Title :
An alternative methodology for the estimation of frequency changes in electroencephalogram signals
Author :
C?sar Teixeira;Alberto Cardoso;Maria Piedade Costa Gomes;Francisco Sales;Ant?nio Dourado
Author_Institution :
CISUC-University of Coimbra, DEI, Polo II, Pinhal de Marrocos, 3030-290 Coimbra, Portugal
fDate :
6/1/2015 12:00:00 AM
Abstract :
We present a novel methodology based on communication systems, able to track frequency changes in biosignals. The proposed approach is based on a phase lock loop (PLL) circuit and includes subcomponents that allow the estimation of frequency variations. The proposed system can be modeled as a second-order control system, enabling a strait forward definition of its parameters. We found that depending on the initial frequency of the voltage-controlled oscillator (VCO) the PLL tracks different frequency components, allowing assessing the range of frequencies that changes and how they change, leading to the development of time-frequency maps. The new approach was tested in Electroencephalogram (EEG) signals collected from patients subjected to general anesthesia. The developed methodology is available online as a demonstration tool for students from the Master on Biomedical Engineering at University of Coimbra. The system is didactic in two ways: it demonstrates how a second order control systems works, and how frequency variations in the time-frequency domain are computed and their importance.
Keywords :
"Phase locked loops","Voltage-controlled oscillators","Time-frequency analysis","Electroencephalography","Frequency estimation","Estimation","Monitoring"
Conference_Titel :
Experiment@ International Conference (exp.at´15), 2015 3rd
DOI :
10.1109/EXPAT.2015.7463284