ESTIMATION OF THE DIMENSION OF A NOISY ATTRACTOR

Citation
Jc. Schouten et al., ESTIMATION OF THE DIMENSION OF A NOISY ATTRACTOR, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics, 50(3), 1994, pp. 1851-1861
Citations number
19
Categorie Soggetti
Physycs, Mathematical","Phsycs, Fluid & Plasmas
ISSN journal
1063651X
Volume
50
Issue
3
Year of publication
1994
Pages
1851 - 1861
Database
ISI
SICI code
1063-651X(1994)50:3<1851:EOTDOA>2.0.ZU;2-X
Abstract
A simple method is proposed to estimate the correlation dimension of a noisy chaotic attractor. The method is based on the observation that the noise induces a bias in the observed distances of trajectories, wh ich tend to appear farther apart than they are. Under the assumption o f noise being strictly bounded in amplitude, this leads to a rescaling of interpoint distances on the attractor. A correlation integral func tion is obtained that accounts for this effect of noise. The applicabi lity of the method is illustrated with two examples, viz., the Lorenz attractor with additive noise and experimental time series of pressure fluctuation data measured in gas-solid fluidized beds.