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行人动力学中的社交距离及其对疾病传播的影响。

Social distancing in pedestrian dynamics and its effect on disease spreading.

作者信息

Sajjadi Sina, Hashemi Alireza, Ghanbarnejad Fakhteh

机构信息

Department of Physics, Sharif University of Technology, P.O. Box 11165-9161, Tehran, Iran.

Complexity Science Hub Vienna, Vienna, Austria.

出版信息

Phys Rev E. 2021 Jul;104(1-1):014313. doi: 10.1103/PhysRevE.104.014313.

Abstract

Nonpharmaceutical measures such as social distancing can play an important role in controlling the spread of an epidemic. In this paper, we use a mathematical model combining human mobility and disease spreading. For the mobility dynamics, we design an agent-based model consisting of pedestrian dynamics with a novel type of force to resemble social distancing in crowded sites. For the spreading dynamics, we consider the compartmental susceptible-exposed-infective (SEI) dynamics plus an indirect transmission with the footprints of the infectious pedestrians being the contagion factor. We show that the increase in the intensity of social distancing has a significant effect on the exposure risk. By classifying the population into social distancing abiders and nonabiders, we conclude that the practice of social distancing, even by a minority of potentially infectious agents, results in a drastic change in the population exposure risk, but it reduces the effectiveness of the protocols when practiced by the rest of the population. Furthermore, we observe that for contagions for which the indirect transmission is more significant, the effectiveness of social distancing would be reduced. This study can help to provide a quantitative guideline for policy-making on exposure risk reduction.

摘要

社交距离等非药物措施在控制疫情传播方面可发挥重要作用。在本文中,我们使用了一个结合人类流动性和疾病传播的数学模型。对于流动性动态,我们设计了一个基于主体的模型,该模型由行人动态组成,并带有一种新型力,以模拟拥挤场所中的社交距离。对于传播动态,我们考虑了分区的易感-暴露-感染(SEI)动态,以及一种间接传播,其中感染行人的足迹作为传染因素。我们表明,社交距离强度的增加对暴露风险有显著影响。通过将人群分为遵守社交距离者和不遵守者,我们得出结论,即使少数潜在传染源遵守社交距离,也会导致人群暴露风险发生巨大变化,但当其余人群都遵守时,这会降低防控措施的有效性。此外,我们观察到,对于间接传播更为显著的传染病,社交距离的有效性会降低。本研究有助于为降低暴露风险的政策制定提供定量指导。

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