The use of generalized information dimension in measuring fractal dimension of time series

Authors
Citation
Y. Ashkenazy, The use of generalized information dimension in measuring fractal dimension of time series, PHYSICA A, 271(3-4), 1999, pp. 427-447
Citations number
42
Categorie Soggetti
Physics
Journal title
PHYSICA A
ISSN journal
03784371 → ACNP
Volume
271
Issue
3-4
Year of publication
1999
Pages
427 - 447
Database
ISI
SICI code
0378-4371(19990915)271:3-4<427:TUOGID>2.0.ZU;2-O
Abstract
An algorithm for calculating generalized fractal dimension of a time series using the general information function is presented. The algorithm is base d on a strings sort technique and requires O(N log(2)N) computations. A rou gh estimate for the number of points needed for the fractal dimension calcu lation is given. The algorithm was tested on analytic example as well as we ll-known examples, such as, the Lorenz attractor, the Rossler attractor, th e van der Pol oscillator, and the Mackey-Glass equation, and compared, succ essfully, with previous results published in the literature. The computatio n time for the algorithm suggested in this paper is much less than the comp utation time according to other methods. (C) 1999 Elsevier Science B.V. All rights reserved.