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使用分区策略对多层网络中的部分封锁进行建模。

Modeling partial lockdowns in multiplex networks using partition strategies.

作者信息

Plazas Adrià, Malvestio Irene, Starnini Michele, Díaz-Guilera Albert

机构信息

Departament de Física de la Matèria Condensada, Universitat de Barcelona, 08028 Barcelona, Catalonia Spain.

Universitat de Barcelona Institute of Complex Systems (UBICS), Universitat de Barcelona, 08028 Barcelona, Catalonia Spain.

出版信息

Appl Netw Sci. 2021;6(1):27. doi: 10.1007/s41109-021-00366-7. Epub 2021 Apr 1.

Abstract

UNLABELLED

National stay-at-home orders, or lockdowns, were imposed in several countries to drastically reduce the social interactions mainly responsible for the transmission of the SARS-CoV-2 virus. Despite being essential to slow down the COVID-19 pandemic, these containment measures are associated with an economic burden. In this work, we propose a network approach to model the implementation of a partial lockdown, breaking the society into disconnected components, or partitions. Our model is composed by two main ingredients: a multiplex network representing human contacts within different contexts, formed by a Household layer, a Work layer, and a Social layer including generic social interactions, and a Susceptible-Infected-Recovered process that mimics the epidemic spreading. We compare different partition strategies, with a twofold aim: reducing the epidemic outbreak and minimizing the economic cost associated to the partial lockdown. We also show that the inclusion of unconstrained social interactions dramatically increases the epidemic spreading, while different kinds of restrictions on social interactions help in keeping the benefices of the network partition.

SUPPLEMENTARY INFORMATION

The online version contains supplementary material available at 10.1007/s41109-021-00366-7.

摘要

未标注

几个国家实施了全国性的居家令或封锁措施,以大幅减少主要导致严重急性呼吸综合征冠状病毒2(SARS-CoV-2)传播的社交互动。尽管这些遏制措施对于减缓2019冠状病毒病(COVID-19)大流行至关重要,但它们也带来了经济负担。在这项工作中,我们提出一种网络方法来模拟部分封锁的实施,将社会分解为不相连的组件或分区。我们的模型由两个主要部分组成:一个多层网络,代表不同背景下的人际接触,由家庭层、工作层和包括一般社交互动的社交层构成;以及一个模仿疫情传播的易感-感染-康复过程。我们比较了不同的分区策略,有两个目的:减少疫情爆发并使与部分封锁相关的经济成本最小化。我们还表明,纳入无限制的社交互动会显著增加疫情传播,而对社交互动的不同类型限制有助于保持网络分区的益处。

补充信息

在线版本包含可在10.1007/s41109-021-00366-7获取的补充材料。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/afb2/8012750/ef3a13178a63/41109_2021_366_Fig1_HTML.jpg

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