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采样率与 Lévy 和非 Lévy 运动路径的误识别。

Sampling rate and misidentification of Lévy and non-Lévy movement paths.

机构信息

Biomathematics Research Centre, University of Canterbury, Private Bag 4800, Christchurch, New Zealand.

出版信息

Ecology. 2009 Dec;90(12):3546-53. doi: 10.1890/09-0079.1.

Abstract

A large number of empirical studies have attributed Lévy search patterns to the foraging movements of animals. Typically, this is done by fitting a power-law distribution with an exponent of 1 < mu < or = 3 to the observed step lengths. Most studies record the animal's location at equally spaced time intervals, which are sometimes significantly longer than the natural time scale of the animal's movements. The collected data thus represent a subsample of the animal's movement. In this paper, the effect of subsampling on the observed properties of both Lévy and non-Lévy simulated movement paths is investigated. We find that the apparent properties of the observed movement path can be sensitive to the sampling rate even though Lévy search patterns are supposedly scale-independent. We demonstrate that, in certain contexts and dependent on the sampling rate used in observation, it is possible to misidentify a non-Lévy movement path as being a Lévy path. We also demonstrate that a Lévy movement path can be misidentified as a non-Lévy path, but this is dependent on the value of mu of the original simulated path, with the greatest uncertainty for mu = 2. We discuss the implications of these results in the context of studies of animal movements and foraging behavior.

摘要

大量的实证研究将 Lévy 搜索模式归因于动物的觅食运动。通常,这是通过对观测到的步长拟合幂律分布来实现的,幂律分布的指数 1 < mu < or = 3。大多数研究记录动物的位置在等时间间隔,这些时间间隔有时明显长于动物运动的自然时间尺度。因此,收集的数据代表了动物运动的一个子样本。在本文中,研究了子采样对观察到的 Lévy 和非 Lévy 模拟运动路径的观察特性的影响。我们发现,即使 Lévy 搜索模式应该是与尺度无关的,观察到的运动路径的明显特性也可能对采样率敏感。我们证明,在某些情况下并且取决于观测中使用的采样率,有可能将非 Lévy 运动路径错误地识别为 Lévy 路径。我们还证明,Lévy 运动路径可能被错误地识别为非 Lévy 路径,但这取决于原始模拟路径的 mu 值,对于 mu = 2,不确定性最大。我们在动物运动和觅食行为研究的背景下讨论了这些结果的意义。

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