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Published on: February 16, 2022
On the mass COVID-19 vaccination scheduling problem.
Chuang Zhang1, Yantong Li2, Junhai Cao1
1Department of Equipment Support and Remanufacturing, Army Academy of Armored Forces, 100072 Beijing, China.
This study optimizes mass COVID-19 vaccination scheduling by selecting sites, accepting appointments, and sequencing vaccinations to minimize costs and travel. A matheuristic efficiently solves large-scale problems for practical decision-making.
Area of Science:
- Operations Research
- Public Health Policy
- Epidemiology
Background:
- The COVID-19 pandemic necessitates efficient mass vaccination strategies.
- Mass vaccination programs face significant logistical challenges in scheduling and resource allocation.
- Optimizing vaccination site selection and appointment management is crucial for pandemic control.
Purpose of the Study:
- To develop an optimization model for mass COVID-19 vaccination site selection, appointment acceptance, assignment, and scheduling.
- To minimize operational costs, recipient travel distances, appointment rejections, and vaccination delays.
- To provide decision-makers with effective tools for managing large-scale vaccination efforts.
Main Methods:
- Formulation of the problem as a mixed-integer linear program (MILP).
- Development of an exact logic-based Benders decomposition (LBBD) method.
- Implementation of a matheuristic (MH) method for solving large-scale instances.
- Numerical experiments on instances ranging from small to large sizes.
Main Results:
- The proposed MILP model and solution methods effectively address the vaccination scheduling problem.
- Optimal solutions were found for small instances, and near-optimal solutions for large instances.
- The matheuristic method demonstrated efficiency in solving practical-sized problems (up to 500 appointments, 50 sites).
Conclusions:
- The developed optimization approaches provide valuable insights for mass COVID-19 vaccination planning.
- The matheuristic offers an efficient solution for real-world, large-scale vaccination scheduling challenges.
- Managerial implications support decision-makers in optimizing vaccination rollout and resource allocation.
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