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首页> 外文期刊>Journal of Theoretical Biology >Using singular perturbations to reduce an epidemiological model: application to bovine viral diarrhoea virus within-herd spread.
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Using singular perturbations to reduce an epidemiological model: application to bovine viral diarrhoea virus within-herd spread.

机译:使用奇异摄动减少流行病学模型:应用于牛病毒性腹泻病毒群内传播。

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Studying the spread of a pathogen in a managed metapopulation such as cattle herds in a geographical region often requires to take into account both the within- and between-herd transmission dynamics. This can lead to high-dimensional metapopulation systems resulting from the coupling of several within-herd transmission models. To tackle this problem, we aim in this paper at reducing the dimension of a tractable but realistic dynamical system reproducing the within-herd spread. The context chosen to illustrate our purpose is bovine viral diarrhoea virus (BVDV) transmission in a cattle herd structured in two age classes and several epidemiological states, including two infectious states (transiently and persistently infected). Different time scales, corresponding to the epidemiological and demographic processes, are identified which allow to build a reduced model. Singular perturbation technique is used to prove that, under some non-restrictive conditions on parameter values, the behaviour of the original system is quite accurately approximated by that of the reduced system. Simulations are also performed to corroborate the approximation quality. Our study illustrates the methodological interest of using singular perturbations to reduce model complexity. It also rigorously proves the biologically intuitive assumption that transiently infected individuals can be neglected in a homogeneous population, when capturing the global dynamics of BVDV spread.
机译:研究病原体在可管理的种群中的传播,例如地理区域的牛群,通常需要同时考虑种群内部和种群之间的传播动态。这可能会由于多个内部群内传播模型的耦合而导致高维子种群系统。为了解决这个问题,我们的目标是减少可再现但又真实的动态系统的尺寸,该系统重现了内部传播。为了说明我们的目的而选择的背景是牛病毒性腹泻病毒(BVDV)在牛群中的传播,该牛群具有两个年龄段和几种流行病学状态,其中包括两个传染性状态(暂时性和持续性感染)。确定了与流行病学和人口统计学过程相对应的不同时间尺度,从而可以建立简化模型。奇异摄动技术被用来证明,在参数值的一些非限制性条件下,原始系统的行为可以非常精确地近似于简化系统的行为。还执行仿真以证实近似质量。我们的研究表明了使用奇异摄动降低模型复杂度的方法学意义。它也严格地证明了生物学上的直觉假设,即在捕获BVDV传播的全球动态时,可以在同质人群中忽略短暂感染的个体。

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