Interplay of simplicial awareness contagion and epidemic spreading on time-varying multiplex networks

被引:29
|
作者
Wang, Huan [1 ]
Zhang, Hai-Feng [1 ]
Zhu, Pei-Can [2 ]
Ma, Chuang [3 ]
机构
[1] Anhui Univ, Sch Math Sci, Key Lab Intelligent Comp & Signal Proc, Minist Educ, Hefei 230601, Peoples R China
[2] Northwestern Polytech Univ, Sch Artificial Intelligence Opt & Elect iOPEN, Xian 710072, Peoples R China
[3] Anhui Univ, Sch Internet, Hefei 230601, Peoples R China
基金
中国国家自然科学基金;
关键词
HIGHER-ORDER INTERACTIONS; BEHAVIOR; DYNAMICS;
D O I
10.1063/5.0099183
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
There has been growing interest in exploring the dynamical interplay of epidemic spreading and awareness diffusion within the multiplex network framework. Recent studies have demonstrated that pairwise interactions are not enough to characterize social contagion processes, but the complex mechanisms of influence and reinforcement should be considered. Meanwhile, the physical social interaction of individuals is not static but time-varying. Therefore, we propose a novel sUAU-tSIS model to characterize the interplay of simplicial awareness contagion and epidemic spreading on time-varying multiplex networks, in which one layer with 2-simplicial complexes is considered the virtual information layer to address the complex contagion mechanisms in awareness diffusion and the other layer with time-varying and memory effects is treated as the physical contact layer to mimic the temporal interaction pattern among population. The microscopic Markov chain approach based theoretical analysis is developed, and the epidemic threshold is also derived. The experimental results show that our theoretical method is in good agreement with the Monte Carlo simulations. Specifically, we find that the synergistic reinforcement mechanism coming from the group interactions promotes the diffusion of awareness, leading to the suppression of the spreading of epidemics. Furthermore, our results illustrate that the contact capacity of individuals, activity heterogeneity, and memory strength also play important roles in the two dynamics; interestingly, a crossover phenomenon can be observed when investigating the effects of activity heterogeneity and memory strength. Published under an exclusive license by AIP Publishing.
引用
收藏
页数:10
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