Frontiers | The coupled awareness-epidemic dynamics with individualized self-initiated awareness in multiplex networks

IF 1.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Frontiers in Physics Pub Date : 2024-07-02 DOI:10.3389/fphy.2024.1437341
Wei Zhang, Yixuan Ye, Zongyi Li, Jiajun Xian, Teng Wang, Dandan Liu, Die Hu, Ming Liu
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Abstract

The outbreak of an epidemic often stimulates the generation of public awareness about epidemic prevention. This heightened awareness encourages individuals to take proactive protective measures, thereby curbing the transmission of the epidemic. Previous research commonly adopts an assumption that each individual has the same probability of awakening self-protection awareness after infection. However, in the real-world process, different individuals may generate varying awareness responses due to the differences in the amount of information received. Therefore, in this study, we first propose a coupled awareness-epidemic spreading model, where the self-initiated awareness of each individual can be influenced by the number of aware neighbors. Subsequently, we develop a Micro Markov Chain Approach to analyze the proposed model and explore the effects of different dynamic and structural parameters on the coupled dynamics. Findings indicate that individual awareness awakening can effectively promote awareness diffusion within the proposed coupled dynamics and inhibit epidemic transmission. Moreover, the influence of awareness diffusion on epidemic transmission exhibits a metacritical point, from which the epidemic threshold increases with the increase in the awareness diffusion probability. The research findings also suggest that the increase in the average degree of virtual-contact networks can reduce the value of the metacritical point, while the change in the average degree of the physical-contact networks does not affect the metacritical point. Finally, we conduct extensive experiments on four real networks and obtain results consistent with the above conclusions. The systematic research findings of this study provide new insights for exploring the interaction between individual awareness and epidemic transmission in the real world.
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前沿 | 多路网络中个体化自发意识的耦合意识-流行动力学
流行病的爆发往往会激发公众的防疫意识。这种意识的提高会鼓励个人主动采取保护措施,从而遏制疫情的传播。以往的研究通常假设每个人在感染后唤醒自我保护意识的概率相同。然而,在现实世界的过程中,不同个体由于接收信息量的差异,可能会产生不同的意识反应。因此,在本研究中,我们首先提出了一个 "意识-流行病传播 "耦合模型,在该模型中,每个人的自发意识会受到意识邻居数量的影响。随后,我们开发了一种微马尔可夫链方法来分析所提出的模型,并探讨了不同动态和结构参数对耦合动态的影响。研究结果表明,个体意识的觉醒可以有效地促进拟议耦合动力学中的意识扩散,抑制流行病的传播。此外,意识扩散对流行病传播的影响呈现出一个元临界点,从这个临界点开始,流行病阈值随着意识扩散概率的增加而增加。研究结果还表明,虚拟接触网络平均程度的增加会降低元临界点的值,而物理接触网络平均程度的变化不会影响元临界点。最后,我们在四个真实网络上进行了大量实验,得到的结果与上述结论一致。本研究的系统性研究成果为探索现实世界中个体意识与流行病传播之间的相互作用提供了新的见解。
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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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