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受新冠疫情启发的医疗物资竞争的多国家、多商品随机博弈论网络模型。

A multicountry, multicommodity stochastic game theory network model of competition for medical supplies inspired by the Covid-19 pandemic.

作者信息

Salarpour Mojtaba, Nagurney Anna

机构信息

Department of Operations and Information Management, Isenberg School of Management, University of Massachusetts, Amherst, MA, USA.

出版信息

Int J Prod Econ. 2021 Jun;236:108074. doi: 10.1016/j.ijpe.2021.108074. Epub 2021 Feb 27.

Abstract

In this paper, we construct the first stochastic Generalized Nash Equilibrium model for the study of competition among countries for limited supplies of medical items (PPEs, ventilators, etc.) in the disaster preparedness and response phases in the Covid-19 pandemic. The government of each country is faced with a two-stage stochastic optimization problem in which the first stage is prior to the pandemic declaration and the second stage is post the pandemic declaration. We provide the theoretical constructs, a qualitative analysis, and an algorithm, accompanied by convergence results. Both illustrative examples are presented as well as algorithmically solved numerical examples, inspired by the need for N95 masks and ventilators. The results reveal that, in addition to the preparedness of countries before the pandemic declaration, their ability to adapt to the conditions in different scenarios has a significant impact on their overall success in the management of the pandemic crisis. The framework can capture competition for other medical supplies, including Covid-19 vaccines and possible treatments, with modifications to handle perishability.

摘要

在本文中,我们构建了首个随机广义纳什均衡模型,用于研究在新冠疫情大流行的备灾和应对阶段,各国对有限医疗物资(个人防护装备、呼吸机等)供应的竞争。每个国家的政府都面临一个两阶段随机优化问题,其中第一阶段是在疫情宣布之前,第二阶段是在疫情宣布之后。我们提供了理论构建、定性分析和一种算法,并给出了收敛结果。文中既给出了示例,也给出了算法求解的数值示例,这些示例的灵感来源于对N95口罩和呼吸机的需求。结果表明,除了各国在疫情宣布之前的准备情况外,它们适应不同情景条件的能力对其在大流行危机管理中的总体成功有着重大影响。通过修改以处理易腐性,该框架可以用于捕捉对包括新冠疫苗和可能的治疗方法在内的其他医疗物资的竞争。

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