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Constrained minimization problems for the reproduction number in meta-population models.
Gayane Poghotanyan1, Zhilan Feng2, John W Glasser3
1Department of Mathematics, Purdue University, West Lafayette, IN, USA.
Heterogeneous mixing significantly increases disease spread, impacting optimal vaccination strategies. This study derives conditions for feasible vaccination solutions in SIR models, providing bounds for effective reproduction numbers.
Area of Science:
- Epidemiology
- Mathematical Biology
- Infectious Disease Modeling
Background:
- Heterogeneous mixing in SIR models can significantly increase the basic reproduction number (R0) compared to homogeneous mixing.
- Previous studies used meta-population models and the gradient of the effective reproduction number (Re) to find optimal vaccination strategies.
- Optimal solutions derived from gradients may not always be feasible due to parameter constraints.
Purpose of the Study:
- To derive the analytic conditions for feasible optimal vaccination strategies in SIR models with heterogeneous mixing.
- To obtain explicit expressions for optimal solutions in multi-population models.
- To establish bounds for optimal solutions under general mixing functions.
Main Methods:
- Analysis of SIR models with heterogeneous mixing functions.
- Gradient-based optimization of the effective reproduction number (Re).
- Derivation of analytic conditions for solution feasibility and explicit solution expressions for N sub-populations.
Main Results:
- Conditions for the feasibility of optimal vaccination strategies are analytically derived.
- Explicit optimal solutions are obtained for N=2 sub-populations.
- Bounds for optimal solutions are established for general mixing functions, including proportionate and preferential mixing.
Conclusions:
- The study provides crucial insights into the feasibility of optimal vaccination strategies in heterogeneous populations.
- General mixing schemes result in bounds for Re and R0 influenced by proportionate and isolated mixing.
- Findings are vital for developing robust and practical public health interventions against infectious diseases.
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