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Modeling persistence of motion in a crowded environment: The diffusive limit of excluding velocity-jump processes

机译:在拥挤的环境中建模持久性持久性:排除速度跳跃过程的扩散极限

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摘要

Persistence of motion is the tendency of an object to maintain motion in a direction for short time scales without necessarily being biased in any direction in the long term. One of the most appropriate mathematical tools to study this behavior is an agent-based velocity-jump process. In the absence of agent-agent interaction, the mean-field continuum limit of the agent-based model (ABM) gives rise to the well known hyperbolic telegraph equation. When agent-agent interaction is included in the ABM, a strictly advective system of partial differential equations (PDEs) can be derived at the population level.However, no diffusive limit of theABMhas been obtained from such a model. Connecting the microscopic behavior of the ABM to a diffusive macroscopic description is desirable, since it allows the exploration of a wider range of scenarios and establishes a direct connection with commonly used statistical tools of movement analysis. In order to connect the ABM at the population level to a diffusive PDE at the population level, we consider a generalization of the agent-based velocity-jump process on a two-dimensional lattice with three forms of agent interaction. This generalization allows us to take a diffusive limit and obtain a faithful population-level description. We investigate the properties of the model at both the individual and population levels and we elucidate some of the models' key characteristic features. In particular, we show an intrinsic anisotropy inherent to the models and we find evidence of a spontaneous form of aggregation at both the micro- and macroscales.
机译:运动的持久性是物体在短时间尺度的方向上保持运动的趋势,而不需要长期偏向任何方向。要研究此行为的最合适的数学工具之一是基于代理的速度跳跃过程。在没有药剂 - 代理相互作用的情况下,基于代理的模型(ABM)的平均场连续极限产生了众所周知的双曲线电报方程。当在ABM中包括药剂 - 试剂相互作用时,可以在人口水平中衍生出局部微分方程(PDE)的严格平流的系统。然而,从这种模型中没有获得TheaBMHA的扩散极限。将ABM的显微性行为连接到扩散宏观描述,因为它允许探索更广泛的场景并建立与常用的运动分析工具的直接连接。为了将ABM连接到人口水平的扩散PDE,我们考虑在具有三种形式的试剂相互作用的二维格子上的基于代理的速度跳跃过程的推广。这种概括使我们能够采取漫游的限制并获得忠实的人口级描述。我们调查个人和人口水平的模型的属性,我们阐明了一些模型的关键特征。特别是,我们展示了模型固有的内在各向异性,并且我们在微观和宏观上发现了一种自发聚集形式的证据。

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