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对麻疹传播的“SVEIR”传染病模型的数学研究。

A mathematical investigation of an "SVEIR" epidemic model for the measles transmission.

机构信息

Department of Mathematics, Faculty of Science, University of Jeddah, P.O. Box 80327, Jeddah 21589, Saudi Arabia.

Department of Mathematics, Faculty of Science, King Abdulaziz University, P.O. Box 80327, Jeddah 21589, Saudi Arabia.

出版信息

Math Biosci Eng. 2022 Jan 13;19(3):2853-2875. doi: 10.3934/mbe.2022131.

DOI:10.3934/mbe.2022131
PMID:35240810
Abstract

A generalized "SVEIR" epidemic model with general nonlinear incidence rate has been proposed as a candidate model for measles virus dynamics. The basic reproduction number $ \mathcal{R} $, an important epidemiologic index, was calculated using the next generation matrix method. The existence and uniqueness of the steady states, namely, disease-free equilibrium ($ \mathcal{E}_0 $) and endemic equilibrium ($ \mathcal{E}_1 $) was studied. Therefore, the local and global stability analysis are carried out. It is proved that $ \mathcal{E}_0 $ is locally asymptotically stable once $ \mathcal{R} $ is less than. However, if $ \mathcal{R} > 1 $ then $ \mathcal{E}_0 $ is unstable. We proved also that $ \mathcal{E}_1 $ is locally asymptotically stable once $ \mathcal{R} > 1 $. The global stability of both equilibrium $ \mathcal{E}_0 $ and $ \mathcal{E}_1 $ is discussed where we proved that $ \mathcal{E}_0 $ is globally asymptotically stable once $ \mathcal{R}\leq 1 $, and $ \mathcal{E}_1 $ is globally asymptotically stable once $ \mathcal{R} > 1 $. The sensitivity analysis of the basic reproduction number $ \mathcal{R} $ with respect to the model parameters is carried out. In a second step, a vaccination strategy related to this model will be considered to optimise the infected and exposed individuals. We formulated a nonlinear optimal control problem and the existence, uniqueness and the characterisation of the optimal solution was discussed. An algorithm inspired from the Gauss-Seidel method was used to resolve the optimal control problem. Some numerical tests was given confirming the obtained theoretical results.

摘要

已提出一个具有一般非线性发生率的广义“SVEIR”传染病模型,作为麻疹病毒动力学的候选模型。使用下一代矩阵方法计算了基本繁殖数$ \mathcal{R} $,这是一个重要的流行病学指标。研究了平衡点,即无病平衡点($ \mathcal{E}_0 $)和地方病平衡点($ \mathcal{E}_1 $)的存在性和唯一性。因此,进行了局部和全局稳定性分析。证明了当$ \mathcal{R} $小于 1 时,$ \mathcal{E}_0 $是局部渐近稳定的。但是,如果$ \mathcal{R} > 1 $,则$ \mathcal{E}_0 $是不稳定的。我们还证明了一旦$ \mathcal{R} > 1 $,则$ \mathcal{E}_1 $是局部渐近稳定的。讨论了平衡点$ \mathcal{E}_0 $和$ \mathcal{E}_1 $的全局稳定性,证明了当$ \mathcal{R}\leq 1 $时,$ \mathcal{E}_0 $是全局渐近稳定的,而当$ \mathcal{R} > 1 $时,$ \mathcal{E}_1 $是全局渐近稳定的。对基本繁殖数$ \mathcal{R} $相对于模型参数的敏感性分析。在第二步中,将考虑与该模型相关的疫苗接种策略以优化感染和暴露个体。我们制定了一个非线性最优控制问题,并讨论了最优解的存在性、唯一性和特征。使用受 Gauss-Seidel 方法启发的算法来解决最优控制问题。给出了一些数值测试,证实了所得到的理论结果。

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