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Kinetic theory of age-structured stochastic birth-death processes

机译:年龄结构随机生灭过程的动力学理论

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Classical age-structured mass-action models such as the McKendrick-von Foerster equation have been extensively studied but are unable to describe stochastic fluctuations or population-size-dependent birth and death rates. Stochastic theories that treat semi-Markov age-dependent processes using, e.g., the Bellman-Harris equation do not resolve a population's age structure and are unable to quantify population-size dependencies. Conversely, current theories that include size-dependent population dynamics (e.g., mathematical models that include carrying capacity such as the logistic equation) cannot be easily extended to take into account age-dependent birth and death rates. In this paper, we present a systematic derivation of a new, fully stochastic kinetic theory for interacting age-structured populations. By defining multiparticle probability density functions, we derive a hierarchy of kinetic equations for the stochastic evolution of an aging population undergoing birth and death. We show that the fully stochastic age-dependent birth-death process precludes factorization of the corresponding probability densities, which then must be solved by using a Bogoliubov-Born-Green-Kirkwood-Yvon-like hierarchy. Explicit solutions are derived in three limits: no birth, no death, and steady state. These are then compared with their corresponding mean-field results. Our results generalize both deterministic models and existing master equation approaches by providing an intuitive and efficient way to simultaneously model age-and population-dependent stochastic dynamics applicable to the study of demography, stem cell dynamics, and disease evolution.
机译:诸如麦克肯德里克-冯·福斯特(McKendrick-von Foerster)方程之类的经典的年龄结构群众行动模型已得到广泛研究,但无法描述随机波动或依赖人口规模的出生和死亡率。使用例如Bellman-Harris方程来处理半马尔可夫年龄相关过程的随机理论不能解决人口的年龄结构,也无法量化人口规模的依存关系。相反,当前包括大小依赖的人口动态的理论(例如,包括承载能力的数学模型,例如逻辑方程)不能轻易扩展以考虑与年龄有关的出生和死亡率。在本文中,我们提出了一种新的,完全随机的动力学理论,用于与年龄结构化的人口相互作用。通过定义多粒子概率密度函数,我们得出了经历出生和死亡的老龄人口随机演化的动力学方程层次。我们表明,完全随机的与年龄相关的出生-死亡过程排除了相应概率密度的因式分解,然后必须通过使用Bogoliubov-Born-Green-Kirkwood-Yvon-like层次结构来解决。显式解决方案有三个限制:无出生,无死亡和稳定状态。然后将这些与它们相应的平均场结果进行比较。我们的结果通过提供一种直观而有效的方法来同时建模适用于人口统计学,干细胞动力学和疾病演变的年龄和人口相关的随机动力学模型,从而将确定性模型和现有的主方程方法通用化。

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