Global optimal vaccination in the SIR model: Properties of the value function and application to cost-effectiveness analysis
•We analyze the optimal vaccination policy in a SIR compartmental model.•The value function is proven to be the unique solution of a HJB equation.•We discuss differences with respect to the existing literature.•We apply the theory to a cost-effectiveness analysis.•The model predicts when the long te...
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| Published in | Mathematical biosciences Vol. 263; pp. 180 - 197 |
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| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
United States
Elsevier Inc
01.05.2015
Elsevier |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0025-5564 1879-3134 1879-3134 |
| DOI | 10.1016/j.mbs.2015.03.002 |
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| Abstract | •We analyze the optimal vaccination policy in a SIR compartmental model.•The value function is proven to be the unique solution of a HJB equation.•We discuss differences with respect to the existing literature.•We apply the theory to a cost-effectiveness analysis.•The model predicts when the long term herd immunity effects offset the initial cost.
This work focuses on optimal vaccination policies for an Susceptible–Infected–Recovered (SIR) model; the impact of the disease is minimized with respect to the vaccination strategy. The problem is formulated as an optimal control problem and we show that the value function is the unique viscosity solution of an Hamilton–Jacobi–Bellman (HJB) equation. This allows to find the best vaccination policy. At odds with existing literature, it is seen that the value function is not always smooth (sometimes only Lipschitz) and the optimal vaccination policies are not unique. Moreover we rigorously analyze the situation when vaccination can be modeled as instantaneous (with respect to the time evolution of the epidemic) and identify the global optimum solutions. Numerical applications illustrate the theoretical results. In addition the pertussis vaccination in adults is considered from two perspectives: first the maximization of DALY averted in presence of vaccine side-effects; then the impact of the herd immunity on the cost-effectiveness analysis is discussed on a concrete example. |
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| AbstractList | This work focuses on optimal vaccination policies for an Susceptible - Infected - Recovered (SIR) model; the impact of the disease is minimized with respect to the vaccination strategy. The problem is formulated as an optimal control problem and we show that the value function is the unique viscosity solution of an Hamilton - Jacobi - Bellman (HJB) equation. This allows to find the best vaccination policy. At odds with existing literature, it is seen that the value function is not always smooth (sometimes only Lipschitz) and the optimal vaccination policies are not unique. Moreover we rigorously analyze the situation when vaccination can be modeled as instantaneous (with respect to the time evolution of the epidemic) and identify the global optimum solutions. Numerical applications illustrate the theoretical results. In addition the pertussis vaccination in adults is considered from two perspectives: first the maximization of DALY averted in presence of vaccine side-effects; then the impact of the herd immunity on the cost-effectiveness analysis is discussed on a concrete example. •We analyze the optimal vaccination policy in a SIR compartmental model.•The value function is proven to be the unique solution of a HJB equation.•We discuss differences with respect to the existing literature.•We apply the theory to a cost-effectiveness analysis.•The model predicts when the long term herd immunity effects offset the initial cost. This work focuses on optimal vaccination policies for an Susceptible–Infected–Recovered (SIR) model; the impact of the disease is minimized with respect to the vaccination strategy. The problem is formulated as an optimal control problem and we show that the value function is the unique viscosity solution of an Hamilton–Jacobi–Bellman (HJB) equation. This allows to find the best vaccination policy. At odds with existing literature, it is seen that the value function is not always smooth (sometimes only Lipschitz) and the optimal vaccination policies are not unique. Moreover we rigorously analyze the situation when vaccination can be modeled as instantaneous (with respect to the time evolution of the epidemic) and identify the global optimum solutions. Numerical applications illustrate the theoretical results. In addition the pertussis vaccination in adults is considered from two perspectives: first the maximization of DALY averted in presence of vaccine side-effects; then the impact of the herd immunity on the cost-effectiveness analysis is discussed on a concrete example. |
| Author | Laguzet, Laetitia Turinici, Gabriel |
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| Keywords | Optimal vaccination Vaccination region SIR model Herd immunity and cost-effectiveness vaccination region optimal vaccination herd immunity and cost-effectiveness |
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| Snippet | •We analyze the optimal vaccination policy in a SIR compartmental model.•The value function is proven to be the unique solution of a HJB equation.•We discuss... This work focuses on optimal vaccination policies for an Susceptible-Infected-Recovered (SIR) model; the impact of the disease is minimized with respect to the... This work focuses on optimal vaccination policies for an Susceptible - Infected - Recovered (SIR) model; the impact of the disease is minimized with respect to... |
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| SubjectTerms | Cost-Benefit Analysis Herd immunity and cost-effectiveness Human health and pathology Humans Immunity, Herd Infectious diseases Life Sciences Mass Vaccination - standards Mathematics Models, Theoretical Numerical Analysis Optimal vaccination Optimization and Control Santé publique et épidémiologie SIR model Vaccination region |
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| Title | Global optimal vaccination in the SIR model: Properties of the value function and application to cost-effectiveness analysis |
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