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
  • [31] Epidemic spreading on networks with vaccination
    Shi Hong-Jing
    Duan Zhi-Sheng
    Chen Guan-Rong
    Li Rong
    CHINESE PHYSICS B, 2009, 18 (08) : 3309 - 3317
  • [32] Epidemic spreading in complex networks
    Jie Zhou
    Zong-hua Liu
    Frontiers of Physics in China, 2008, 3 : 331 - 348
  • [33] Epidemic spreading on evolving networks
    Yang, Jin-Xuan
    INTERNATIONAL JOURNAL OF MODERN PHYSICS B, 2019, 33 (23):
  • [34] Epidemic spreading in complex networks
    Zhou, Jie
    Liu, Zong-hua
    FRONTIERS OF PHYSICS IN CHINA, 2008, 3 (03): : 331 - 348
  • [35] Epidemic spreading in evolving networks
    Schwarzkopf, Yonathan
    Rakos, Attila
    Mukamel, David
    PHYSICAL REVIEW E, 2010, 82 (03):
  • [36] Epidemic Spreading in Trajectory Networks
    Pechlivanoglou, Tilemachos
    Li, Jing
    Sun, Jialin
    Heidari, Farzaneh
    Papagelis, Manos
    BIG DATA RESEARCH, 2022, 27
  • [37] Epidemic spreading in community networks
    Liu, ZH
    Hu, BB
    EUROPHYSICS LETTERS, 2005, 72 (02): : 315 - 321
  • [38] Epidemic spreading in complex networks
    Ruan ZhongYuan
    SCIENTIA SINICA-PHYSICA MECHANICA & ASTRONOMICA, 2020, 50 (01)
  • [39] Interplay of simplicial awareness contagion and epidemic spreading on time-varying multiplex networks
    Wang, Huan
    Zhang, Hai-Feng
    Zhu, Pei-Can
    Ma, Chuang
    CHAOS, 2022, 32 (08)
  • [40] A New Coupled Awareness-Epidemic Spreading Model with Neighbor Behavior on Multiplex Networks
    Zuo, Chao
    Wang, Anjing
    Zhu, Fenping
    Meng, Zeyang
    Zhao, Xueke
    COMPLEXITY, 2021, 2021