EEG eye blink artifact removal by EOG modeling and Kalman filter

2012 5th International Conference on Biomedical Engineering and Informatics, BMEI 2012

Volumn , Issue , 2012, Pages 496-500

  Shahabi, Hossein ^a   Moghimi, Sahar ^a   Zamiri Jafarian, Hossein ^a  

^a FERDOWSI UNIVERSITY OF MASHHAD   (Iran)

Author keywords

Electroencephalography; EOG modeling; Eye blink; Kalman filter; Ocular artifact

Indexed keywords

AUTO REGRESSIVE MODELS; DISTORTION METRICS; ELECTROENCEPHALOGRAM SIGNALS; EYE BLINK; EYE-BLINK ARTIFACT REMOVALS; EYE-BLINK ARTIFACTS; OCULAR ARTIFACTS; REFERENCE ELECTRODES;

ADAPTIVE FILTERING; BIOMEDICAL ENGINEERING; ELECTROPHYSIOLOGY; INFORMATION SCIENCE; KALMAN FILTERS;

ELECTROENCEPHALOGRAPHY;

EID: 84882701555     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/BMEI.2012.6513162     Document Type: Conference Paper

References (15)

1. S. Puthusserypady, T. Ratnarajah, "Robust adaptive techniques for minimization of EOG artefacts from EEG signals," Signal processing, vol. 86, no. 9, pp. 2351-2363, 2006.
2. B. Noureddin, P. D. Lawrence, and G. E. Birch, "Quantitative evaluation of ocular artifact removal methods based on real and estimated EOG signals," in Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS2008), 2008, pp. 5041-5044.
3. R. J. Croft and R. J. Barry, "Removal of ocular artifact from the EEG: a review," Neurophysiol. Clin., vol. 30, no. 1, pp. 5-19, 2000.
4. P. He, G. Wilson, and C. Russell, "Removal of ocular artifacts from electro-encephalogram by adaptive filtering," Medical and biological engineering and computing, vol. 42, no. 3, pp. 407-412, 2004.
5. J. J. M. Kierkels, J. Riani, J. W. M. Bergmans, and G. J. M. van Boxtel, "Using an eye tracker for accurate eye movement artifact correction," IEEE Transactions on Biomedical Engineering, vol. 54, no. 7, pp. 1256-1267, 2007.
6. B. Noureddin, P. D. Lawrence, and G. E. Birch, "Online Removal of Eye Movement and Blink EEG Artifacts Using a High Speed Eye Tracker," IEEE Transactions on Biomedical Engineering, vol. 59, no. 8, pp. 2103-2110, 2012.
7. P. He, G. Wilson, C. Russell, and M. Gerschutz "Removal of ocular artifacts from the EEG: a comparison between timedomain regression method and adaptive filtering method using simulated data," Medical and biological engineering and computing, vol. 45, no. 4, pp. 495-503, 2007.
8. J. J. M. Kierkels, G. J. M. van Boxtel, and L. L. M. Vogten, "A model-based objective evaluation of eye movement correction in EEG recordings," IEEE Transactions on Biomedical Engineering, vol. 53, no. 2, pp. 246-253, 2006.
9. F. Morbidi, A. Garulli, D. Prattichizzo, C. Rizzo, and S. Rossi, "Application of Kalman filter to remove TMS-induced artifacts from EEG recordings," IEEE Transactions on Control Systems Technology, vol. 16, no. 6, pp. 1360-1366, 2008.
10. L. Ljung, System Identification: Theory for the user, 2nd edition, New Jersey: Prentice Hall, 1999.
11. G. Welch, G. Bishop, An Introduction to the Kalman Filter, UNC-Chapel Hill, TR 95-041, 2006.
12. B. H. Jansen, "Analysis of biomedical signals by means of linear modeling," Critical Reviews in Biomedical Engineering, vol. 12, no. 4, pp. 343-392, 1985.
13. C. Brunner, R. Leeb, G. R. Muller, A. Schlogl, and G. Pfurstscheller, "BCI competition 2008-Graz dataset IIA," Available: http://ida. first. fhg. de/projects/bci/competition-iv/desc-2a. pdf, 2008.
14. O. G. Lins, T. W. Picton, P. Berg, and M. Scherg, "Ocular artifacts in recording EEGs and even-related potentials II: Source dipoles and source components," Brain Topography, vol. 6, no. 1, pp. 65-78, 1993.
15. V. Krishnaveni, S. Jayaraman, S. Aravind, V. Hariharasudhan, and K. Ramadoss, "Automatic identification and Removal of ocular artifacts from EEG using Wavelet transform," Measurement Science Review, vol. 6, no. 4, pp. 45-57, 2006.