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基于 SEIR 复发性网络模型对新加坡 COVID-19 大流行的建模。

Modelling Singapore COVID-19 pandemic with a SEIR multiplex network model.

机构信息

Centre for University Core, Singapore University of Social Sciences, Singapore, 599494, Singapore.

School of Physical & Mathematical Sciences, Nanyang Technological University, Singapore, 637371, Singapore.

出版信息

Sci Rep. 2021 May 12;11(1):10122. doi: 10.1038/s41598-021-89515-7.

Abstract

In this paper, we have implemented a large-scale agent-based model to study the outbreak of coronavirus infectious diseases (COVID-19) in Singapore, taking into account complex human interaction pattern. In particular, the concept of multiplex network is utilized to differentiate between social interactions that happen in households and workplaces. In addition, weak interactions among crowds, transient interactions within social gatherings, and dense human contact between foreign workers in dormitories are also taken into consideration. Such a categorization in terms of a multiplex of social network connections together with the Susceptible-Exposed-Infectious-Removed (SEIR) epidemic model have enabled a more precise study of the feasibility and efficacy of control measures such as social distancing, work from home, and lockdown, at different moments and stages of the pandemics. Using this model, we study an epidemic outbreak that occurs within densely populated residential areas in Singapore. Our simulations show that residents in densely populated areas could be infected easily, even though they constitute a very small fraction of the whole population. Once infection begins in these areas, disease spreading is uncontrollable if appropriate control measures are not implemented.

摘要

在本文中,我们实施了一个大规模的基于代理的模型,以研究新加坡冠状病毒传染病(COVID-19)的爆发情况,同时考虑到复杂的人类互动模式。特别是,利用了多重网络的概念来区分家庭和工作场所中发生的社会互动。此外,还考虑了人群之间的弱相互作用、社交聚会中的短暂相互作用以及宿舍中外籍工人之间的密集人际接触。这种根据社会网络连接的多重性进行分类,以及易感-暴露-感染-清除(SEIR)传染病模型,使得在疫情的不同阶段和时刻,能够更精确地研究社交距离、居家办公和封锁等控制措施的可行性和效果。使用这个模型,我们研究了在新加坡人口密集的居民区中发生的传染病爆发情况。我们的模拟表明,即使人口密集地区的居民只占总人口的一小部分,他们也很容易感染。如果不实施适当的控制措施,一旦这些地区开始感染,疾病传播将无法控制。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6650/8115043/ec0bc9ccd1d9/41598_2021_89515_Fig1_HTML.jpg

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