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Additive nonparametric reconstruction of dynamical systems from time series
Markus Abel1, Karsten Ahnert, Jürgen Kurths
1Institute of Physics, University of Potsdam, 14415 Potsdam, Germany. markus@stat.physik.uni-potsdam.de
Physical Review. E, Statistical, Nonlinear, and Soft Matter Physics
|February 9, 2005
Abstract:
We present a nonparametric way to retrieve an additive system of differential equations in embedding space from a single time series. These equations can be treated with dynamical systems theory and allow for long-term predictions. We apply our method to a modified chaotic Chua oscillator in order to demonstrate its potential.