Plateau onset for correlation dimension: When does it occur?
- 21 June 1993
- journal article
- research article
- Published by American Physical Society (APS) in Physical Review Letters
- Vol. 70 (25) , 3872-3875
- https://doi.org/10.1103/physrevlett.70.3872
Abstract
Chaotic experimental systems are often investigated using delay coordinates. Estimated values of the correlation dimension in delay coordinate space typically increase with the number of delays and eventually reach a plateau (on which the dimension estimate is relatively constant) whose value is commonly taken as an estimate of the correlation dimension of the underlying chaotic attractor. We report a rigorous result which implies that, for long enough data sets, the plateau begins when the number of delay coordinates first exceeds . Numerical experiments are presented. We also discuss how lack of sufficient data can produce results that seem to be inconsistent with the theoretical prediction.
Keywords
This publication has 14 references indexed in Scilit:
- EmbedologyJournal of Statistical Physics, 1991
- Low‐dimensional chaos in magnetospheric activity from AE time seriesGeophysical Research Letters, 1990
- Attractor dimension of nonstationary dynamical systems from small data setsPhysical Review A, 1989
- The weather attractor over very short timescalesNature, 1988
- Strange attractors in weakly turbulent Couette-Taylor flowPhysical Review A, 1987
- Ergodic theory of chaos and strange attractorsReviews of Modern Physics, 1985
- Characterization of experimental (noisy) strange attractorsPhysical Review A, 1984
- Estimation of the Kolmogorov entropy from a chaotic signalPhysical Review A, 1983
- Characterization of Strange AttractorsPhysical Review Letters, 1983
- Oscillation and Chaos in Physiological Control SystemsScience, 1977