LOCAL NONLINEAR FILTERING

Citation
G. Kember et al., LOCAL NONLINEAR FILTERING, Journal of nonlinear science, 7(5), 1997, pp. 411-425
Citations number
24
Categorie Soggetti
Mathematics,"Mathematical Method, Physical Science",Mathematics,Mechanics
ISSN journal
09388974
Volume
7
Issue
5
Year of publication
1997
Pages
411 - 425
Database
ISI
SICI code
0938-8974(1997)7:5<411:LNF>2.0.ZU;2-2
Abstract
Classical methods of filtering time series use Fourier power spectral analysis to separate signals from noise. Improved methods of signal se paration can be developed by using projection techniques based on conc epts of nonlinear dynamics. However, such methods are limited in their ability to distinguish between dynamically independent signals. Here we show how it is possible to combine Fourier projection with local no nlinear prediction to provide a methodology which can, in principle, r ecognise independent dynamical signals. We apply the methodology to a variety of chaotic signals with superimposed sine waves, and show how the sine wave frequency can be recognised dynamically (but not spectra lly).