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Using Synchronization for Prediction of High-Dimensional Chaotic Dynamics

Authors :
Cohen, Adam B.
Ravoori, Bhargava
Murphy, Thomas E.
Roy, Rajarshi
Source :
Phys. Rev. Lett. 101, 154102 (2008).
Publication Year :
2008

Abstract

We experimentally observe the nonlinear dynamics of an optoelectronic time-delayed feedback loop designed for chaotic communication using commercial fiber optic links, and we simulate the system using delay differential equations. We show that synchronization of a numerical model to experimental measurements provides a new way to assimilate data and forecast the future of this time-delayed high-dimensional system. For this system, which has a feedback time delay of 22 ns, we show that one can predict the time series for up to several delay periods, when the dynamics is about 15 dimensional.<br />Comment: 10 pages, 4 figures

Details

Database :
arXiv
Journal :
Phys. Rev. Lett. 101, 154102 (2008).
Publication Type :
Report
Accession number :
edsarx.0809.3777
Document Type :
Working Paper
Full Text :
https://doi.org/10.1103/PhysRevLett.101.154102