates and infection rates. we introduced the vaccine methods and obtained the optimal vaccine allocation ratio in Shenzhen and Hong Kong as [Image: see text] , and the daily vaccination rate we need to impose in each region as [Image: see text] . The presence or absence of short-term migration had no greater impact on the distribution of the vaccine, whereas [Image: see text] with long-term migration had a greater effect than no migration. We found that migration rates could not eliminate the outbreak in both regions and that adopting an effective vaccine distribution strategy could be more effective in eliminating the outbreak. And for different allocation scenarios with limited vaccine supply, we obtained the optimal allocation most favorable to control the epidemic. Taylor & Francis 2023-06-23 /pmc/articles/PMC10332196/ /pubmed/37350470 http://dx.doi.org/10.1080/21645515.2023.2223108 Text en © 2023 The Author(s). Published with license by Taylor & Francis Group, LLC. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives License (http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) ), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited, and is not altered, transformed, or built upon in any way. The terms on which this article has been published allow the posting of the Accepted Manuscript in a repository by the author(s) or with their consent. |
spellingShingle | Coronavirus Zuo, Chao Ling, Yuting Guo, Yuli Zhang, Mengjun Meng, Zeyang Xiang, Guochun Optimal vaccination strategies for COVID-19 in population migration between two regions scenario |
title | Optimal vaccination strategies for COVID-19 in population migration between two regions scenario |
title_full | Optimal vaccination strategies for COVID-19 in population migration between two regions scenario |
title_fullStr | Optimal vaccination strategies for COVID-19 in population migration between two regions scenario |
title_full_unstemmed | Optimal vaccination strategies for COVID-19 in population migration between two regions scenario |
title_short | Optimal vaccination strategies for COVID-19 in population migration between two regions scenario |
title_sort | optimal vaccination strategies for covid-19 in population migration between two regions scenario |
topic | Coronavirus |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10332196/ https://www.ncbi.nlm.nih.gov/pubmed/37350470 http://dx.doi.org/10.1080/21645515.2023.2223108 |
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