Dynamics of information-awareness-epidemic-activity coevolution in multiplex networks

被引:5
|
作者
Chen, Jie [1 ]
Hu, Maobin [2 ]
Cao, Jinde [1 ]
机构
[1] Southeast Univ, Sch Math, Nanjing 210096, Peoples R China
[2] Univ Sci & Technol China, Sch Engn Sci, Hefei 230026, Peoples R China
来源
PHYSICAL REVIEW RESEARCH | 2023年 / 5卷 / 03期
基金
中国博士后科学基金;
关键词
COMPLEX NETWORKS; IMPACT;
D O I
10.1103/PhysRevResearch.5.033065
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Epidemic spreading and awareness diffusion are typically driven by information exchange and physical contact generated by activities, respectively, evolving in a synergistic manner. In response to this reality, we propose a dynamic model of information-awareness-epidemic-activity coevolution on a four-layer network. Our findings reveal the presence of an optimal coupling between information contact preference and activity contact preference, which efficiently suppresses epidemic spreading. Specifically, the disease-related information should be targeted towards individuals who engage in more activities, enhancing their awareness and resistance to infection. Examining the epidemic situation, we observe that the epidemic threshold can be moderately increased with higher information levels but significantly decreased with increased activity frequency. Quantitatively, we establish that the epidemic threshold is strictly inversely proportional to the activity frequency. By integrating the microscopic Markov chain approach with the mean-field method, we provide theoretical insights into the system's state size and epidemic threshold. We derive an explicit expression for the critical combination of information level and activity frequency required to prevent epidemic outbreaks. These results are consistently supported by extensive Monte Carlo simulations on both heterogeneous scale-free multiplex networks and homogeneous Erdo ˝s-Renyi multiplex networks. This research emphasizes the crucial importance of reducing physical contact through activities as a key preventive measure against epidemics, complementing the focus on information dissemination to raise awareness.
引用
收藏
页数:14
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