Effects of noise on some dynamical models in ecology |
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Authors: | W. M. Schaffer S. Ellner M. Kot |
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Affiliation: | (1) Department of Ecology and Evolutionary Biology, The University of Arizona, 85721 Tucson, AZ, USA;(2) Program in Applied Mathematics, The University of Arizona, 85721 Tucson, AZ, USA;(3) Department of Applied Mathematics, Weizmann Institute of Science, 76100 Rehovot, Israel;(4) Present address: Biomathematics Program, Department of Statistics, North Carolina State University, 27695 Raleigh, NC, USA |
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Abstract: | ![]() We investigate effects of random perturbations on the dynamics of one-dimensional maps (single species difference equations) and of finite dimensional flows (differential equations for n species). In particular, we study the effects of noise on the invariant measure, on the correlation dimension of the attractor, and on the possibility of detecting the nonlinear deterministic component by applying reconstruction techniques to the time series of population abundances. We conclude that adding noise to maps with a stable fixed-point obscures the underlying determinism. This turns out not to be the case for systems exhibiting complex periodic or chaotic motion, whose essential properties are more robust. In some cases, adding noise reveals deterministic structure which otherwise could not be observed. Simulations suggest that similar results hold for flows whose attractor is almost two-dimensional. |
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Keywords: | Nonlinear dynamics Noise Chaos Ecology |
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