Piecewise-constant optimal control strategies for controlling the outbreak of COVID-19 in the Irish population

We introduce a deterministic SEIR model and fit it to epidemiological data for the COVID-19 outbreak in Ireland. We couple the model to economic considerations — we formulate an optimal control problem in which the cost to the economy of the various non-pharmaceutical interventions is minimized, sub...

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Published inMathematical biosciences Vol. 330; p. 108496
Main Authors Náraigh, Lennon Ó, Byrne, Áine
Format Journal Article
LanguageEnglish
Published United States Elsevier Inc 01.12.2020
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Abstract We introduce a deterministic SEIR model and fit it to epidemiological data for the COVID-19 outbreak in Ireland. We couple the model to economic considerations — we formulate an optimal control problem in which the cost to the economy of the various non-pharmaceutical interventions is minimized, subject to hospital admissions never exceeding a threshold value corresponding to health-service capacity. Within the framework of the model, the optimal strategy of disease control is revealed to be one of disease suppression, rather than disease mitigation. •Presentation of SEIR-type model for COVID-19, model fitted to data for Ireland.•Aim is to find best strategy for non-pharmaceutical interventions (NPIs).•Optimal-control theory is performed on the model; cost function: cost of the NPIs.•State constraint: Hospital admissions remain below a threshold.•Suppression is cheaper than mitigation, over a 1-year time horizon.
AbstractList We introduce a deterministic SEIR model and fit it to epidemiological data for the COVID-19 outbreak in Ireland. We couple the model to economic considerations - we formulate an optimal control problem in which the cost to the economy of the various non-pharmaceutical interventions is minimized, subject to hospital admissions never exceeding a threshold value corresponding to health-service capacity. Within the framework of the model, the optimal strategy of disease control is revealed to be one of disease suppression, rather than disease mitigation.
We introduce a deterministic SEIR model and fit it to epidemiological data for the COVID-19 outbreak in Ireland. We couple the model to economic considerations - we formulate an optimal control problem in which the cost to the economy of the various non-pharmaceutical interventions is minimized, subject to hospital admissions never exceeding a threshold value corresponding to health-service capacity. Within the framework of the model, the optimal strategy of disease control is revealed to be one of disease suppression, rather than disease mitigation.We introduce a deterministic SEIR model and fit it to epidemiological data for the COVID-19 outbreak in Ireland. We couple the model to economic considerations - we formulate an optimal control problem in which the cost to the economy of the various non-pharmaceutical interventions is minimized, subject to hospital admissions never exceeding a threshold value corresponding to health-service capacity. Within the framework of the model, the optimal strategy of disease control is revealed to be one of disease suppression, rather than disease mitigation.
We introduce a deterministic SEIR model and fit it to epidemiological data for the COVID-19 outbreak in Ireland. We couple the model to economic considerations — we formulate an optimal control problem in which the cost to the economy of the various non-pharmaceutical interventions is minimized, subject to hospital admissions never exceeding a threshold value corresponding to health-service capacity. Within the framework of the model, the optimal strategy of disease control is revealed to be one of disease suppression, rather than disease mitigation. •Presentation of SEIR-type model for COVID-19, model fitted to data for Ireland.•Aim is to find best strategy for non-pharmaceutical interventions (NPIs).•Optimal-control theory is performed on the model; cost function: cost of the NPIs.•State constraint: Hospital admissions remain below a threshold.•Suppression is cheaper than mitigation, over a 1-year time horizon.
We introduce a deterministic SEIR model and fit it to epidemiological data for the COVID-19 outbreak in Ireland. We couple the model to economic considerations — we formulate an optimal control problem in which the cost to the economy of the various non-pharmaceutical interventions is minimized, subject to hospital admissions never exceeding a threshold value corresponding to health-service capacity. Within the framework of the model, the optimal strategy of disease control is revealed to be one of disease suppression, rather than disease mitigation. • Presentation of SEIR-type model for COVID-19, model fitted to data for Ireland. • Aim is to find best strategy for non-pharmaceutical interventions (NPIs). • Optimal-control theory is performed on the model; cost function: cost of the NPIs. • State constraint: Hospital admissions remain below a threshold. • Suppression is cheaper than mitigation, over a 1-year time horizon.
ArticleNumber 108496
Author Náraigh, Lennon Ó
Byrne, Áine
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Keywords SEIR model
Optimal control
Simulated annealing
Language English
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Snippet We introduce a deterministic SEIR model and fit it to epidemiological data for the COVID-19 outbreak in Ireland. We couple the model to economic considerations...
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StartPage 108496
SubjectTerms Basic Reproduction Number - statistics & numerical data
Betacoronavirus
Biostatistics
Communicable Disease Control - economics
Communicable Disease Control - methods
Computer Simulation
Coronavirus Infections - economics
Coronavirus Infections - epidemiology
Coronavirus Infections - prevention & control
Coronaviruses
COVID-19
Disease control
Disease Outbreaks - economics
Disease Outbreaks - prevention & control
Disease Outbreaks - statistics & numerical data
Economic models
Epidemiology
Humans
Ireland - epidemiology
Models, Economic
Models, Statistical
Optimal control
Original
Outbreaks
Pandemics - economics
Pandemics - prevention & control
Pneumonia, Viral - economics
Pneumonia, Viral - epidemiology
Pneumonia, Viral - prevention & control
SARS-CoV-2
SEIR model
Simulated annealing
Viral diseases
Title Piecewise-constant optimal control strategies for controlling the outbreak of COVID-19 in the Irish population
URI https://dx.doi.org/10.1016/j.mbs.2020.108496
https://www.ncbi.nlm.nih.gov/pubmed/33075364
https://www.proquest.com/docview/2478821060
https://www.proquest.com/docview/2452496719
https://pubmed.ncbi.nlm.nih.gov/PMC7566875
Volume 330
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