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Stochastic modeling, analysis, and simulation of the COVID-19 pandemic with explicit behavioral changes in Bogotá: A case study
In this paper, a stochastic epidemiological model is presented as an extension of a compartmental SEIR model with random perturbations to analyze the dynamics of the COVID-19 pandemic in the city of Bogotá D.C., Colombia. This model incorporates the spread of COVID-19 impacted by social behaviors in...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
KeAi Publishing
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8718868/ https://www.ncbi.nlm.nih.gov/pubmed/35005324 http://dx.doi.org/10.1016/j.idm.2021.12.008 |
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author | Niño-Torres, David Ríos-Gutiérrez, Andrés Arunachalam, Viswanathan Ohajunwa, Comfort Seshaiyer, Padmanabhan |
author_facet | Niño-Torres, David Ríos-Gutiérrez, Andrés Arunachalam, Viswanathan Ohajunwa, Comfort Seshaiyer, Padmanabhan |
author_sort | Niño-Torres, David |
collection | PubMed |
description | In this paper, a stochastic epidemiological model is presented as an extension of a compartmental SEIR model with random perturbations to analyze the dynamics of the COVID-19 pandemic in the city of Bogotá D.C., Colombia. This model incorporates the spread of COVID-19 impacted by social behaviors in the population and allows for projecting the number of infected, recovered, and deceased individuals considering the mitigation measures, namely confinement and partial relaxed restrictions. Also, the role of randomness using the concept of Brownian motion is emphasized to explain the behavior of the population. Computational experiments for the stochastic model with random perturbations were performed, and the model is validated through numerical simulations for actual data from Bogotá D.C. |
format | Online Article Text |
id | pubmed-8718868 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | KeAi Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-87188682022-01-03 Stochastic modeling, analysis, and simulation of the COVID-19 pandemic with explicit behavioral changes in Bogotá: A case study Niño-Torres, David Ríos-Gutiérrez, Andrés Arunachalam, Viswanathan Ohajunwa, Comfort Seshaiyer, Padmanabhan Infect Dis Model Original Research Article In this paper, a stochastic epidemiological model is presented as an extension of a compartmental SEIR model with random perturbations to analyze the dynamics of the COVID-19 pandemic in the city of Bogotá D.C., Colombia. This model incorporates the spread of COVID-19 impacted by social behaviors in the population and allows for projecting the number of infected, recovered, and deceased individuals considering the mitigation measures, namely confinement and partial relaxed restrictions. Also, the role of randomness using the concept of Brownian motion is emphasized to explain the behavior of the population. Computational experiments for the stochastic model with random perturbations were performed, and the model is validated through numerical simulations for actual data from Bogotá D.C. KeAi Publishing 2021-12-31 /pmc/articles/PMC8718868/ /pubmed/35005324 http://dx.doi.org/10.1016/j.idm.2021.12.008 Text en © 2021 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Original Research Article Niño-Torres, David Ríos-Gutiérrez, Andrés Arunachalam, Viswanathan Ohajunwa, Comfort Seshaiyer, Padmanabhan Stochastic modeling, analysis, and simulation of the COVID-19 pandemic with explicit behavioral changes in Bogotá: A case study |
title | Stochastic modeling, analysis, and simulation of the COVID-19 pandemic with explicit behavioral changes in Bogotá: A case study |
title_full | Stochastic modeling, analysis, and simulation of the COVID-19 pandemic with explicit behavioral changes in Bogotá: A case study |
title_fullStr | Stochastic modeling, analysis, and simulation of the COVID-19 pandemic with explicit behavioral changes in Bogotá: A case study |
title_full_unstemmed | Stochastic modeling, analysis, and simulation of the COVID-19 pandemic with explicit behavioral changes in Bogotá: A case study |
title_short | Stochastic modeling, analysis, and simulation of the COVID-19 pandemic with explicit behavioral changes in Bogotá: A case study |
title_sort | stochastic modeling, analysis, and simulation of the covid-19 pandemic with explicit behavioral changes in bogotá: a case study |
topic | Original Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8718868/ https://www.ncbi.nlm.nih.gov/pubmed/35005324 http://dx.doi.org/10.1016/j.idm.2021.12.008 |
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