Please use this identifier to cite or link to this item: https://hdl.handle.net/1959.11/9401
Title: A general random walk model for the leptokurtic distribution of organism movement: Theory and application
Contributor(s): Zhang, X (author); Johnson, S N (author); Crawford, J W (author); Gregory, P J (author); Young, Iain  (author)
Publication Date: 2007
DOI: 10.1016/j.ecolmodel.2006.07.016
Handle Link: https://hdl.handle.net/1959.11/9401
Abstract: The movement of organisms is usually leptokurtic in which some individuals move long distances while the majority remains at or near the area they are released. There has been extensive research into the origin of such leptokurtic movement, but one important aspect that has been overlooked is that the foraging behaviour of most organisms is not Brownian as assumed in most existing models. In this paper we show that such non-Brownian foraging indeed gives rise to leptokurtic distribution. We first present a general random walk model to describe the organism movement by breaking the foraging of each individual into events of active movement and inactive stationary period; its foraging behaviour is therefore fully characterized by a joint probability of how far the individual can move in each active movement and the duration it remains stationary between two consecutive movements. The spatio-temporal distribution of the organism can be described by a generalized partial differential equation, and the leptokurtic distribution is a special case when the stationary period is not exponentially distributed. Empirical observations of some organisms living in different habitats indicated that their rest time shows a power-law distribution, and we speculate that this is general for other organisms. This leads to a fractional diffusion equation with three parameters to characterize the distributions of stationary period and movement distance. A method to estimate the parameters from empirical data is given, and we apply the model to simulate the movement of two organisms living in different habitats: a stream fish (Cyprinidae: 'Nocomis leptocephalus') in water, and a root-feeding weevil, 'Sitona lepidus' in the soil. Comparison of the simulations with the measured data shows close agreement. This has an important implication in ecology that the leptokurtic distribution observed at population level does not necessarily mean population heterogeneity as most existing models suggested, in which the population consists of different phenotypes; instead, a homogeneous population moving in homogeneous habitat can also lead to leptokurtic distribution.
Publication Type: Journal Article
Source of Publication: Ecological Modelling, 200(1-2), p. 79-88
Publisher: Elsevier BV
Place of Publication: Amsterdam, The Netherlands
ISSN: 1872-7026
0304-3800
Field of Research (FOR): 060208 Terrestrial Ecology
050303 Soil Biology
050305 Soil Physics
050399 Soil Sciences not elsewhere classified
Socio-Economic Outcome Codes: 961402 Farmland, Arable Cropland and Permanent Cropland Soils
Peer Reviewed: Yes
HERDC Category Description: C1 Refereed Article in a Scholarly Journal
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