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Beyond just “flattening the curve”: Optimal control of epidemics with purely non-pharmaceutical interventions

Markus Kantner, +1 more
- 18 Aug 2020 - 
- Vol. 10, Iss: 1, pp 23-23
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TLDR
In this paper, an extended SEIR (susceptible-exposed-infectious-recovered) model and continuous-time optimal control theory are used to compute the optimal non-pharmaceutical intervention strategy for the case that a vaccine is never found and complete containment (eradication of the epidemic) is impossible.
Abstract
When effective medical treatment and vaccination are not available, non-pharmaceutical interventions such as social distancing, home quarantine and far-reaching shutdown of public life are the only available strategies to prevent the spread of epidemics. Based on an extended SEIR (susceptible-exposed-infectious-recovered) model and continuous-time optimal control theory, we compute the optimal non-pharmaceutical intervention strategy for the case that a vaccine is never found and complete containment (eradication of the epidemic) is impossible. In this case, the optimal control must meet competing requirements: First, the minimization of disease-related deaths, and, second, the establishment of a sufficient degree of natural immunity at the end of the measures, in order to exclude a second wave. Moreover, the socio-economic costs of the intervention shall be kept at a minimum. The numerically computed optimal control strategy is a single-intervention scenario that goes beyond heuristically motivated interventions and simple “flattening of the curve”. Careful analysis of the computed control strategy reveals, however, that the obtained solution is in fact a tightrope walk close to the stability boundary of the system, where socio-economic costs and the risk of a new outbreak must be constantly balanced against one another. The model system is calibrated to reproduce the initial exponential growth phase of the COVID-19 pandemic in Germany.

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Journal ArticleDOI

Non-pharmaceutical interventions during the COVID-19 pandemic: A review.

TL;DR: A review of the literature written on the subject of non-pharmaceutical interventions during the COVID-19 pandemic can be found in this paper, where the authors classified the sample into seven main categories: epidemic models, surveys, comments/perspectives, papers aiming to quantify the effects of NPIs, reviews, articles using data proxies to measure NPIs and publicly available datasets describing NPIs.
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Non-pharmaceutical interventions during the COVID-19 pandemic: a rapid review

TL;DR: The vast literature written on the subject of NPIs during the COVID-19 pandemic is reviewed and the methodology, data used, findings of the articles in each category, and an outlook highlighting future challenges as well as opportunities are summarized.
Journal ArticleDOI

Robust and optimal predictive control of the COVID-19 outbreak.

TL;DR: In this article, the authors investigate adaptive strategies to robustly and optimally control the COVID-19 pandemic via social distancing measures based on the example of Germany and propose a robust MPC-based feedback policy using interval arithmetic.
Journal ArticleDOI

Robust and optimal predictive control of the COVID-19 outbreak

TL;DR: The theoretical findings support various recent studies by showing that adaptive feedback strategies are required to reliably contain the COVID-19 outbreak, and well-designed policies can significantly reduce the number of fatalities compared to simpler policies while keeping the amount of social distancing measures on the same level.
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Effects of information-induced behavioural changes during the COVID-19 lockdowns: the case of Italy

TL;DR: It is estimated that citizen compliance with mitigation measures played a decisive role in curbing the epidemic curve by preventing a duplication of deaths and about 46% more infections.
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