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COVID-19 waves: variant dynamics and control
1Department of Electrical and Computer Engineering, University of Connecticut, Storrs, CT, 06269, USA. abhishek.dutta@uconn.edu.
Insights
COVID-19 variant waves undermine public health efforts. Mathematical modeling reveals the unvaccinated fueled the Delta variant surge, but planned vaccination strategies can effectively control infections.
Area of Science:
- Epidemiology
- Mathematical Modeling
- Public Health Interventions
Background:
- COVID-19 variants continue to drive infection waves, challenging existing control measures.
- Previous interventions like vaccines and restrictions have faced limitations against variant-driven surges.
Purpose of the Study:
- To model and analyze the impact of COVID-19 variants on infection dynamics.
- To identify the primary drivers of the second major novel coronavirus wave in the US.
- To develop and evaluate a feedback control-based vaccination strategy.
Main Methods:
- Utilized a susceptible-infected-quarantined-recovered-vaccinated-deceased (SIQRVD) coupled dynamics model.
- Incorporated vaccination, quarantine, and restriction policies as modulating factors.
- Derived a feedback control strategy for planned vaccination.
Main Results:
- The model demonstrated that the Delta variant drove the second major COVID-19 wave in the US.
- The unvaccinated population was identified as the main driver of the rapid surge in infectious cases.
- The proposed vaccination strategy effectively suppressed the surge in infections.
Conclusions:
- Variant-driven COVID-19 waves necessitate adaptive control strategies.
- Targeting vaccination efforts towards the unvaccinated is crucial for mitigating surges.
- Feedback control offers a promising approach for optimizing vaccination strategies to control infectious disease outbreaks.
Abstract:
The waves of COVID-19 infections driven by its variants continue to nullify the success we achieved through efficacious vaccines, social restrictions, testing and quarantine policies. This paper models the two major variants-driven waves by two sets of susceptible-infected-quarantined-recovered-vaccinated-deceased coupled dynamics that are modulated by the three main interventions: vaccination, quarantine and restrictions. This [Formula: see text] system is used to demonstrate that the second major novel coronavirus wave in the US is caused by the delta variant and the corresponding rapid surge in infectious cases is driven by the unvaccinated pool of the populace. Next, a feedback control based planned vaccination strategy is derived and is shown to be able to suppress the surge in infections effectively.
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