Global sensitivity analysis of COVID-19 mathematical model

被引:29
作者
Zhang, Zizhen [1 ]
Gul, Raheem [2 ]
Zeb, Anwar [2 ]
机构
[1] Anhui Univ Finance & Econ, Sch Management Sci & Engn, Bengbu 233030, Peoples R China
[2] COMSATS Univ Islamabad, Dept Math, Abbottabad Campus, Abbottabad 22060, Khyber Pakhtunk, Pakistan
关键词
Covid-19; Uncertainty analysis; Global sensitivity analysis; Sobol's method; Main effects; Interaction effects; SYSTEMS;
D O I
10.1016/j.aej.2020.09.035
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, we applied the Sobol's method on an already existing mathematical model of coronavirus disease 2019 (covid-19). The objectives of this research work are to study the individual effects of involved parameters as well as combine (mutual) effects of parameters on output variables of covid-19 model. The study is also useful to identify the ranking of key model parameters and factors fixing. The ultimate goal is to identify the controlling parameters, which eventually will help decision makers to explore various policy options to control the covid-19 pandemic. For this purpose, first we present the model with its basic properties that are positivity and existence of solution. Then use the Sobol's method to discuss the individual effects of involved parameters as well as combine (mutual) effects of parameters on output variables of covid-19 model. Finally, we present the results, discussions and concluding remarks about key model parameters and identifying the controlling parameters, which eventually will help decision makers to explore various policy options to control the covid-19 pandemic. (C) 2020 The Authors. Published by Elsevier B.V. on behalf of Faculty of Engineering, Alexandria University.
引用
收藏
页码:565 / 572
页数:8
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