Cargando…
A simple but complex enough [Formula: see text]-SIR type model to be used with COVID-19 real data. Application to the case of Italy
Since the start of the COVID-19 pandemic in China many models have appeared in the literature, trying to simulate its dynamics. Focusing on modeling the biological and sociological mechanisms which influence the disease spread, the basic reference example is the SIR model. However, it is too simple...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier B.V.
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7775262/ https://www.ncbi.nlm.nih.gov/pubmed/33424064 http://dx.doi.org/10.1016/j.physd.2020.132839 |
_version_ | 1783630441588195328 |
---|---|
author | Ramos, A.M. Ferrández, M.R. Vela-Pérez, M. Kubik, A.B. Ivorra, B. |
author_facet | Ramos, A.M. Ferrández, M.R. Vela-Pérez, M. Kubik, A.B. Ivorra, B. |
author_sort | Ramos, A.M. |
collection | PubMed |
description | Since the start of the COVID-19 pandemic in China many models have appeared in the literature, trying to simulate its dynamics. Focusing on modeling the biological and sociological mechanisms which influence the disease spread, the basic reference example is the SIR model. However, it is too simple to be able to model those mechanisms (including the three main types of control measures: social distancing, contact tracing and health system measures) to fit real data and to simulate possible future scenarios. A question, then, arises: how much and how do we need to complexify a SIR model? We develop a [Formula: see text]-SEIHQRD model, which may be the simplest one satisfying the mentioned requirements for arbitrary territories and can be simplified in particular cases. We show its very good performance in the Italian case and study different future scenarios. |
format | Online Article Text |
id | pubmed-7775262 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier B.V. |
record_format | MEDLINE/PubMed |
spelling | pubmed-77752622021-01-04 A simple but complex enough [Formula: see text]-SIR type model to be used with COVID-19 real data. Application to the case of Italy Ramos, A.M. Ferrández, M.R. Vela-Pérez, M. Kubik, A.B. Ivorra, B. Physica D Article Since the start of the COVID-19 pandemic in China many models have appeared in the literature, trying to simulate its dynamics. Focusing on modeling the biological and sociological mechanisms which influence the disease spread, the basic reference example is the SIR model. However, it is too simple to be able to model those mechanisms (including the three main types of control measures: social distancing, contact tracing and health system measures) to fit real data and to simulate possible future scenarios. A question, then, arises: how much and how do we need to complexify a SIR model? We develop a [Formula: see text]-SEIHQRD model, which may be the simplest one satisfying the mentioned requirements for arbitrary territories and can be simplified in particular cases. We show its very good performance in the Italian case and study different future scenarios. Elsevier B.V. 2021-07 2021-01-01 /pmc/articles/PMC7775262/ /pubmed/33424064 http://dx.doi.org/10.1016/j.physd.2020.132839 Text en © 2020 Elsevier B.V. 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 Ramos, A.M. Ferrández, M.R. Vela-Pérez, M. Kubik, A.B. Ivorra, B. A simple but complex enough [Formula: see text]-SIR type model to be used with COVID-19 real data. Application to the case of Italy |
title | A simple but complex enough [Formula: see text]-SIR type model to be used with COVID-19 real data. Application to the case of Italy |
title_full | A simple but complex enough [Formula: see text]-SIR type model to be used with COVID-19 real data. Application to the case of Italy |
title_fullStr | A simple but complex enough [Formula: see text]-SIR type model to be used with COVID-19 real data. Application to the case of Italy |
title_full_unstemmed | A simple but complex enough [Formula: see text]-SIR type model to be used with COVID-19 real data. Application to the case of Italy |
title_short | A simple but complex enough [Formula: see text]-SIR type model to be used with COVID-19 real data. Application to the case of Italy |
title_sort | simple but complex enough [formula: see text]-sir type model to be used with covid-19 real data. application to the case of italy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7775262/ https://www.ncbi.nlm.nih.gov/pubmed/33424064 http://dx.doi.org/10.1016/j.physd.2020.132839 |
work_keys_str_mv | AT ramosam asimplebutcomplexenoughformulaseetextsirtypemodeltobeusedwithcovid19realdataapplicationtothecaseofitaly AT ferrandezmr asimplebutcomplexenoughformulaseetextsirtypemodeltobeusedwithcovid19realdataapplicationtothecaseofitaly AT velaperezm asimplebutcomplexenoughformulaseetextsirtypemodeltobeusedwithcovid19realdataapplicationtothecaseofitaly AT kubikab asimplebutcomplexenoughformulaseetextsirtypemodeltobeusedwithcovid19realdataapplicationtothecaseofitaly AT ivorrab asimplebutcomplexenoughformulaseetextsirtypemodeltobeusedwithcovid19realdataapplicationtothecaseofitaly AT ramosam simplebutcomplexenoughformulaseetextsirtypemodeltobeusedwithcovid19realdataapplicationtothecaseofitaly AT ferrandezmr simplebutcomplexenoughformulaseetextsirtypemodeltobeusedwithcovid19realdataapplicationtothecaseofitaly AT velaperezm simplebutcomplexenoughformulaseetextsirtypemodeltobeusedwithcovid19realdataapplicationtothecaseofitaly AT kubikab simplebutcomplexenoughformulaseetextsirtypemodeltobeusedwithcovid19realdataapplicationtothecaseofitaly AT ivorrab simplebutcomplexenoughformulaseetextsirtypemodeltobeusedwithcovid19realdataapplicationtothecaseofitaly |