Mathematical modeling and stability analysis of the COVID-19 with quarantine and isolation

被引:21
作者
Gu, Yu [1 ]
Ullah, Saif [2 ]
Khan, Muhammad Altaf [3 ]
Alshahrani, Mohammad Y. [4 ]
Abohassan, Mohammad [4 ]
Riaz, Muhammad Bilal [5 ,6 ]
机构
[1] Xiangnan Univ, Coll Math & Informat Sci, Chenzhou 423000, Peoples R China
[2] Univ Peshawar, Dept Math, Peshawar, Pakistan
[3] Univ Free State, Fac Nat & Agr Sci, Bloemfontein, South Africa
[4] King Khalid Univ, Coll Appl Med Sci, Dept Clin Lab Sci, POB 61413, Abha 9088, Saudi Arabia
[5] Lodz Univ Technol, Dept Automat Biomech & Mechatron, 1-15 Stefanowskiego St, PL-90924 Lodz, Poland
[6] Univ Management & Technol, Dept Math, Lahore 54770, Pakistan
关键词
COVID-19; pandemic; Mathematical modeling; Quarantine; Hospitalization/isolation; Parameter estimation; Sensitivity; Simulation;
D O I
10.1016/j.rinp.2022.105284
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The present paper focuses on the modeling of the COVID-19 infection with the use of hospitalization, isolation and quarantine. Initially, we construct the model by spliting the entire population into different groups. We then rigorously analyze the model by presenting the necessary basic mathematical features including the feasible region and positivity of the problem solution. Further, we evaluate the model possible equilibria. The theoretical expression of the most important mathematical quantity of major public health interest called the basic reproduction number is presented. We are taking into account to study the disease free equilibrium by studying its local and global asymptotical analysis. We considering the cases of the COVID-19 infection of Pakistan population and find the parameters using the estimation with the help of nonlinear least square and have R-0 & nbsp;asymptotic to 1.95. Further, to determine the influence of the model parameters on disease dynamics we perform the sensitivity analysis. Simulations of the model are presented using estimated parameters and the impact of various non-pharmaceutical interventions on disease dynamics is shown with the help of graphical results. The graphical interpretation justify that the effective utilization of keeping the social-distancing, making the quarantine of people (or contact-tracing policy) and to make hospitalization of confirmed infected people that dramatically reduces the number of infected individuals (enhancing the quarantine or contact-tracing by 50% from its baseline reduces 84% in the predicted number of confirmed infected cases). Moreover, it is observed that without quarantine and hospitalization the scenario of the disease in Pakistan is very worse and the infected cases are raising rapidly. Therefore, the present study suggests that still, a proper and effective application of these non-pharmaceutical interventions are necessary to curtail or minimize the COVID-19 infection in Pakistan.
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页数:13
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