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一种使用最优控制对新冠病毒传播动态进行的多区域离散时间数学建模。

A multi-region discrete time mathematical modeling of the dynamics of Covid-19 virus propagation using optimal control.

作者信息

Khajji Bouchaib, Kada Driss, Balatif Omar, Rachik Mostafa

机构信息

Laboratory of Analysis Modeling and Simulation, Department of Mathematics and Computer Science, Faculty of Sciences Ben M'Sik, Hassan II University, Casablanca, Morocco.

Laboratory of Information Technology and Modelling, Department of Mathematics and Computer Science, Faculty of Sciences Ben M'Sik, Hassan II University, Casablanca, Morocco.

出版信息

J Appl Math Comput. 2020;64(1-2):255-281. doi: 10.1007/s12190-020-01354-3. Epub 2020 May 8.

Abstract

We study in this work a discrete mathematical model that describes the dynamics of transmission of the Corona virus between humans on the one hand and animals on the other hand in a region or in different regions. Also, we propose an optimal strategy to implement the optimal campaigns through the use of awareness campaigns in region j that aims at protecting individuals from being infected by the virus, security campaigns and health measures to prevent the movement of individuals from one region to another, encouraging the individuals to join quarantine centers and the disposal of infected animals. The aim is to maximize the number of individuals subjected to quarantine and trying to reduce the number of the infected individuals and the infected animals. Pontryagin's maximum principle in discrete time is used to characterize the optimal controls and the optimality system is solved by an iterative method. The numerical simulation is carried out using Matlab. The Incremental Cost-Effectiveness Ratio was calculated to investigate the cost-effectiveness of all possible combinations of the four control measures. Using cost-effectiveness analysis, we show that control of protecting susceptible individuals, preventing their contact with the infected individuals and encouraging the exposed individuals to join quarantine centers provides the most cost-effective strategy to control the disease.

摘要

在这项工作中,我们研究了一个离散数学模型,该模型描述了冠状病毒在一个地区或不同地区的人类与动物之间传播的动态过程。此外,我们提出了一种最优策略,通过在j地区开展旨在保护个体免受病毒感染的宣传活动、防止个体从一个地区移动到另一个地区的安全活动和健康措施、鼓励个体前往隔离中心以及处理受感染动物等方式来实施最优行动。目的是使接受检疫的个体数量最大化,并试图减少受感染个体和受感染动物的数量。利用离散时间的庞特里亚金极大值原理来刻画最优控制,并用迭代方法求解最优性系统。使用Matlab进行数值模拟。计算增量成本效益比以研究四种控制措施所有可能组合的成本效益。通过成本效益分析,我们表明,保护易感个体、防止他们与受感染个体接触以及鼓励暴露个体前往隔离中心的控制措施提供了控制该疾病的最具成本效益的策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/96f8/7205920/7c18b454bbd2/12190_2020_1354_Fig1_HTML.jpg

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