DocumentCode
663206
Title
Effects of ocular artifact removal through ICA decomposition on EEG phase
Author
Montefusco-Siegmund, Rodrigo ; Maldonado, Pedro E. ; Devia, Christ
Author_Institution
Dept. of Psychol., York Univ., Toronto, ON, Canada
fYear
2013
fDate
6-8 Nov. 2013
Firstpage
1374
Lastpage
1377
Abstract
Neurophysiological data are widely affected by different forms of signal artifacts. In electroencephalographic recordings from the scalp, eye blinks are a main contribution as a source of signal alteration. Different approaches have been used to improve on this problem, from the rejection of part of the signal, to corrections through linear decomposition methods. A widely used technique is independent component analysis (ICA). Different studies have shown the suitability of ICA to correct a variety of artifact sources, but to our knowledge, there is no evidence of the effect of ICA in the phase of a signal, over time. This is of importance because the phase is a critical component of the physiological signals that has been implicated in several neural mechanisms. The aim of this work is to assess the level of phase distortion that ICA can potentially introduce to real and simulated data.
Keywords
electroencephalography; eye; independent component analysis; medical signal processing; neurophysiology; signal denoising; EEG phase; ICA decomposition; ICA suitability; artifact source correction; electroencephalographic recording; eye blinking; independent component analysis; linear decomposition method; neural mechanism; neurophysiological data; ocular artifact removal; phase distortion level; physiological signal; real data; scalp; signal alteration; signal artifact; signal phase; signal rejection; simulated data; Algorithm design and analysis; Coherence; Electrodes; Electroencephalography; Independent component analysis; Scalp; Time-frequency analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Engineering (NER), 2013 6th International IEEE/EMBS Conference on
Conference_Location
San Diego, CA
ISSN
1948-3546
Type
conf
DOI
10.1109/NER.2013.6696198
Filename
6696198
Link To Document