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Model predictive control for optimal social distancing in a type SIR-switched model.
J E Sereno1, A D'Jorge1, A Ferramosca2
1Institute of Technological Development for the Chemical Industry (INTEC), CONICET-Universidad Nacional del Litoral (UNL), Güemes 3450, Santa Fe (3000), Argentina.
This study introduces a new control theory approach for managing COVID-19 social distancing. The proposed model optimizes non-pharmaceutical interventions to reduce epidemic size and duration while respecting healthcare capacity.
Area of Science:
- Epidemiology
- Control Theory
- Mathematical Modeling
Background:
- Social distancing measures are crucial for managing COVID-19 pandemics.
- Continued epidemic waves hinder the full return of economic and social activities.
- Existing models require dynamic characterization for effective intervention.
Purpose of the Study:
- To analyze SIR-type models under control actions, particularly for second waves.
- To develop an optimized non-pharmaceutical intervention strategy using control theory.
- To balance epidemic control with socio-economic recovery and healthcare system capacity.
Main Methods:
- Utilizing SIR-type epidemiological models.
- Applying control theory for dynamic characterization of interventions.
- Implementing a switching non-linear model predictive control strategy.
Main Results:
- The proposed control strategy effectively minimizes the final epidemic size.
- It also reduces the duration of social restrictions.
- The model ensures infected prevalence does not exceed healthcare system capacity.
Conclusions:
- A novel switching non-linear model predictive control offers an optimized approach to managing COVID-19.
- This strategy balances epidemic containment with socio-economic considerations.
- The findings support dynamic and adaptive non-pharmaceutical interventions.
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