Cargando…

N-Step-Ahead Optimal Control of a Compartmental Model of COVID-19

This paper uses a compartmental model that accounts for some of the main features of the COVID-19 pandemic. Assuming a control that represents the aggregated intensity of non pharmaceutical interventions, such as lockdown in varying degrees and the use of masks and social distancing, this text propo...

Descripción completa

Detalles Bibliográficos
Autores principales: Martins, Douglas, Bhaya, Amit, Pazos, Fernando
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10008019/
http://dx.doi.org/10.1007/s40313-023-00993-8
_version_ 1784905663298666496
author Martins, Douglas
Bhaya, Amit
Pazos, Fernando
author_facet Martins, Douglas
Bhaya, Amit
Pazos, Fernando
author_sort Martins, Douglas
collection PubMed
description This paper uses a compartmental model that accounts for some of the main features of the COVID-19 pandemic. Assuming a control that represents the aggregated intensity of non pharmaceutical interventions, such as lockdown in varying degrees and the use of masks and social distancing, this text proposes an N-step-ahead optimal control (NSAOC) method that is easy to calculate and provides a guideline for implementation. The compartmental model is extended to account for vaccination, and the N-step-ahead optimal control is calculated for this case as well. The proposed control is robust to parameter variation in all model parameters, when they are assumed to be normally distributed about nominal values. In addition, the proposed NSAOC is shown to compare favorably with a recently proposed PID-like controller.
format Online
Article
Text
id pubmed-10008019
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Springer US
record_format MEDLINE/PubMed
spelling pubmed-100080192023-03-13 N-Step-Ahead Optimal Control of a Compartmental Model of COVID-19 Martins, Douglas Bhaya, Amit Pazos, Fernando J Control Autom Electr Syst Article This paper uses a compartmental model that accounts for some of the main features of the COVID-19 pandemic. Assuming a control that represents the aggregated intensity of non pharmaceutical interventions, such as lockdown in varying degrees and the use of masks and social distancing, this text proposes an N-step-ahead optimal control (NSAOC) method that is easy to calculate and provides a guideline for implementation. The compartmental model is extended to account for vaccination, and the N-step-ahead optimal control is calculated for this case as well. The proposed control is robust to parameter variation in all model parameters, when they are assumed to be normally distributed about nominal values. In addition, the proposed NSAOC is shown to compare favorably with a recently proposed PID-like controller. Springer US 2023-03-11 2023 /pmc/articles/PMC10008019/ http://dx.doi.org/10.1007/s40313-023-00993-8 Text en © Brazilian Society for Automatics--SBA 2023, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Martins, Douglas
Bhaya, Amit
Pazos, Fernando
N-Step-Ahead Optimal Control of a Compartmental Model of COVID-19
title N-Step-Ahead Optimal Control of a Compartmental Model of COVID-19
title_full N-Step-Ahead Optimal Control of a Compartmental Model of COVID-19
title_fullStr N-Step-Ahead Optimal Control of a Compartmental Model of COVID-19
title_full_unstemmed N-Step-Ahead Optimal Control of a Compartmental Model of COVID-19
title_short N-Step-Ahead Optimal Control of a Compartmental Model of COVID-19
title_sort n-step-ahead optimal control of a compartmental model of covid-19
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10008019/
http://dx.doi.org/10.1007/s40313-023-00993-8
work_keys_str_mv AT martinsdouglas nstepaheadoptimalcontrolofacompartmentalmodelofcovid19
AT bhayaamit nstepaheadoptimalcontrolofacompartmentalmodelofcovid19
AT pazosfernando nstepaheadoptimalcontrolofacompartmentalmodelofcovid19