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Mathematical model of Boltzmann’s sigmoidal equation applicable to the spreading of the coronavirus (Covid-19) waves

Currently, investigations are intensively conducted on modeling, forecasting, and studying the dynamic spread of coronavirus (Covid-19) new pandemic. In the present work, the sigmoidal-Boltzmann mathematical model was applied to study the Covid-19 spread in 15 different countries. The cumulative num...

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Autores principales: El Aferni, Ahmed, Guettari, Moez, Tajouri, Tahar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7557153/
https://www.ncbi.nlm.nih.gov/pubmed/33058082
http://dx.doi.org/10.1007/s11356-020-11188-y
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author El Aferni, Ahmed
Guettari, Moez
Tajouri, Tahar
author_facet El Aferni, Ahmed
Guettari, Moez
Tajouri, Tahar
author_sort El Aferni, Ahmed
collection PubMed
description Currently, investigations are intensively conducted on modeling, forecasting, and studying the dynamic spread of coronavirus (Covid-19) new pandemic. In the present work, the sigmoidal-Boltzmann mathematical model was applied to study the Covid-19 spread in 15 different countries. The cumulative number of infected persons I has been accurately fitted by the sigmoidal-Boltzmann equation (SBE), giving rise to different epidemiological parameters such as the pandemic peak t(p), the maximum number of infected persons I(max), and the time of the epidemic stabilization t(∞). The time constant relative to the sigmoid Δt (called also the slope factor) was revealed to be the determining parameter which influences all the epidemiological parameters. Empirical laws between the different parameters allowed us to propose a modified sigmoidal-Boltzmann equation describing the spread of the pandemic. The expression of the spread speed V(p) was further determined as a function of the sigmoid parameters. This made it possible to assess the maximum speed of spread of the virus V(pmax) and to trace the speed profile in each country. In addition, for countries undergoing a second pandemic wave, the cumulative number of infected people I has been successfully adjusted by a double sigmoidal-Boltzmann equation (DSBE) allowing the comparison between the two waves. Finally, the comparison between the maximum virus spread of two waves V(p max 1) and V(p max 2) showed that the intensity of the second wave of Covid-19 is low compared to the first for all the countries studied.
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spelling pubmed-75571532020-10-15 Mathematical model of Boltzmann’s sigmoidal equation applicable to the spreading of the coronavirus (Covid-19) waves El Aferni, Ahmed Guettari, Moez Tajouri, Tahar Environ Sci Pollut Res Int Environmental Factors and the Epidemics of COVID-19 Currently, investigations are intensively conducted on modeling, forecasting, and studying the dynamic spread of coronavirus (Covid-19) new pandemic. In the present work, the sigmoidal-Boltzmann mathematical model was applied to study the Covid-19 spread in 15 different countries. The cumulative number of infected persons I has been accurately fitted by the sigmoidal-Boltzmann equation (SBE), giving rise to different epidemiological parameters such as the pandemic peak t(p), the maximum number of infected persons I(max), and the time of the epidemic stabilization t(∞). The time constant relative to the sigmoid Δt (called also the slope factor) was revealed to be the determining parameter which influences all the epidemiological parameters. Empirical laws between the different parameters allowed us to propose a modified sigmoidal-Boltzmann equation describing the spread of the pandemic. The expression of the spread speed V(p) was further determined as a function of the sigmoid parameters. This made it possible to assess the maximum speed of spread of the virus V(pmax) and to trace the speed profile in each country. In addition, for countries undergoing a second pandemic wave, the cumulative number of infected people I has been successfully adjusted by a double sigmoidal-Boltzmann equation (DSBE) allowing the comparison between the two waves. Finally, the comparison between the maximum virus spread of two waves V(p max 1) and V(p max 2) showed that the intensity of the second wave of Covid-19 is low compared to the first for all the countries studied. Springer Berlin Heidelberg 2020-10-15 2021 /pmc/articles/PMC7557153/ /pubmed/33058082 http://dx.doi.org/10.1007/s11356-020-11188-y Text en © Springer-Verlag GmbH Germany, part of Springer Nature 2020 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 Environmental Factors and the Epidemics of COVID-19
El Aferni, Ahmed
Guettari, Moez
Tajouri, Tahar
Mathematical model of Boltzmann’s sigmoidal equation applicable to the spreading of the coronavirus (Covid-19) waves
title Mathematical model of Boltzmann’s sigmoidal equation applicable to the spreading of the coronavirus (Covid-19) waves
title_full Mathematical model of Boltzmann’s sigmoidal equation applicable to the spreading of the coronavirus (Covid-19) waves
title_fullStr Mathematical model of Boltzmann’s sigmoidal equation applicable to the spreading of the coronavirus (Covid-19) waves
title_full_unstemmed Mathematical model of Boltzmann’s sigmoidal equation applicable to the spreading of the coronavirus (Covid-19) waves
title_short Mathematical model of Boltzmann’s sigmoidal equation applicable to the spreading of the coronavirus (Covid-19) waves
title_sort mathematical model of boltzmann’s sigmoidal equation applicable to the spreading of the coronavirus (covid-19) waves
topic Environmental Factors and the Epidemics of COVID-19
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7557153/
https://www.ncbi.nlm.nih.gov/pubmed/33058082
http://dx.doi.org/10.1007/s11356-020-11188-y
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