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用可变接触率对流行病进行建模。

Modelling epidemics with variable contact rates.

作者信息

Greenhalgh D, Das R

机构信息

Department of Statistics and Modelling Science, University of Strathclyde, Glasgow, Scotland.

出版信息

Theor Popul Biol. 1995 Apr;47(2):129-79. doi: 10.1006/tpbi.1995.1006.

Abstract

In this paper we look at models for epidemics where the contact rate is a monotone increasing function of the population density. The background death rate also depends on the population density. We first examine the case of a constant contact rate (motivated by AIDS) and here obtain some global stability results. We consider an SIR model where a typical individual starts off susceptible, at some stage catches the disease and after a short infectious period becomes permanently immune. We also look at the effects of vaccination. First we perform an equilibrium and local stability analysis. Next we reformulate the model in terms of the proportions of individuals susceptible, infected, and immune to obtain some global stability results. We find three possible equilibrium values: one where the population is extinct, one where the disease has died out but the population has not died out, and a unique equilibrium where disease is present. We determine conditions for global stability of these equilibria. For certain parameter values none of these equilibria are locally stable. In this case there is a formal proportional endemic equilibrium with a strictly positive proportion of infected individuals. We expect the population size to die out but the proportions of susceptible, infected, and immune individuals to tend to this endemic proportional equilibrium. We find two critical contact rates which help determine the behaviour of the system. Next we extend some of these results to the case where the contact rate depends on population density. Finally the paper examines these results further using numerical methods.

摘要

在本文中,我们研究接触率是人口密度单调递增函数的流行病模型。背景死亡率也取决于人口密度。我们首先考察接触率恒定的情况(受艾滋病启发),并在此获得一些全局稳定性结果。我们考虑一个SIR模型,其中一个典型个体开始时易感,在某个阶段感染疾病,经过短暂的传染期后永久免疫。我们还研究了疫苗接种的影响。首先,我们进行平衡和局部稳定性分析。接下来,我们根据易感、感染和免疫个体的比例重新构建模型,以获得一些全局稳定性结果。我们发现三个可能的平衡值:一个是种群灭绝的情况,一个是疾病消失但种群未灭绝的情况,以及一个疾病存在的唯一平衡。我们确定这些平衡的全局稳定性条件。对于某些参数值,这些平衡都不是局部稳定的。在这种情况下,存在一个形式上的比例流行平衡,其中感染个体的比例严格为正。我们预计种群规模会灭绝,但易感、感染和免疫个体的比例会趋向于这个流行比例平衡。我们找到两个关键接触率,它们有助于确定系统的行为。接下来,我们将其中一些结果扩展到接触率取决于人口密度的情况。最后,本文使用数值方法进一步研究这些结果。

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