The influence of awareness on epidemic spreading on random networks

被引:16
|
作者
Li, Meili [1 ]
Wang, Manting [1 ]
Xue, Shuyang [2 ]
Ma, Junling [3 ]
机构
[1] Donghua Univ, Sch Sci, Shanghai 201620, Peoples R China
[2] Donghua Univ, Sch Informat Sci & Technol, Shanghai 201620, Peoples R China
[3] Univ Victoria, Dept Math & Stat, Victoria, BC V8W 2Y2, Canada
基金
中国国家自然科学基金; 加拿大自然科学与工程研究理事会;
关键词
Awareness; Contact network; Disease dynamics; Basic reproduction number; Final epidemic size; SIR DYNAMICS; HONG-KONG; IMPACT; SARS;
D O I
10.1016/j.jtbi.2019.110090
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
During an outbreak, the perceived infection risk of an individual affects his/her behavior during an epidemic to lower the risk. We incorporate the awareness of infection risk into the Volz-Miller SIR epidemic model, to study the effect of awareness on disease dynamics. We consider two levels of awareness, the local one represented by the prevalence among the contacts of an individual, and the global one represented by the prevalence in the population. We also consider two possible effects of awareness: reducing infection rate or breaking infectious edges. We use the next generation matrix method to obtain the basic reproduction number of our models, and show that awareness acquired during an epidemic does not affect the basic reproduction number. However, awareness acquired from outbreaks in other regions before the start of the local epidemic reduces the basic reproduction number. Awareness always reduces the final size of an epidemic. Breaking infectious edges causes a larger reduction than reducing the infection rate. If awareness reduces the infection rate, the reduction increases with both local and global awareness. However, if it breaks infectious edges, the reduction may not be monotonic. For the same awareness, the reduction may reach a maximum on some intermediate infection rates. Whether local or global awareness has a larger effect on reducing the final size depends on the network degree distribution and the infection rate. (C) 2019 Elsevier Ltd. All rights reserved.
引用
收藏
页数:8
相关论文
共 50 条
  • [1] The impact of awareness on epidemic spreading in networks
    Wu, Qingchu
    Fu, Xinchu
    Small, Michael
    Xu, Xin-Jian
    [J]. CHAOS, 2012, 22 (01)
  • [2] Epidemic spreading in random rectangular networks
    Estrada, Ernesto
    Meloni, Sandro
    Sheerin, Matthew
    Moreno, Yamir
    [J]. PHYSICAL REVIEW E, 2016, 94 (05)
  • [3] Epidemic Spreading with Heterogeneous Awareness on Human Networks
    Lu, Yanling
    Jiang, Guoping
    Wang, Zhengxin
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2017, 2017
  • [4] Epidemic spreading with awareness and different timescales in multiplex networks
    Ventura da Silva, Paulo Cesar
    Velasquez-Rojas, Fatima
    Connaughton, Colm
    Vazquez, Federico
    Moreno, Yamir
    Rodrigues, Francisco A.
    [J]. PHYSICAL REVIEW E, 2019, 100 (03)
  • [5] Epidemic Spreading in Metapopulation Networks Coupled With Awareness Propagation
    Gao, Shupeng
    Dai, Xiangfeng
    Wang, Lin
    Perra, Nicola
    Wang, Zhen
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2023, 53 (12) : 7686 - 7698
  • [6] Epidemic spreading with awareness diffusion on activity-driven networks
    Hu, Ping
    Ding, Li
    An, Xuming
    [J]. PHYSICAL REVIEW E, 2018, 98 (06)
  • [7] The Impact of Heterogeneity and Awareness in Modeling Epidemic Spreading on Multiplex Networks
    Scata, Marialisa
    Di Stefano, Alessandro
    Lio, Pietro
    La Corte, Aurelio
    [J]. SCIENTIFIC REPORTS, 2016, 6
  • [8] Competition between awareness and epidemic spreading in homogeneous networks with demography
    Peng, Xiao-Long
    Li, Chun-Yan
    Qi, Hong
    Sun, Gui-Quan
    Wang, Zhen
    Wu, Yong-Ping
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2022, 420
  • [9] Dynamical Interplay between Awareness and Epidemic Spreading in Multiplex Networks
    Granell, Clara
    Gomez, Sergio
    Arenas, Alex
    [J]. PHYSICAL REVIEW LETTERS, 2013, 111 (12)
  • [10] The Impact of Heterogeneity and Awareness in Modeling Epidemic Spreading on Multiplex Networks
    Marialisa Scatà
    Alessandro Di Stefano
    Pietro Liò
    Aurelio La Corte
    [J]. Scientific Reports, 6