A stochastic programming model of vaccine preparation and administration for seasonal influenza interventions

Sheng-I Chen*, Chia Yuan Wu

*此作品的通信作者

研究成果: Article同行評審

摘要

This study considers the integration of vaccine preparation and administration decisions for seasonal influenza interventions. We examine actual vaccination activities of sharing multiple vaccine products and supplementary vaccinations. A two-stage stochastic program is formulated to determine the optimal ordering and allocation of vaccines under uncertain attack rates, vaccine efficacies, and demands. We present an algorithm based on the sample average approximation and warm-start solution to solve the stochastic integer program with continuous random variables. Furthermore, the optimal solution for the deterministic model using the expected value is analyzed and obtained directly. Our analysis compares the deterministic and stochastic solutions to assess the impact of uncertainties on the immunization outcomes and costs. The result shows that the stochastic programming model provides a more robust solution than the deterministic model, and uncertain characteristics should consider when making public health decisions.

原文English
頁(從 - 到)2984-2997
頁數14
期刊Mathematical Biosciences and Engineering
17
發行號4
DOIs
出版狀態Published - 31 3月 2020

指紋

深入研究「A stochastic programming model of vaccine preparation and administration for seasonal influenza interventions」主題。共同形成了獨特的指紋。

引用此