论文标题

COVID-19的短期预测和预防策略:基于模型的研究

Short-term predictions and prevention strategies for COVID-19: A model based study

论文作者

Nadim, Sk Shahid, Ghosh, Indrajit, Chattopadhyay, Joydev

论文摘要

从2019年12月开始,由于新型冠状病毒引起的呼吸道疾病爆发。截至2020年7月22日,它引起了流行病爆发,超过1500万次确认感染,全世界有6000万次死亡。在建立人类到人类传播的流行期间,据报道,2019年冠状病毒病例(COVID-19)正在全球上升,对控制策略的调查和预测对于医疗保健计划是必要的。在这项研究中,我们提出和分析了Covid-19的隔室流行模型,以预测和控制爆发。基本的繁殖数和控制繁殖数是通过分析计算的。对模型进行了详细的稳定性分析,以观察系统的动力学。我们校准了拟议的模型,以适合来自英国(英国)的日常数据,那里的情况仍然令人震惊。我们的发现表明,已经存在独立的自我维持的人对人类对人类的差异($ r_0> 1 $,$ r_c> 1 $)。短期预测表明,该模型很好地捕获了新的Covid-19病例的下降趋势。此外,我们发现,对隔离个体的有效管理比对孤立个体的管理更有效,以减轻疾病负担。因此,如果可用的资源有限,那么在案件减少方面,对隔离的人进行投资将更富有成果。

An outbreak of respiratory disease caused by a novel coronavirus is ongoing from December 2019. As of July 22, 2020, it has caused an epidemic outbreak with more than 15 million confirmed infections and above 6 hundred thousand reported deaths worldwide. During this period of an epidemic when human-to-human transmission is established and reported cases of coronavirus disease 2019 (COVID-19) are rising worldwide, investigation of control strategies and forecasting are necessary for health care planning. In this study, we propose and analyze a compartmental epidemic model of COVID-19 to predict and control the outbreak. The basic reproduction number and control reproduction number are calculated analytically. A detailed stability analysis of the model is performed to observe the dynamics of the system. We calibrated the proposed model to fit daily data from the United Kingdom (UK) where the situation is still alarming. Our findings suggest that independent self-sustaining human-to-human spread ($R_0>1$, $R_c>1$) is already present. Short-term predictions show that the decreasing trend of new COVID-19 cases is well captured by the model. Further, we found that effective management of quarantined individuals is more effective than management of isolated individuals to reduce the disease burden. Thus, if limited resources are available, then investing on the quarantined individuals will be more fruitful in terms of reduction of cases.

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