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Is spread of COVID-19 a chaotic epidemic?

The COVID-19 epidemic challenges humanity in 2020. It has already taken an enormous number of human lives and had a substantial negative economic impact. Traditional compartmental epidemiological models demonstrated limited ability to predict the scale and dynamics of COVID-19 epidemic in different...

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Detalles Bibliográficos
Autores principales: Jones, Andrew, Strigul, Nikolay
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier Ltd. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7574863/
https://www.ncbi.nlm.nih.gov/pubmed/33100605
http://dx.doi.org/10.1016/j.chaos.2020.110376
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author Jones, Andrew
Strigul, Nikolay
author_facet Jones, Andrew
Strigul, Nikolay
author_sort Jones, Andrew
collection PubMed
description The COVID-19 epidemic challenges humanity in 2020. It has already taken an enormous number of human lives and had a substantial negative economic impact. Traditional compartmental epidemiological models demonstrated limited ability to predict the scale and dynamics of COVID-19 epidemic in different countries. In order to gain a deeper understanding of its behavior, we turn to chaotic dynamics, which proved fruitful in analyzing previous diseases such as measles. We hypothesize that the unpredictability of the pandemic could be a fundamental property if the disease spread is a chaotic dynamical system. Our mathematical examination of COVID-19 epidemic data in different countries reveals similarity of this dynamic to the chaotic behavior of many dynamics systems, such as logistic maps. We conclude that the data does suggest that the COVID-19 epidemic demonstrates chaotic behavior, which should be taken into account by public policy makers. Furthermore, the scale and behavior of the epidemic may be essentially unpredictable due to the properties of chaotic systems, rather than due to the limited data available for model parameterization.
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spelling pubmed-75748632020-10-21 Is spread of COVID-19 a chaotic epidemic? Jones, Andrew Strigul, Nikolay Chaos Solitons Fractals Article The COVID-19 epidemic challenges humanity in 2020. It has already taken an enormous number of human lives and had a substantial negative economic impact. Traditional compartmental epidemiological models demonstrated limited ability to predict the scale and dynamics of COVID-19 epidemic in different countries. In order to gain a deeper understanding of its behavior, we turn to chaotic dynamics, which proved fruitful in analyzing previous diseases such as measles. We hypothesize that the unpredictability of the pandemic could be a fundamental property if the disease spread is a chaotic dynamical system. Our mathematical examination of COVID-19 epidemic data in different countries reveals similarity of this dynamic to the chaotic behavior of many dynamics systems, such as logistic maps. We conclude that the data does suggest that the COVID-19 epidemic demonstrates chaotic behavior, which should be taken into account by public policy makers. Furthermore, the scale and behavior of the epidemic may be essentially unpredictable due to the properties of chaotic systems, rather than due to the limited data available for model parameterization. Elsevier Ltd. 2021-01 2020-10-20 /pmc/articles/PMC7574863/ /pubmed/33100605 http://dx.doi.org/10.1016/j.chaos.2020.110376 Text en © 2020 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
Jones, Andrew
Strigul, Nikolay
Is spread of COVID-19 a chaotic epidemic?
title Is spread of COVID-19 a chaotic epidemic?
title_full Is spread of COVID-19 a chaotic epidemic?
title_fullStr Is spread of COVID-19 a chaotic epidemic?
title_full_unstemmed Is spread of COVID-19 a chaotic epidemic?
title_short Is spread of COVID-19 a chaotic epidemic?
title_sort is spread of covid-19 a chaotic epidemic?
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7574863/
https://www.ncbi.nlm.nih.gov/pubmed/33100605
http://dx.doi.org/10.1016/j.chaos.2020.110376
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