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Modeling and optimal control of mutated COVID-19 (Delta strain) with imperfect vaccination
As people around the world work to stop the COVID-19 pandemic, mutated COVID-19 (Delta strain) that are more contagious are emerging in many places. How to develop effective and reasonable plans to prevent the spread of mutated COVID-19 is an important issue. In order to simulate the transmission of...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier Ltd.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8801310/ https://www.ncbi.nlm.nih.gov/pubmed/35125677 http://dx.doi.org/10.1016/j.chaos.2022.111825 |
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author | Li, Tingting Guo, Youming |
author_facet | Li, Tingting Guo, Youming |
author_sort | Li, Tingting |
collection | PubMed |
description | As people around the world work to stop the COVID-19 pandemic, mutated COVID-19 (Delta strain) that are more contagious are emerging in many places. How to develop effective and reasonable plans to prevent the spread of mutated COVID-19 is an important issue. In order to simulate the transmission of mutated COVID-19 (Delta strain) in China with a certain proportion of vaccination, we selected the epidemic situation in Jiangsu Province as a case study. To solve this problem, we develop a novel epidemic model with a vaccinated population. The basic properties of the model is analyzed, and the expression of the basic reproduction number [Formula: see text] is obtained. We collect data on the Delta strain epidemic in Jiangsu Province, China from July 20, to August 5, 2021. The weighted nonlinear least square estimation method is used to fit the daily asymptomatic infected people, common infected people and severe infected people. The estimated parameter values are obtained, the approximate values of the basic reproduction number are calculated [Formula: see text]. Through the global sensitivity analysis, we identify some parameters that have a greater impact on the prevalence of the disease. Finally, according to the evaluation results of parameter influence, we consider three control measures (vaccination, isolation and nucleic acid testing) to control the spread of the disease. The results of the study found that the optimal control measure is to dynamically adjust the three control measures to achieve the lowest number of infections at the lowest cost. The research in this paper can not only enrich theoretical research on the transmission of COVID-19, but also provide reliable control suggestions for countries and regions experiencing mutated COVID-19 epidemics. |
format | Online Article Text |
id | pubmed-8801310 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-88013102022-01-31 Modeling and optimal control of mutated COVID-19 (Delta strain) with imperfect vaccination Li, Tingting Guo, Youming Chaos Solitons Fractals Article As people around the world work to stop the COVID-19 pandemic, mutated COVID-19 (Delta strain) that are more contagious are emerging in many places. How to develop effective and reasonable plans to prevent the spread of mutated COVID-19 is an important issue. In order to simulate the transmission of mutated COVID-19 (Delta strain) in China with a certain proportion of vaccination, we selected the epidemic situation in Jiangsu Province as a case study. To solve this problem, we develop a novel epidemic model with a vaccinated population. The basic properties of the model is analyzed, and the expression of the basic reproduction number [Formula: see text] is obtained. We collect data on the Delta strain epidemic in Jiangsu Province, China from July 20, to August 5, 2021. The weighted nonlinear least square estimation method is used to fit the daily asymptomatic infected people, common infected people and severe infected people. The estimated parameter values are obtained, the approximate values of the basic reproduction number are calculated [Formula: see text]. Through the global sensitivity analysis, we identify some parameters that have a greater impact on the prevalence of the disease. Finally, according to the evaluation results of parameter influence, we consider three control measures (vaccination, isolation and nucleic acid testing) to control the spread of the disease. The results of the study found that the optimal control measure is to dynamically adjust the three control measures to achieve the lowest number of infections at the lowest cost. The research in this paper can not only enrich theoretical research on the transmission of COVID-19, but also provide reliable control suggestions for countries and regions experiencing mutated COVID-19 epidemics. Elsevier Ltd. 2022-03 2022-01-31 /pmc/articles/PMC8801310/ /pubmed/35125677 http://dx.doi.org/10.1016/j.chaos.2022.111825 Text en © 2022 Elsevier Ltd. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Li, Tingting Guo, Youming Modeling and optimal control of mutated COVID-19 (Delta strain) with imperfect vaccination |
title | Modeling and optimal control of mutated COVID-19 (Delta strain) with imperfect vaccination |
title_full | Modeling and optimal control of mutated COVID-19 (Delta strain) with imperfect vaccination |
title_fullStr | Modeling and optimal control of mutated COVID-19 (Delta strain) with imperfect vaccination |
title_full_unstemmed | Modeling and optimal control of mutated COVID-19 (Delta strain) with imperfect vaccination |
title_short | Modeling and optimal control of mutated COVID-19 (Delta strain) with imperfect vaccination |
title_sort | modeling and optimal control of mutated covid-19 (delta strain) with imperfect vaccination |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8801310/ https://www.ncbi.nlm.nih.gov/pubmed/35125677 http://dx.doi.org/10.1016/j.chaos.2022.111825 |
work_keys_str_mv | AT litingting modelingandoptimalcontrolofmutatedcovid19deltastrainwithimperfectvaccination AT guoyouming modelingandoptimalcontrolofmutatedcovid19deltastrainwithimperfectvaccination |