Investigating the effects of various control measures on economy and spread of COVID-19 in Turkey: a system dynamics approach.

IF 1.3 4区 工程技术 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Muzaffer Alım, Saadettin Erhan Kesen
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引用次数: 1

Abstract

The coronavirus disease 2019 (COVID-19) which began in Wuhan in December 2019 has permeated all over the world in such a short time and was declared as a pandemic by World Health Organization (WHO). The pandemic that is erupting all of a sudden attracts the researchers to examine the spread and effects of the disease as well as the possible treatments and vaccine developments. In addition to the analytical models, such as compartmental modeling, Markov decision process, and so on, simulation and system dynamics (SD) are also widely applied in this field. In this study, we adopt the compartmental modeling stages to build an SD approach for the spread of the disease. A dynamic control measure decision support system (DSS) that varies depending on the number of daily cases is incorporated to the model. Furthermore, the economic loss in the gross domestic product (GDP) and workforce due to hospital stay and death caused by the COVID-19 are also investigated. The model is tested with various numerical parameters and the results are presented. The results on the spread of the disease and the associated economic loss provide meaningful insights into when control measures need to be imposed at which level. We also provide some policy insights, including some alternative policies, such as increasing awareness of people and vaccination in addition to control measures. The results reveal that the total number of cases and deaths is approximately 37% higher in the absence of dynamic DSS. However, everything comes at a price and applying such control measures brings about an increase in the economic loss about 47%.

调查各种控制措施对土耳其经济和COVID-19传播的影响:系统动力学方法。
2019年12月在武汉开始的新型冠状病毒病(COVID-19)在如此短的时间内蔓延到世界各地,并被世界卫生组织(WHO)宣布为大流行。突然爆发的大流行吸引了研究人员来研究这种疾病的传播和影响,以及可能的治疗方法和疫苗的发展。除了分析模型,如分区建模、马尔可夫决策过程等,仿真和系统动力学(SD)也被广泛应用于这一领域。在本研究中,我们采用分区建模阶段来建立疾病传播的SD方法。在模型中加入了一个动态控制措施决策支持系统(DSS),该系统随日常案例数量的变化而变化。此外,还调查了因COVID-19造成的住院和死亡而导致的国内生产总值(GDP)和劳动力的经济损失。用不同的数值参数对模型进行了试验,并给出了试验结果。关于疾病传播和相关经济损失的结果为何时需要在哪个级别实施控制措施提供了有意义的见解。我们还提供了一些政策见解,包括一些替代政策,例如除了控制措施外,还要提高人们的认识和接种疫苗。结果显示,在没有动态DSS的情况下,病例总数和死亡人数大约高出37%。然而,一切都是有代价的,采取这种控制措施会使经济损失增加约47%。
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
CiteScore
3.50
自引率
31.20%
发文量
60
审稿时长
3 months
期刊介绍: SIMULATION is a peer-reviewed journal, which covers subjects including the modelling and simulation of: computer networking and communications, high performance computers, real-time systems, mobile and intelligent agents, simulation software, and language design, system engineering and design, aerospace, traffic systems, microelectronics, robotics, mechatronics, and air traffic and chemistry, physics, biology, medicine, biomedicine, sociology, and cognition.
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