Improved correlation dimension calculation

Citation
Jc. Sprott et G. Rowlands, Improved correlation dimension calculation, INT J B CH, 11(7), 2001, pp. 1865-1880
Citations number
20
Categorie Soggetti
Multidisciplinary
Journal title
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS
ISSN journal
02181274 → ACNP
Volume
11
Issue
7
Year of publication
2001
Pages
1865 - 1880
Database
ISI
SICI code
0218-1274(200107)11:7<1865:ICDC>2.0.ZU;2-X
Abstract
For many chaotic systems, accurate calculation of the correlation dimension from measured data is difficult because of very slow convergence as the sc ale size is reduced. This problem is often caused by the highly nonuniform measure on the attractor, This paper proposes a method for collecting data at large scales and extrapolating to the limit of zero scale. The result is a vastly reduced required number of data points for a given accuracy in th e measured dimension. The method is illustrated in detail for one-dimension al maps and then applied to more complicated maps and flows. Values are giv en for the correlation dimension of many standard chaotic systems.