A mathematical study on the spread of COVID-19 considering social distancing and rapid assessment: The case of Jakarta, Indonesia

被引:51
|
作者
Aldila, Dipo [1 ]
Khoshnaw, Sarbaz H. A. [2 ]
Safitri, Egi [1 ]
Anwar, Yusril Rais [1 ]
Bakry, Aanisah R. Q. [1 ]
Samiadji, Brenda M. [1 ]
Anugerah, Demas A. [1 ]
Alfarizi, M. Farhan [1 ]
Ayulani, Indri D. [1 ]
Salim, Sheryl N. [1 ]
机构
[1] Univ Indonesia, Dept Math, Depok 16424, Indonesia
[2] Univ Raparin, Dept Math, Ranya 46012, Iraq
关键词
COVID-19; Asymptomatic cases; Social distancing; Rapid test; Basic reproduction number; Backward bifurcation;
D O I
10.1016/j.chaos.2020.110042
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The aim of this study is to investigate the effects of rapid testing and social distancing in controlling the spread of COVID-19, particularly in the city of Jakarta, Indonesia. We formulate a modified susceptible exposed infectious recovered compartmental model considering asymptomatic individuals. Rapid testing is intended to trace the existence of asymptomatic infected individuals among the population. This asymptomatic class is categorized into two subclasses: detected and undetected asymptomatic individuals. Furthermore, the model considers the limitations of medical resources to treat an infected individual in a hospital. The model shows two types of equilibrium point: COVID-19 free and COVID-19 endemic. The COVID-19-free equilibrium point is locally and asymptotically stable if the basic reproduction number (R-0) is less than unity. In contrast, COVID-19-endemic equilibrium always exists when R-0 > 1. The model can also show a backward bifurcation at R-0 = 1 whenever the treatment saturation parameter, which describes the hospital capacity, is larger than a specific threshold. To justify the model parameters, we use the incidence data from the city of Jakarta, Indonesia. The data pertain to infected individuals who self-isolate in their homes and visit the hospital for further treatment. Our numerical experiments indicate that strict social distancing has the potential to succeed in reducing and delaying the time of an outbreak. However, if the strict social distancing policy is relaxed, a massive rapid-test intervention should be conducted to avoid a large-scale outbreak in the future. (C) 2020 Elsevier Ltd. All rights reserved.
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收藏
页数:14
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