Automatic removal of eye-blink artifacts based on ICA and peak detection algorithm

CAR 2010 - 2010 2nd International Asia Conference on Informatics in Control, Automation and Robotics

Volumn 1, Issue , 2010, Pages 22-27

  Gao, Junfeng ^a   Yang, Yong ^b,c   Lin, Pan ^d   Wang, Pei ^a  

^a XI'AN JIAOTONG UNIVERSITY   (China)

^b JIANGXI UNIVERSITY OF FINANCE AND ECONOMICS   (China)

^c UNIVERSITY OF ELECTRONIC SCIENCE AND TECHNOLOGY OF CHINA   (China)

^d UNIVERSITY OF TRENTO   (Italy)

Author keywords

Eye blink artifacts; Independent component analysis (ICA); Peak detection

Indexed keywords

ARTIFACT REMOVAL; AUTOMATIC REMOVAL; BLINK ARTIFACTS; BRAIN SIGNALS; EEG SIGNALS; EXTRACTION METHOD; EYE-BLINK ARTIFACTS; INDEPENDENT COMPONENTS; NOVEL TECHNIQUES; PEAK DETECTION;

ADAPTIVE FILTERING; ELECTROENCEPHALOGRAPHY; FEATURE EXTRACTION; HEMODYNAMICS; INFORMATION SCIENCE; MULTIVARIANT ANALYSIS; ROBOTICS; SIGNAL DETECTION; SIGNAL PROCESSING;

INDEPENDENT COMPONENT ANALYSIS;

EID: 77953031849     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CAR.2010.5456864     Document Type: Conference Paper

References (16)

1. G. Gratton, M.G. Coles, E. Donchin. A new method for off-line removal of oucular artifact. Electroencephalogr Clin. Neurophysiol. 55: 486-1484, 1983.
2. P. Comon. Independent component analysis, a new concept? Signal processing. 36:287-314, 1994.
3. A.J. Bell and T.J. Sejnowski. An information-maximization approach to blind separation and blind deconvolution. Neural Computation, MIT Press. 7:1129-1159, 1995.
4. S. Making, A.J. Bell, T-P. Jung, T.J. Sejnowski. Independent Component Analysis of Electrocephalgraphic Data. Advance in Neural Information Processing Systems 8, MIT press, Cambridge MA. 145-151, 1996.
5. T-W. Lee. Independent Component Analysis. Theory and Applications. Hingham, MA: Kluwer Academic, Sept. 1998.
6. A Hyvärinen and E. Oja. Independent component analysis: Algorithms and applications. Neural Networks. 13:411-430, 2000. (Pubitemid 30447427)
7. R. Vigario, J. Särelä, V. Jousmäki, M. Hämäläinen and E. Oja. Independent component approach to the analysis of EEG and MEG recordings.IEEE Trans. Biomed. Eng. 47:589-593, 2000.
8. P. LeVan, E. Urrestarazu, J. Gotman. A system for automatic artifact removal in ictal scalp EEG based on independent component analysis and Bayesian classification. Clinical Neurophysiology. 117:912-927, 2006.
9. S. Halder, M. Bensch et al. Online Artifact Removal for Brain-Computer Interfaces Using Support VectorMachines and Blind Source Separation. Computational Intelligence and Neuroscience. 1155-1165, 2007.
10. K.Nazarpour, H.R. Mohseni, C.W. Hesse, J.A. Chambers and S. Sanei. A Novel Semiblind Signal Extraction Approach for the Removal of Eye-Blink Artifact from EEGs. EURASIP Journal on Advances in Signal Processing. 2008.
11. A. Delorme and S. Makeig. EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. Journal of Neuroscience Methods. 134:9-21, 2004.
12. J. Dammers, M. Schiek, F. Boers, C. Silex, M. Zvyagintsev, U. Pietrzyk and K. Mathias. Integration of amplitude and phase statistics for complete artifact removal in independent components of neuromagnetic recordings. IEEE Trans. Biomed. Eng. 55:2253-2261, 2008.
13. T-P. Jung, S. Makeig, C. Humphries, T-W. Lee, M.J. McKeown, V. Iragui and T.J. Sejnowski. Removing electroencephalographic artifacts by blind source separation. Psychophysiology. 37:163-178, 2000a. (Pubitemid 30140282)
14. L. Shoker, S. Sanei and J. Chambers. Artifact removal from electroencephalograms using a hybrid BSS-SVM algorithm. IEEE Signal Processing Letters. 12:721-724, 2005. (Pubitemid 41448584)
15. M. Iwasaki, C. Kellinghaus, A.V. Alexopoulos et al. Effects of eyelid closure, blinks, and eye movements on the electroencephalogram. Clinical Neurophsiology. 116:878-885, 2005.
16. P.P. Caffier, U. Erdmann and P. Ullsperger. Experimental evaluation of eye-blink parameters as a drowsiness measure. European Journal of Applied Physiology. 89:319-325, 2003.