Molnár, Tamás G. and Singletary, Andrew W. and Orosz, Gábor and Ames, Aaron D. (2021) Safety-Critical Control of Compartmental Epidemiological Models with Measurement Delays. In: 2021 American Control Conference (ACC). IEEE , Piscataway, NJ, pp. 1052-1057. ISBN 978-1-6654-4197-1. https://resolver.caltech.edu/CaltechAUTHORS:20210825-155129665
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Abstract
We introduce a methodology to guarantee safety against the spread of infectious diseases by viewing epidemiological models as control systems and by considering human interventions (such as quarantining or social distancing) as control input. We consider a generalized compartmental model that represents the form of the most popular epidemiological models and we design safety-critical controllers that formally guarantee safe evolution with respect to keeping certain populations of interest under prescribed safe limits. Furthermore, we discuss how measurement delays originated from incubation period and testing delays affect safety and how delays can be compensated via predictor feedback. We demonstrate our results by synthesizing active intervention policies that bound the number of infections, hospitalizations and deaths for epidemiological models capturing the spread of COVID-19 in the USA.
Item Type: | Book Section | ||||||||||
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Additional Information: | © 2021 AACC. The authors would like to thank Franca Hoffmann and Gábor Stépán for the valuable discussions on this topic. This research is supported in part by the National Science Foundation, CPS Award #1932091. | ||||||||||
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DOI: | 10.23919/acc50511.2021.9482737 | ||||||||||
Record Number: | CaltechAUTHORS:20210825-155129665 | ||||||||||
Persistent URL: | https://resolver.caltech.edu/CaltechAUTHORS:20210825-155129665 | ||||||||||
Official Citation: | T. G. Molnár, A. W. Singletary, G. Orosz and A. D. Ames, "Safety-Critical Control of Compartmental Epidemiological Models with Measurement Delays," 2021 American Control Conference (ACC), 2021, pp. 1052-1057, doi: 10.23919/ACC50511.2021.9482737 | ||||||||||
Usage Policy: | No commercial reproduction, distribution, display or performance rights in this work are provided. | ||||||||||
ID Code: | 110420 | ||||||||||
Collection: | CaltechAUTHORS | ||||||||||
Deposited By: | Tony Diaz | ||||||||||
Deposited On: | 25 Aug 2021 16:52 | ||||||||||
Last Modified: | 25 Aug 2021 16:52 |
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