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A random-walk-based epidemiological model

Random walkers on a two-dimensional square lattice are used to explore the spatio-temporal growth of an epidemic. We have found that a simple random-walk system generates non-trivial dynamics compared with traditional well-mixed models. Phase diagrams characterizing the long-term behaviors of the ep...

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Autores principales: Chu, Andrew, Huber, Greg, McGeever, Aaron, Veytsman, Boris, Yllanes, David
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8481482/
https://www.ncbi.nlm.nih.gov/pubmed/34588487
http://dx.doi.org/10.1038/s41598-021-98211-5
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author Chu, Andrew
Huber, Greg
McGeever, Aaron
Veytsman, Boris
Yllanes, David
author_facet Chu, Andrew
Huber, Greg
McGeever, Aaron
Veytsman, Boris
Yllanes, David
author_sort Chu, Andrew
collection PubMed
description Random walkers on a two-dimensional square lattice are used to explore the spatio-temporal growth of an epidemic. We have found that a simple random-walk system generates non-trivial dynamics compared with traditional well-mixed models. Phase diagrams characterizing the long-term behaviors of the epidemics are calculated numerically. The functional dependence of the basic reproductive number [Formula: see text] on the model’s defining parameters reveals the role of spatial fluctuations and leads to a novel expression for [Formula: see text] . Special attention is given to simulations of inter-regional transmission of the contagion. The scaling of the epidemic with respect to space and time scales is studied in detail in the critical region, which is shown to be compatible with the directed-percolation universality class.
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spelling pubmed-84814822021-10-01 A random-walk-based epidemiological model Chu, Andrew Huber, Greg McGeever, Aaron Veytsman, Boris Yllanes, David Sci Rep Article Random walkers on a two-dimensional square lattice are used to explore the spatio-temporal growth of an epidemic. We have found that a simple random-walk system generates non-trivial dynamics compared with traditional well-mixed models. Phase diagrams characterizing the long-term behaviors of the epidemics are calculated numerically. The functional dependence of the basic reproductive number [Formula: see text] on the model’s defining parameters reveals the role of spatial fluctuations and leads to a novel expression for [Formula: see text] . Special attention is given to simulations of inter-regional transmission of the contagion. The scaling of the epidemic with respect to space and time scales is studied in detail in the critical region, which is shown to be compatible with the directed-percolation universality class. Nature Publishing Group UK 2021-09-29 /pmc/articles/PMC8481482/ /pubmed/34588487 http://dx.doi.org/10.1038/s41598-021-98211-5 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Chu, Andrew
Huber, Greg
McGeever, Aaron
Veytsman, Boris
Yllanes, David
A random-walk-based epidemiological model
title A random-walk-based epidemiological model
title_full A random-walk-based epidemiological model
title_fullStr A random-walk-based epidemiological model
title_full_unstemmed A random-walk-based epidemiological model
title_short A random-walk-based epidemiological model
title_sort random-walk-based epidemiological model
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8481482/
https://www.ncbi.nlm.nih.gov/pubmed/34588487
http://dx.doi.org/10.1038/s41598-021-98211-5
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