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Evidence for intermittency and a truncated power law from highly resolved aphid movement data

机译:来自高度解析的蚜虫运动数据的间歇性证据和幂律被截断

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摘要

Power laws are increasingly used to describe animal movement. Despite this, the use of power laws has been criticized on both empirical and theoretical grounds, and alternative models based on extensions of conventional random walk theory (Brownian motion) have been suggested. In this paper, we analyse a large volume of data of aphid walking behaviour (65 068 data points), which provides a highly resolved dataset to investigate the pattern of movement. We show that aphid movement is intermittent—with alternations of a slow movement with frequent change of direction and a fast, relatively directed movement—and that the fast movement consists of two phases—a strongly directed phase that gradually changes into an uncorrelated random walk. By measuring the mean-squared displacement and the duration of non-stop movement episodes we found that both spatial and temporal aspects of aphid movement are best described using a truncated power law approach. We suggest that the observed spatial pattern arises from the duration of non-stop movement phases rather than from correlations in turning angles. We discuss the implications of these findings for interpreting movement data, such as distinguishing between movement and non-movement, and the effect of the range of data used in the analysis on the conclusions.
机译:功率定律越来越多地用于描述动物的运动。尽管如此,在经验和理论上都对使用幂定律提出了批评,并提出了基于传统随机游走理论扩展(布朗运动)的替代模型。在本文中,我们分析了大量的蚜虫步行行为数据(65 068个数据点),这为研究运动模式提供了高度解析的数据集。我们证明了蚜虫的运动是间歇性的-缓慢运动的交替与方向的频繁变化和快速,相对有方向的运动-且快速运动由两个阶段组成-一个有力的阶段逐渐变成不相关的随机游走。通过测量均方位移和不间断运动发作的持续时间,我们发现使用截短幂定律方法可以最好地描述蚜虫运动的空间和时间方面。我们建议观察到的空间模式是由不停运动阶段的持续时间而不是转角的相关性引起的。我们讨论了这些发现对解释运动数据的含义,例如区分运动与非运动,以及分析中使用的数据范围对结论的影响。

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