论文标题
建模COVID-19的控制:政策干预和气象因素的影响
Modeling the Control of COVID-19: Impact of Policy Interventions and Meteorological Factors
论文作者
论文摘要
在本文中,我们提出了一个动态模型,以描述在中国和许多其他国家蔓延的Covid-19的传播。为了避免在全球范围内发生更大的爆发,中国政府采取了一系列强大的策略,以防止局势恶化。家居隔离是防止Covid-19的传播最重要的隔离。为了估计人口隔离的影响,我们将人口分为七类进行模拟。根据最小二乘程序和正式发布的数据,给出了建议模型的参数的估计。数值模拟表明,提出的模型可以准确地描述Covid-19的传播,并给出了对疾病趋势的相应预测。家庭隔离策略在控制疾病扩散和加速Covid-19的下降方面起着重要作用。对中国大多数省份的控制繁殖人数进行了充分的分析和讨论。我们应该关注这一点,尽管中国流行病正在下降,但这种疾病仍在不断传播人类到人类。一旦去除控制策略,COVID-19可能会像流感一样成为正常的流行病。仍然需要进一步控制该疾病,我们关注病毒的扩散率与气象条件之间的关系。引入了全面的气象指数,以代表气象因素对高和低迁移群体的影响。随着新疫苗的进展,我们在不同控制阶段为Covid-19设计了详细的疫苗接种策略,并显示了有效疫苗接种的有效性。一旦使用疫苗,数值模拟就会立即提供前瞻性研究。
In this paper, we propose a dynamical model to describe the transmission of COVID-19, which is spreading in China and many other countries. To avoid a larger outbreak in the worldwide, Chinese government carried out a series of strong strategies to prevent the situation from deteriorating. Home quarantine is the most important one to prevent the spread of COVID-19. In order to estimate the effect of population quarantine, we divide the population into seven categories for simulation. Based on a Least-Squares procedure and officially published data, the estimation of parameters for the proposed model is given. Numerical simulations show that the proposed model can describe the transmission of COVID-19 accurately, the corresponding prediction of the trend of the disease is given. The home quarantine strategy plays an important role in controlling the disease spread and speeding up the decline of COVID-19. The control reproduction number of most provinces in China are analyzed and discussed adequately. We should pay attention to that, though the epidemic is in decline in China, the disease still has high risk of human-to-human transmission continuously. Once the control strategy is removed, COVID-19 may become a normal epidemic disease just like flu. Further control for the disease is still necessary, we focus on the relationship between the spread rate of the virus and the meteorological conditions. A comprehensive meteorological index is introduced to represent the impact of meteorological factors on both high and low migration groups. As the progress on the new vaccine, we design detail vaccination strategies for COVID-19 in different control phases and show the effectiveness of efficient vaccination. Once the vaccine comes into use, the numerical simulation provide a promptly prospective research.