Investigating the Impact of Social Awareness and Rapid Test on A COVID-19 Transmission Model

Q2 Mathematics
Muhammad Afief Balya, B. O. Dewi, Faza Indah Lestari, Gayatri Ratu, Hanna Rosuliyana, Tama Windyhani, Zawir Rifqa Fadhlia, Brenda M. Samiadji, D. Aldila, S. Khoshnaw, M. Shahzad
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引用次数: 3

Abstract

In this article, we propose and analyze a mathematical model of COVID-19 transmission among a closed population, with social awareness and rapid test intervention as the control variables. For this, we have constructed the model using a compartmental system of the ordinary differential equations. Dynamical analysis regarding the existence and local stability of equilibrium points is conducted rigorously. Our analysis shows that COVID-19 will disappear from the population if the basic reproduction number is less than one, and persist if the basic reproduction number is greater than one. In addition, we have shown a trans-critical bifurcation phenomenon based on our proposed model when the basic reproduction number equals one. From the elasticity analysis, we have observed that rapid testing is more promising in reducing the basic reproduction number as compared to a media campaign to improve social awareness on COVID-19. Using the Pontryagin Maximum Principle (PMP), the characterization of our optimal control problem is derived analytically and solved numerically using the forward-backward iterative algorithm. Our cost-effectiveness analysis shows that using rapid test and media campaigns partially are the best intervention strategy to reduce the number of infected humans with the minimum cost of intervention. If the intervention is to be implemented as a single intervention, then using solely the rapid test is a more promising and low-cost option in reducing the number of infected individuals vis-a-vis a media campaign to increase social awareness as a single intervention.
社会意识和快速检测对新型冠状病毒传播模型的影响
本文以社会意识和快速检测干预为控制变量,提出并分析了新冠肺炎在封闭人群中传播的数学模型。为此,我们使用常微分方程的分区系统构建了模型。对平衡点的存在性和局部稳定性进行了严格的动力学分析。我们的分析表明,如果基本繁殖数量小于1,新冠肺炎将从人群中消失,如果基本生殖数量大于1,则会持续存在。此外,基于我们提出的模型,当基本繁殖数等于1时,我们还展示了一种跨临界分叉现象。从弹性分析中,我们观察到,与提高社会对新冠肺炎认识的媒体活动相比,快速检测在减少基本繁殖数量方面更有希望。利用Pontryagin极大值原理(PMP),解析地导出了我们的最优控制问题的特征,并使用前向-后向迭代算法进行了数值求解。我们的成本效益分析表明,部分使用快速检测和媒体宣传是以最低干预成本减少感染人数的最佳干预策略。如果干预措施是作为单一干预措施实施的,那么在减少感染人数方面,单独使用快速检测是一个更有前景和低成本的选择,而媒体宣传活动则是一个提高社会意识的单一干预措施。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Communication in Biomathematical Sciences
Communication in Biomathematical Sciences Biochemistry, Genetics and Molecular Biology-Biochemistry, Genetics and Molecular Biology (miscellaneous)
CiteScore
3.60
自引率
0.00%
发文量
7
审稿时长
24 weeks
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