Modeling epidemics dynamics on heterogenous networks

被引:25
作者
Ben-Zion, Yossi [1 ]
Cohen, Yahel [1 ]
Shnerb, Nadav M. [1 ]
机构
[1] Bar Ilan Univ, Dept Phys, IL-52900 Ramat Gan, Israel
关键词
Disease models; Stochasticity; Dispersal; Individual-based models; Star network; Population dynamics; REACTION-DIFFUSION PROCESSES; TRANSPORTATION NETWORK; METAPOPULATION MODELS;
D O I
10.1016/j.jtbi.2010.01.029
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The dynamics of the SIS process on heterogenous networks, where different local communities are connected by airlines, is studied. We suggest a new modeling technique for travelers movement, in which the movement does not affect the demographic parameters characterizing the metapopulation. A solution to the deterministic reaction-diffusion equations that emerges from this model on a general network is presented. A typical example of a heterogenous network, the star structure, is studied in detail both analytically and using agent-based simulations. The interplay between demographic stochasticity, spatial heterogeneity and the infection dynamics is shown to produce some counter-intuitive effects. In particular it was found that, while movement always increases the chance of an outbreak, it may decrease the steady-state fraction of sick individuals. The importance of the modeling technique in estimating the outcomes of a vaccination campaign is demonstrated. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:197 / 204
页数:8
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