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Control, bi-stability, and preference for chaos in time-dependent vaccination campaign
Enrique C Gabrick1,2,3, Eduardo L Brugnago4, Ana L R de Moraes5
1Potsdam Institute for Climate Impact Research, Telegrafenberg A31, 14473 Potsdam, Germany.
Chaos (Woodbury, N.Y.)
|September 17, 2024
Summary
This study explores constant and time-dependent vaccination in SEIRS models. Complex chaotic structures can emerge, and time-dependent vaccines can control epidemic dynamics by altering attractors.
Area of Science:
- Epidemiology
- Mathematical Biology
- Dynamical Systems
Background:
- The Susceptible-Exposed-Infected-Recovered-Susceptible (SEIRS) model is crucial for understanding infectious disease dynamics.
- Vaccination strategies significantly impact disease transmission and population health.
- Investigating complex dynamics, including chaos, is essential for robust epidemiological modeling.
Purpose of the Study:
- To analyze the impact of constant and time-dependent vaccination rates on the SEIRS model.
- To explore the emergence of complex structures and chaotic behavior under different vaccination scenarios.
- To assess the potential of time-dependent vaccination for controlling epidemic dynamics.
Main Methods:
- Utilized the SEIRS epidemiological model.
- Employed Lyapunov exponent calculations to identify chaotic dynamics.
- Introduced time-dependent vaccination via periodic functions with varying amplitude and frequency.
- Analyzed system behavior in bi-stable dynamics with coexisting chaotic and periodic attractors.
Main Results:
- Constant vaccination can lead to complex structures (e.g., shrimps) and does not always suppress chaos, even at high rates (>0.95).
- Linear and non-linear relationships were found between control parameters and constant vaccination for disease-free states.
- Total infected numbers remained consistent regardless of chaotic or periodic dynamics.
- Time-dependent vaccination, depending on its parameters, can control chaos, leading to periodic structures, often via crisis or period-doubling.
- Time-dependent vaccination effectively controlled bi-stable dynamics by suppressing periodic attractors, favoring chaotic ones.
Conclusions:
- Vaccination rates, both constant and time-dependent, profoundly influence SEIRS model dynamics, including the emergence of chaos.
- Time-dependent vaccination offers a promising strategy for controlling epidemic spread, particularly in bi-stable scenarios, by manipulating attractor landscapes.
- Chaotic attractors may possess more favorable characteristics for epidemic control in certain bi-stable states compared to periodic ones.
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