论文标题

基于ISEIR模型,预测关键转折期在中国爆发的关键转弯时期的框架

The Framework for the Prediction of the Critical Turning Period for Outbreak of COVID-19 Spread in China based on the iSEIR Model

论文作者

Yuan, George Xianzhi, Di, Lan, Gu, Yudi, Qian, Guoqi, Qian, Xiaosong

论文摘要

这项研究的目的是建立一个通用框架,以预测感染性疾病流行的所谓关键转折期,例如今年年初在中国的Covid-19爆发。当应用于武汉·库维德(Wuhan Covid-19)的流行病时,该框架可以及时预测转弯时期,并告知了相关权威,以采取适当和及时的行动来控制流行病。预计它将为世界当前与COVID-19大流行的战斗提供有关转弯时期的洞察力信息。我们框架中的基本数学模型是单个易感暴露的感染性转化(ISEIR)模型,该模型是扩展经典SEIR模型的一组微分方程。我们将观察到的每天在瓦汉(Wuhan)从2月6日至10日在瓦汉(Wuhan)的每日病例作为ISEIR模型的输入,并能够根据2月10日午夜的午夜基于更新的模型,在接下来的几天中生成Covid-19案件的轨迹,从此我们将在此期间临时,这是一定的临时季后赛。准确,为政府,医院,基本行业和服务提供足够的时间,以满足高峰要求并准备后果计划。我们的研究还支持观察到的对扁平流行曲线的有效性,自2020年1月23日以来果断地施加了武汉的锁定和隔离控制计划。武汉体验为全世界提供了一个模范的课程,以学习对抗Covid-19。

The goal of this study is to establish a general framework for predicting the so-called critical Turning Period in an infectious disease epidemic such as the COVID-19 outbreak in China early this year. This framework enabled a timely prediction of the turning period when applied to Wuhan COVID-19 epidemic and informed the relevant authority for taking appropriate and timely actions to control the epidemic. It is expected to provide insightful information on turning period for the world's current battle against the COVID-19 pandemic. The underlying mathematical model in our framework is the individual Susceptible-Exposed- Infective-Removed (iSEIR) model, which is a set of differential equations extending the classic SEIR model. We used the observed daily cases of COVID-19 in Wuhan from February 6 to 10, 2020 as the input to the iSEIR model and were able to generate the trajectory of COVID-19 cases dynamics for the following days at midnight of February 10 based on the updated model, from which we predicted that the turning period of CIVID-19 outbreak in Wuhan would arrive within one week after February 14. This prediction turned to be timely and accurate, providing adequate time for the government, hospitals, essential industry sectors and services to meet peak demands and to prepare aftermath planning. Our study also supports the observed effectiveness on flatting the epidemic curve by decisively imposing the Lockdown and Isolation Control Program in Wuhan since January 23, 2020. The Wuhan experience provides an exemplary lesson for the whole world to learn in combating COVID-19.

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