Cargando…
Diffusion–reaction compartmental models formulated in a continuum mechanics framework: application to COVID-19, mathematical analysis, and numerical study
The outbreak of COVID-19 in 2020 has led to a surge in interest in the research of the mathematical modeling of epidemics. Many of the introduced models are so-called compartmental models, in which the total quantities characterizing a certain system may be decomposed into two (or more) species that...
Autores principales: | , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7426072/ https://www.ncbi.nlm.nih.gov/pubmed/32836602 http://dx.doi.org/10.1007/s00466-020-01888-0 |
_version_ | 1783570614867460096 |
---|---|
author | Viguerie, Alex Veneziani, Alessandro Lorenzo, Guillermo Baroli, Davide Aretz-Nellesen, Nicole Patton, Alessia Yankeelov, Thomas E. Reali, Alessandro Hughes, Thomas J. R. Auricchio, Ferdinando |
author_facet | Viguerie, Alex Veneziani, Alessandro Lorenzo, Guillermo Baroli, Davide Aretz-Nellesen, Nicole Patton, Alessia Yankeelov, Thomas E. Reali, Alessandro Hughes, Thomas J. R. Auricchio, Ferdinando |
author_sort | Viguerie, Alex |
collection | PubMed |
description | The outbreak of COVID-19 in 2020 has led to a surge in interest in the research of the mathematical modeling of epidemics. Many of the introduced models are so-called compartmental models, in which the total quantities characterizing a certain system may be decomposed into two (or more) species that are distributed into two (or more) homogeneous units called compartments. We propose herein a formulation of compartmental models based on partial differential equations (PDEs) based on concepts familiar to continuum mechanics, interpreting such models in terms of fundamental equations of balance and compatibility, joined by a constitutive relation. We believe that such an interpretation may be useful to aid understanding and interdisciplinary collaboration. We then proceed to focus on a compartmental PDE model of COVID-19 within the newly-introduced framework, beginning with a detailed derivation and explanation. We then analyze the model mathematically, presenting several results concerning its stability and sensitivity to different parameters. We conclude with a series of numerical simulations to support our findings. |
format | Online Article Text |
id | pubmed-7426072 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-74260722020-08-14 Diffusion–reaction compartmental models formulated in a continuum mechanics framework: application to COVID-19, mathematical analysis, and numerical study Viguerie, Alex Veneziani, Alessandro Lorenzo, Guillermo Baroli, Davide Aretz-Nellesen, Nicole Patton, Alessia Yankeelov, Thomas E. Reali, Alessandro Hughes, Thomas J. R. Auricchio, Ferdinando Comput Mech Original Paper The outbreak of COVID-19 in 2020 has led to a surge in interest in the research of the mathematical modeling of epidemics. Many of the introduced models are so-called compartmental models, in which the total quantities characterizing a certain system may be decomposed into two (or more) species that are distributed into two (or more) homogeneous units called compartments. We propose herein a formulation of compartmental models based on partial differential equations (PDEs) based on concepts familiar to continuum mechanics, interpreting such models in terms of fundamental equations of balance and compatibility, joined by a constitutive relation. We believe that such an interpretation may be useful to aid understanding and interdisciplinary collaboration. We then proceed to focus on a compartmental PDE model of COVID-19 within the newly-introduced framework, beginning with a detailed derivation and explanation. We then analyze the model mathematically, presenting several results concerning its stability and sensitivity to different parameters. We conclude with a series of numerical simulations to support our findings. Springer Berlin Heidelberg 2020-08-13 2020 /pmc/articles/PMC7426072/ /pubmed/32836602 http://dx.doi.org/10.1007/s00466-020-01888-0 Text en © The Author(s) 2020 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 | Original Paper Viguerie, Alex Veneziani, Alessandro Lorenzo, Guillermo Baroli, Davide Aretz-Nellesen, Nicole Patton, Alessia Yankeelov, Thomas E. Reali, Alessandro Hughes, Thomas J. R. Auricchio, Ferdinando Diffusion–reaction compartmental models formulated in a continuum mechanics framework: application to COVID-19, mathematical analysis, and numerical study |
title | Diffusion–reaction compartmental models formulated in a continuum mechanics framework: application to COVID-19, mathematical analysis, and numerical study |
title_full | Diffusion–reaction compartmental models formulated in a continuum mechanics framework: application to COVID-19, mathematical analysis, and numerical study |
title_fullStr | Diffusion–reaction compartmental models formulated in a continuum mechanics framework: application to COVID-19, mathematical analysis, and numerical study |
title_full_unstemmed | Diffusion–reaction compartmental models formulated in a continuum mechanics framework: application to COVID-19, mathematical analysis, and numerical study |
title_short | Diffusion–reaction compartmental models formulated in a continuum mechanics framework: application to COVID-19, mathematical analysis, and numerical study |
title_sort | diffusion–reaction compartmental models formulated in a continuum mechanics framework: application to covid-19, mathematical analysis, and numerical study |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7426072/ https://www.ncbi.nlm.nih.gov/pubmed/32836602 http://dx.doi.org/10.1007/s00466-020-01888-0 |
work_keys_str_mv | AT vigueriealex diffusionreactioncompartmentalmodelsformulatedinacontinuummechanicsframeworkapplicationtocovid19mathematicalanalysisandnumericalstudy AT venezianialessandro diffusionreactioncompartmentalmodelsformulatedinacontinuummechanicsframeworkapplicationtocovid19mathematicalanalysisandnumericalstudy AT lorenzoguillermo diffusionreactioncompartmentalmodelsformulatedinacontinuummechanicsframeworkapplicationtocovid19mathematicalanalysisandnumericalstudy AT barolidavide diffusionreactioncompartmentalmodelsformulatedinacontinuummechanicsframeworkapplicationtocovid19mathematicalanalysisandnumericalstudy AT aretznellesennicole diffusionreactioncompartmentalmodelsformulatedinacontinuummechanicsframeworkapplicationtocovid19mathematicalanalysisandnumericalstudy AT pattonalessia diffusionreactioncompartmentalmodelsformulatedinacontinuummechanicsframeworkapplicationtocovid19mathematicalanalysisandnumericalstudy AT yankeelovthomase diffusionreactioncompartmentalmodelsformulatedinacontinuummechanicsframeworkapplicationtocovid19mathematicalanalysisandnumericalstudy AT realialessandro diffusionreactioncompartmentalmodelsformulatedinacontinuummechanicsframeworkapplicationtocovid19mathematicalanalysisandnumericalstudy AT hughesthomasjr diffusionreactioncompartmentalmodelsformulatedinacontinuummechanicsframeworkapplicationtocovid19mathematicalanalysisandnumericalstudy AT auricchioferdinando diffusionreactioncompartmentalmodelsformulatedinacontinuummechanicsframeworkapplicationtocovid19mathematicalanalysisandnumericalstudy |