Electrooculographic and electromyographic artifacts removal from EEG

ICBEE 2010 - 2010 2nd International Conference on Chemical, Biological and Environmental Engineering, Proceedings

Volumn , Issue , 2010, Pages 163-167

  Ferdousy, Rabeya ^a   Choudhory, Anisul Islam ^a   Islam, Md Shafiul ^a   Rab, Md Afzalur ^a   Chowdhory, Md Enamul Hoque ^a  

^a UNIVERSITY OF DHAKA   (Bangladesh)

Author keywords

Blind source separation (BSS); Canonical correlation analysis (CCA); Electroencephalogram (EEG); Electrooculography (EOG) and electromyography (EMG); Second order blind identification (SOBI)

Indexed keywords

ARTIFACT REMOVAL; AUTOMATED METHODS; CANONICAL CORRELATION ANALYSIS; EEG RECORDING; ELECTRO-OCULOGRAPHY; ELECTROENCEPHALOGRAM (EEG); ELECTROMYOGRAPHIC; SECOND ORDER BLIND IDENTIFICATIONS;

BLIND EQUALIZATION; CHEMICAL ANALYSIS; ELECTROENCEPHALOGRAPHY; ENVIRONMENTAL ENGINEERING; MUSCLE;

BLIND SOURCE SEPARATION;

EID: 78651415948     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICBEE.2010.5651351     Document Type: Conference Paper

References (13)

1. th Nordic Signal Processing Symposium. 2006; 130-133.
2. De Clercq, W., Vergult, A., Vanrumste, B., Van Paesschen, W., and Van Huffel, S. Canonical correlation analysis applied to remove muscle artifacts from the electroencephalogram, IEEE T. Biomed. Eng. 2006; 53: 2583-2587.
3. Vergult, A., De Clercq, Q., Palmini, A., Vanrumste, B., Dupont, P., Van Huffel, S., Van Paesschen, W. Improving the Interpretation of Ictal Scalp EEG: BSS-CCA Algorithm for Muscle Artifact Removal, Epilepsia 2007; 48 (5): 950-958.
4. Garrick L.Wallstrom, Robert E. Kass, Anita Miller, Jeffrey F. Cohn, and Nathan A. Fox, "Automatic correction of ocular artifacts in the EEG: a comparison of regression-based andcomponent-based methods," Int. J. of Psychophysiol., vol. 53, pp. 105-119, 2004.
5. T. D. Lagerlund, F. W. Sharbrough, and N. E. Busacker, "Spatial filtering of multichannel electroencephalographic recordings through principal component analysis by singular value decomposition" J. Clin. Neurophysiol., vol. 14, pp. 73-82, 1997.
6. C. A. Joyce, I. F. Gorodnitsky, and M. Kutas, "Automatic removal of eye movement and blink artifacts from eeg data using blind component separation," Psychophysiology, vol. 41, pp. 313-325, 2004.
7. S. Faul, L. Marname, G. Lightbody, G. Boylan, and S. Connolly, "A method for the blind separation of sources for use as the first stage of a neonatal seizure detection system," in Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing, 2005, vol. 5, pp. 409-412.
8. I. Goncharova, D.McFarland, T. Vaughan, and J.Wolpaw, "EMG contamination of EEG: spectral and topographical characteristics," Clin. Neurophysiol., vol. 114, pp. 1580 -1593, 2003.
9. H. Hotelling, "Relations between two sets of variates," Biometrika, vol. 28, pp. 321-377, 1936.
10. A. Belouchrani, K. Abed-Meraim, J.-F. Cardoso, and E. Moulines, "A blind source separation technique using second-order statistics," IEEE Transactions on Signal Processing, vol. 45, pp. 434-444, 1997.
11. A. Accardo, M. Affinito, M. Carrozzi, and F. Bouquet, "Use of the fractal dimension for the analysis of electroencephalographic time series," Biol. Cybern., vol. 77, pp. 339-350, 1997.
12. C. Sevcik, "A procedure to estimate the fractal dimension of waveforms," Complexity International, vol. 5, 1998, Online: http://joumal-ci.csse.monash.edu.au/ci/vo105/sevcik/.
13. "Automatic artifact removal toolbox for Matlab" 2006, http://www.cs.tut.fi/~gomezher/software/.