基于疫情演化的应急医疗物资调度优化研究
Research on Emergency Medical Materials Scheduling Optimization Based on Epidemic Evolution
摘要: 从疫情演化数据更新的视角,结合SIR传染病扩散模型,考虑应急医疗物资分配的公平性原则和最大效用的原则,构建依据随疫情演化的时变需求预测模型以及调度方案的多目标优化模型,合理决策各周期每个疫区点的应急医疗物资调度方案。结果表明:结合疫情演化的动态变化,可以实现应急医疗物资的需求预测与配送之间的有效协同,能够为疫情应急管理提供有益的决策参考。
Abstract: Considering the principle of fairness and the principle of maximum utility in the distribution of emergency medical materials, a SIR epidemic model was proposed from the perspective of epidemic evolution data updating, and a time-varying demand forecasting model and the multi-objective optimization model of the dispatching scheme was built to decide the distribution scheme of emergency medical materials in each epidemic area. The results show that the effective coordination between the demand forecast and distribution of emergency medical materials can be realized by combining the dynamic change of the epidemic situation evolution, the decision framework model can provide useful reference for emergency management of epidemic situation.
文章引用:何珊珊, 费延飞. 基于疫情演化的应急医疗物资调度优化研究[J]. 运筹与模糊学, 2022, 12(3): 767-772. https://doi.org/10.12677/ORF.2022.123081

参考文献

[1] 盛华雄, 吴琳, 肖长亮. 新冠肺炎疫情传播建模分析与预测[J]. 系统仿真学报, 2020, 32(5): 759-766.
[2] Ekici, A., Keskinocak, P. and Swann, J.L. (2014) Modeling Influenza Pandemic and Planning Food Distribution. Manufacturing & Service Operations Management, 16, 11-27. [Google Scholar] [CrossRef
[3] 朱莉, 曹杰. 面向灾害扩散的模糊需求下应急调配优化研究[J]. 系统科学与数学, 2014, 34(6): 663-673.
[4] Liu, M. and Zhang, D. (2016) A Dynamic Logistics Model for Medical Resources Allocation in an Epidemic Control with Demand Forecast Updating. Journal of the Operational Research Society, 67, 841-852. [Google Scholar] [CrossRef
[5] Dasaklis, T.K., Rachaniotis, N. and Pappis, C. (2017) Emergency Supply Chain Management for Controlling a Smallpox Outbreak: The Case for Regional Mass Vaccination. International Journal of Systems Science: Operations & Logistics, 4, 27-40. [Google Scholar] [CrossRef
[6] 刘明, 吕忠全. 数据驱动的疫情应急物流网络动态调整优化[J]. 系统工程理论与实践, 2020(2): 437-448.
[7] 陈丰, 丁文龙, 等. 公共卫生事件暴发初期的医疗物资调度优化[J]. 中国公路学报, 2020, 33(11): 65-72.
[8] 王福昌, 张丽娟, 靳志同. 食饵-捕食者模型参数拟合方法[J]. 高师理科学刊报, 2017, 37(11): 6-9.
[9] 卓金武, 王鸿钧. MATLAB数学建模方法与实践(第3版) [M]. 北京: 北京航空航天大学出版社, 2018.