TY - JOUR
T1 - A Heuristic Approach for Determining Efficient Vaccination Plans under a SARS-CoV-2 Epidemic Model
AU - Hazard-Valdés, Claudia
AU - Montero, Elizabeth
N1 - Publisher Copyright:
© 2023 by the authors.
PY - 2023/2
Y1 - 2023/2
N2 - In this work, we propose a local search-based strategy to determine high-quality allocation of vaccines under restricted budgets and time periods. For this, disease spread is modeled as a SEAIR pandemic model. Subgroups are used to understand and evaluate movement restrictions and their effect on interactions between geographical divisions. A tabu search heuristic method is used to determine the number of vaccines and the groups to allocate them in each time period, minimizing the maximum number of infected people at the same time and the total infected population. Available data for COVID-19 daily cases was used to adjust the parameters of the SEAIR models in four study cases: Austria, Belgium, Denmark, and Chile. From these, we can analyze how different vaccination schemes are more beneficial for the population as a whole based on different reproduction numbers, interaction levels, and the availability of resources in each study case. Moreover, from these experiments, a strong relationship between the defined objectives is noticed.
AB - In this work, we propose a local search-based strategy to determine high-quality allocation of vaccines under restricted budgets and time periods. For this, disease spread is modeled as a SEAIR pandemic model. Subgroups are used to understand and evaluate movement restrictions and their effect on interactions between geographical divisions. A tabu search heuristic method is used to determine the number of vaccines and the groups to allocate them in each time period, minimizing the maximum number of infected people at the same time and the total infected population. Available data for COVID-19 daily cases was used to adjust the parameters of the SEAIR models in four study cases: Austria, Belgium, Denmark, and Chile. From these, we can analyze how different vaccination schemes are more beneficial for the population as a whole based on different reproduction numbers, interaction levels, and the availability of resources in each study case. Moreover, from these experiments, a strong relationship between the defined objectives is noticed.
KW - epidemiological models
KW - heuristics
KW - optimization
KW - SARS-CoV-2
KW - tabu search
KW - vaccination planning
UR - http://www.scopus.com/inward/record.url?scp=85149046667&partnerID=8YFLogxK
U2 - 10.3390/math11040834
DO - 10.3390/math11040834
M3 - Article
AN - SCOPUS:85149046667
SN - 2227-7390
VL - 11
JO - Mathematics
JF - Mathematics
IS - 4
M1 - 834
ER -