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A New Stochastic Individual-Based Model for Pattern Formation and its Application to Predator–Prey Systems

机译:基于随机个体的模式形成新模型及其在捕食-被捕食系统中的应用

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摘要

Reaction–diffusion theory has played a very important role in the study of pattern formation in biology. However, a group of individuals is described by a single state variable representing population density in reaction–diffusion models, and interaction between individuals can be included only phenomenologically. In this paper, we propose a new scheme that seamlessly combines individual-based models with elements of reaction–diffusion theory and apply it to predator–prey systems as a test of our scheme. In the model, starvation periods and the time to reproductive maturity are modeled for individual predators. Similarly, the life cycle and time to reproductive maturity of an individual prey are modeled. Furthermore, both predators and prey migrate through a two-dimensional space. To include animal migration in the model, we use a relationship between the diffusion and the random numbers generated according to a two-dimensional bivariate normal distribution. Despite the simplicity of this model, our scheme successfully produces logistic patterns and oscillations in the population size of both predator and prey. The peak for the predator population oscillation lags slightly behind the prey peak. The simplicity of this scheme will aid additional study of spatially distributed negative-feedback systems.
机译:反应扩散理论在生物学模式形成研究中发挥了非常重要的作用。但是,一组个人用一个状态变量来描述,该状态变量表示反应扩散模型中的人口密度,并且个人之间的相互作用只能从现象学上包括在内。在本文中,我们提出了一种新的方案,该方案将基于个体的模型与反应扩散理论的要素无缝地结合在一起,并将其应用于捕食者-被捕食者系统作为对我们方案的测试。在该模型中,为单个捕食者建模了饥饿期和生殖成熟时间。类似地,对单个猎物的生命周期和生殖成熟时间进行了建模。此外,捕食者和猎物都在二维空间中迁移。为了在模型中包括动物迁徙,我们使用了扩散与根据二维二元正态分布生成的随机数之间的关系。尽管该模型非常简单,但我们的方案仍成功地产生了后勤模式,并且捕食者和被捕食者的种群数量都出现了波动。捕食者种群振荡的峰值略微落后于猎物峰值。该方案的简单性将有助于对空间分布的负反馈系统的进一步研究。

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