Epidemic spreading with an awareness-based adaptive mechanism in temporal multiplex networks

IF 1.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Frontiers in Physics Pub Date : 2023-12-12 DOI:10.3389/fphy.2023.1285480
Wenze Xiong, Chunjie Zhou
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Abstract

Social interaction, which is intricate and time-varying, has emerged as a pivotal consideration in epidemic spreading. In this paper, we devise a UAU–SIS model for simulating awareness diffusion and epidemic spreading on temporal multiplex networks. Drawing inspiration from individuals’ self-protection behaviors, a novel adaptive update mechanism is developed. To provide a more precise representation of the collective social interactions encompassing individuals, we introduce the higher-order network structure encompassing temporal variability. Building upon the established framework of the microscopic Markov chain approach (MMCA) for static networks, we extend its applicability to the condition of temporal networks and derive the threshold within the coupled dynamics. Our extensive simulations illuminate the dual role of awareness in epidemic mitigation. Beyond solely diminishing infection probabilities through self-protective measures, individual awareness additionally facilitates to change the network structure to separate them from the infected. By elucidating these fundamental characteristics, our research contributes to advancing more effective strategies for epidemic mitigation and containment.
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在时序多路复用网络中利用基于意识的自适应机制进行流行病传播
在流行病传播过程中,错综复杂且随时间变化的社会互动已成为一个重要的考虑因素。在本文中,我们设计了一个 UAU-SIS 模型,用于模拟时空复用网络上的意识扩散和流行病传播。我们从个体的自我保护行为中汲取灵感,开发了一种新颖的自适应更新机制。为了更精确地表示包含个体的集体社会互动,我们引入了包含时间变异性的高阶网络结构。在针对静态网络的微观马尔可夫链方法(MMCA)的既定框架基础上,我们将其适用性扩展到了时态网络条件,并推导出了耦合动态中的阈值。我们的大量模拟揭示了意识在疫情缓解中的双重作用。除了通过自我保护措施降低感染概率外,个人意识还有助于改变网络结构,将自己与受感染者隔离开来。通过阐明这些基本特征,我们的研究有助于推进更有效的疫情缓解和遏制策略。
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来源期刊
Frontiers in Physics
Frontiers in Physics Mathematics-Mathematical Physics
CiteScore
4.50
自引率
6.50%
发文量
1215
审稿时长
12 weeks
期刊介绍: Frontiers in Physics publishes rigorously peer-reviewed research across the entire field, from experimental, to computational and theoretical physics. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, engineers and the public worldwide.
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