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COVID-19 multiwaves as multiphase percolation: a general N-sigmoidal equation to model the spread
ABSTRACT: The aim of the current study is to investigate the spread of the COVID-19 pandemic as a multiphase percolation process. Mathematical equations have been developed to describe the time dependence of the number of cumulative infected individuals, [Formula: see text] , and the velocity of the...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10165586/ https://www.ncbi.nlm.nih.gov/pubmed/37192840 http://dx.doi.org/10.1140/epjp/s13360-023-04014-0 |
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author | El Aferni, Ahmed Guettari, Moez Hamdouni, Abdelkader |
author_facet | El Aferni, Ahmed Guettari, Moez Hamdouni, Abdelkader |
author_sort | El Aferni, Ahmed |
collection | PubMed |
description | ABSTRACT: The aim of the current study is to investigate the spread of the COVID-19 pandemic as a multiphase percolation process. Mathematical equations have been developed to describe the time dependence of the number of cumulative infected individuals, [Formula: see text] , and the velocity of the pandemic, [Formula: see text] , as well as to calculate epidemiological characteristics. The study focuses on the use of sigmoidal growth models to investigate multiwave COVID-19. Hill, logistic dose response and sigmoid Boltzmann models fitted successfully a pandemic wave. The sigmoid Boltzmann model and the dose response model were found to be effective in fitting the cumulative number of COVID-19 cases over time 2 waves spread (N = 2). However, for multiwave spread (N > 2), the dose response model was found to be more suitable due to its ability to overcome convergence issues. The spread of N successive waves has also been described as multiphase percolation with a period of pandemic relaxation between two successive waves. GRAPHICAL ABSTRACT: [Image: see text] |
format | Online Article Text |
id | pubmed-10165586 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-101655862023-05-09 COVID-19 multiwaves as multiphase percolation: a general N-sigmoidal equation to model the spread El Aferni, Ahmed Guettari, Moez Hamdouni, Abdelkader Eur Phys J Plus Regular Article ABSTRACT: The aim of the current study is to investigate the spread of the COVID-19 pandemic as a multiphase percolation process. Mathematical equations have been developed to describe the time dependence of the number of cumulative infected individuals, [Formula: see text] , and the velocity of the pandemic, [Formula: see text] , as well as to calculate epidemiological characteristics. The study focuses on the use of sigmoidal growth models to investigate multiwave COVID-19. Hill, logistic dose response and sigmoid Boltzmann models fitted successfully a pandemic wave. The sigmoid Boltzmann model and the dose response model were found to be effective in fitting the cumulative number of COVID-19 cases over time 2 waves spread (N = 2). However, for multiwave spread (N > 2), the dose response model was found to be more suitable due to its ability to overcome convergence issues. The spread of N successive waves has also been described as multiphase percolation with a period of pandemic relaxation between two successive waves. GRAPHICAL ABSTRACT: [Image: see text] Springer Berlin Heidelberg 2023-05-08 2023 /pmc/articles/PMC10165586/ /pubmed/37192840 http://dx.doi.org/10.1140/epjp/s13360-023-04014-0 Text en © The Author(s), under exclusive licence to Società Italiana di Fisica and Springer-Verlag GmbH Germany, part of Springer Nature 2023, Springer Nature or its licensor (e.g. a society or other partner) 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 | Regular Article El Aferni, Ahmed Guettari, Moez Hamdouni, Abdelkader COVID-19 multiwaves as multiphase percolation: a general N-sigmoidal equation to model the spread |
title | COVID-19 multiwaves as multiphase percolation: a general N-sigmoidal equation to model the spread |
title_full | COVID-19 multiwaves as multiphase percolation: a general N-sigmoidal equation to model the spread |
title_fullStr | COVID-19 multiwaves as multiphase percolation: a general N-sigmoidal equation to model the spread |
title_full_unstemmed | COVID-19 multiwaves as multiphase percolation: a general N-sigmoidal equation to model the spread |
title_short | COVID-19 multiwaves as multiphase percolation: a general N-sigmoidal equation to model the spread |
title_sort | covid-19 multiwaves as multiphase percolation: a general n-sigmoidal equation to model the spread |
topic | Regular Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10165586/ https://www.ncbi.nlm.nih.gov/pubmed/37192840 http://dx.doi.org/10.1140/epjp/s13360-023-04014-0 |
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