Role of low-pass filtering in the process of attractor reconstruction from experimental chaotic time series

W.F. Lawkins, C. Stewart Daw, Darryl J. Downing, Ned E. Clapp

Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · 1993 · 15 citations · 9 references

Concepts

Abstract

We discuss issues concerning the reconstruction of attractors from experimental chaotic time-series data using Takens's method of delays [in Proceedings of the Warwick Symposium, 1981, edited by D. A. Rand and L. S. Young (Springer, New York, 1981)]. The focus of this paper is on the selection of appropriate lag-time and embedding-dimension values with an emphasis on the relationship between those parameters and data-measurement considerations. We are particularly interested in the effect that low-pass filtering has on the appearance and measured properties of reconstructed attractors. Empirical results are presented using data measured from a laboratory fluidized bed and from data generated by integrating the Lorenz [J. Atmospheric Sci. 20, 130 (1963)] and Franceschini [Physica 6D, 285 (1983)] models of chaotic dynamic systems.

References

9