Cargando…
Estimation and optimal control of the multiscale dynamics of Covid-19: a case study from Cameroon
This work aims at a better understanding and the optimal control of the spread of the new severe acute respiratory corona virus 2 (SARS-CoV-2). A multi-scale model giving insights on the virus population dynamics, the transmission process and the infection mechanism is proposed first. Indeed, there...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8528969/ https://www.ncbi.nlm.nih.gov/pubmed/34697521 http://dx.doi.org/10.1007/s11071-021-06920-3 |
_version_ | 1784586363047247872 |
---|---|
author | Fotsa-Mbogne, David Jaurès Tchoumi, Stéphane Yanick Kouakep-Tchaptchie, Yannick Kamla, Vivient Corneille Kamgang, Jean-Claude Houpa-Danga, Duplex Elvis Bowong-Tsakou, Samuel Bekolle, David |
author_facet | Fotsa-Mbogne, David Jaurès Tchoumi, Stéphane Yanick Kouakep-Tchaptchie, Yannick Kamla, Vivient Corneille Kamgang, Jean-Claude Houpa-Danga, Duplex Elvis Bowong-Tsakou, Samuel Bekolle, David |
author_sort | Fotsa-Mbogne, David Jaurès |
collection | PubMed |
description | This work aims at a better understanding and the optimal control of the spread of the new severe acute respiratory corona virus 2 (SARS-CoV-2). A multi-scale model giving insights on the virus population dynamics, the transmission process and the infection mechanism is proposed first. Indeed, there are human to human virus transmission, human to environment virus transmission, environment to human virus transmission and self-infection by susceptible individuals. The global stability of the disease-free equilibrium is shown when a given threshold [Formula: see text] is less or equal to 1 and the basic reproduction number [Formula: see text] is calculated. A convergence index [Formula: see text] is also defined in order to estimate the speed at which the disease extincts and an upper bound to the time of infectious extinction is given. The existence of the endemic equilibrium is conditional and its description is provided. Using Partial Rank Correlation Coefficient with a three levels fractional experimental design, the sensitivity of [Formula: see text] , [Formula: see text] and [Formula: see text] to control parameters is evaluated. Following this study, the most significant parameter is the probability of wearing mask followed by the probability of mobility and the disinfection rate. According to a functional cost taking into account economic impacts of SARS-CoV-2, optimal fighting strategies are determined and discussed. The study is applied to real and available data from Cameroon with a model fitting. After several simulations, social distancing and the disinfection frequency appear as the main elements of the optimal control strategy against SARS-CoV-2. |
format | Online Article Text |
id | pubmed-8528969 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-85289692021-10-21 Estimation and optimal control of the multiscale dynamics of Covid-19: a case study from Cameroon Fotsa-Mbogne, David Jaurès Tchoumi, Stéphane Yanick Kouakep-Tchaptchie, Yannick Kamla, Vivient Corneille Kamgang, Jean-Claude Houpa-Danga, Duplex Elvis Bowong-Tsakou, Samuel Bekolle, David Nonlinear Dyn Original Paper This work aims at a better understanding and the optimal control of the spread of the new severe acute respiratory corona virus 2 (SARS-CoV-2). A multi-scale model giving insights on the virus population dynamics, the transmission process and the infection mechanism is proposed first. Indeed, there are human to human virus transmission, human to environment virus transmission, environment to human virus transmission and self-infection by susceptible individuals. The global stability of the disease-free equilibrium is shown when a given threshold [Formula: see text] is less or equal to 1 and the basic reproduction number [Formula: see text] is calculated. A convergence index [Formula: see text] is also defined in order to estimate the speed at which the disease extincts and an upper bound to the time of infectious extinction is given. The existence of the endemic equilibrium is conditional and its description is provided. Using Partial Rank Correlation Coefficient with a three levels fractional experimental design, the sensitivity of [Formula: see text] , [Formula: see text] and [Formula: see text] to control parameters is evaluated. Following this study, the most significant parameter is the probability of wearing mask followed by the probability of mobility and the disinfection rate. According to a functional cost taking into account economic impacts of SARS-CoV-2, optimal fighting strategies are determined and discussed. The study is applied to real and available data from Cameroon with a model fitting. After several simulations, social distancing and the disinfection frequency appear as the main elements of the optimal control strategy against SARS-CoV-2. Springer Netherlands 2021-10-21 2021 /pmc/articles/PMC8528969/ /pubmed/34697521 http://dx.doi.org/10.1007/s11071-021-06920-3 Text en © The Author(s), under exclusive licence to Springer Nature B.V. 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 | Original Paper Fotsa-Mbogne, David Jaurès Tchoumi, Stéphane Yanick Kouakep-Tchaptchie, Yannick Kamla, Vivient Corneille Kamgang, Jean-Claude Houpa-Danga, Duplex Elvis Bowong-Tsakou, Samuel Bekolle, David Estimation and optimal control of the multiscale dynamics of Covid-19: a case study from Cameroon |
title | Estimation and optimal control of the multiscale dynamics of Covid-19: a case study from Cameroon |
title_full | Estimation and optimal control of the multiscale dynamics of Covid-19: a case study from Cameroon |
title_fullStr | Estimation and optimal control of the multiscale dynamics of Covid-19: a case study from Cameroon |
title_full_unstemmed | Estimation and optimal control of the multiscale dynamics of Covid-19: a case study from Cameroon |
title_short | Estimation and optimal control of the multiscale dynamics of Covid-19: a case study from Cameroon |
title_sort | estimation and optimal control of the multiscale dynamics of covid-19: a case study from cameroon |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8528969/ https://www.ncbi.nlm.nih.gov/pubmed/34697521 http://dx.doi.org/10.1007/s11071-021-06920-3 |
work_keys_str_mv | AT fotsambognedavidjaures estimationandoptimalcontrolofthemultiscaledynamicsofcovid19acasestudyfromcameroon AT tchoumistephaneyanick estimationandoptimalcontrolofthemultiscaledynamicsofcovid19acasestudyfromcameroon AT kouakeptchaptchieyannick estimationandoptimalcontrolofthemultiscaledynamicsofcovid19acasestudyfromcameroon AT kamlavivientcorneille estimationandoptimalcontrolofthemultiscaledynamicsofcovid19acasestudyfromcameroon AT kamgangjeanclaude estimationandoptimalcontrolofthemultiscaledynamicsofcovid19acasestudyfromcameroon AT houpadangaduplexelvis estimationandoptimalcontrolofthemultiscaledynamicsofcovid19acasestudyfromcameroon AT bowongtsakousamuel estimationandoptimalcontrolofthemultiscaledynamicsofcovid19acasestudyfromcameroon AT bekolledavid estimationandoptimalcontrolofthemultiscaledynamicsofcovid19acasestudyfromcameroon |