某些流行病最优控制问题的非标准有限差分方案

IF 5.4 3区 材料科学 Q2 CHEMISTRY, PHYSICAL
Arsène J. Ouemba Tassé , Vuyiswa B. Kubalasa , Berge Tsanou , Jean M.-S, Lubuma
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引用次数: 0

摘要

我们为两个流行病最优控制问题构建并分析了非标准有限差分 (NSFD) 方案。首先,我们考虑了著名的 MSEIR 系统,该系统可用于模拟麻疹等儿童疾病,并以疫苗接种作为控制干预措施。第二个优化控制问题与 2014-2016 年西非埃博拉病毒病(EVD)爆发有关,该疾病在几内亚、利比里亚和塞拉利昂三个不同国家同时传播,带来了前所未有的挑战,在这些国家,很难控制大量的人口迁徙和出入境旅行。我们建立了一个扩展的 SEIRD 元种群模型,并对该模型进行了修改,增加了隔离区和孤立区。控制参数是旅客的出境筛查和易感人群的疫苗接种。对于这两个最优控制问题,我们提供了以下结果:(i) 状态变量系统的无疾病和/或地方病均衡点的(全局)稳定性;(ii) 状态变量系统解的实在性和有界性;(iii) 使成本函数最小化的最优控制解的存在性、唯一性和特征。另一方面:(iv) 我们设计了与状态变量系统动态一致的基于欧拉的非标准有限差分前向-后向扫频方法(NSFD-FBSM);(v) 我们提供了支持理论的数值模拟,并表明非标准方法优于经典的 FBSM。数值模拟结果表明,要想阻止南非麻疹疫情的再次爆发,就必须大幅提高疫苗的覆盖率,并对成人也实施疫苗接种。模拟还表明,针对 2014-2016 年 EVD 的最优控制疫苗接种比出口筛查干预更有效。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Nonstandard finite difference schemes for some epidemic optimal control problems

We construct and analyse nonstandard finite difference (NSFD) schemes for two epidemic optimal control problems. Firstly, we consider the well-known MSEIR system that can be used to model childhood diseases such as the measles, with the vaccination as a control intervention. The second optimal control problem is related to the 2014–2016 West Africa Ebola Virus Disease (EVD) outbreak, that came with the unprecedented challenge of the disease spreading simultaneously in three different countries, namely Guinea, Liberia and Sierra Leone, where it was difficult to control the considerable migrations and travels of people inbound and outbound. We develop an extended SEIRD metapopulation model modified by the addition of compartments of quarantined and isolated individuals. The control parameters are the exit screening of travelers and the vaccination of the susceptible individuals. For the two optimal control problems, we provide the results on: (i) the (global) stability of the disease-free and/or endemic equilibria of the state variable systems; (ii) the positivity and boundedness of solutions of the state variables systems; (iii) the existence, uniqueness and characterization of the optimal control solutions that minimizes the cost functional. On the other hand: (iv) we design Euler-based nonstandard finite difference versions of the Forward-Backward Sweep Method (NSFD-FBSM) that are dynamically consistent with the state variable systems; (v) we provide numerical simulations that support the theory and show the superiority of the nonstandard approach over the classical FBSM. The numerical simulations suggest that significantly increasing the coverage of the vaccine with its implementation for adults as well is essential if the recurrence of measles outbreaks is to be stopped in South Africa. They also show that the optimal control vaccination for the 2014-2016 EVD is more efficient than the exit screening intervention.

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来源期刊
ACS Applied Energy Materials
ACS Applied Energy Materials Materials Science-Materials Chemistry
CiteScore
10.30
自引率
6.20%
发文量
1368
期刊介绍: ACS Applied Energy Materials is an interdisciplinary journal publishing original research covering all aspects of materials, engineering, chemistry, physics and biology relevant to energy conversion and storage. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrate knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important energy applications.
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