A fully automated correction method of EOG artifacts in EEG recordings

Clinical Neurophysiology

Volumn 118, Issue 1, 2007, Pages 98-104

  Schlogl A ^a   Keinrath, C ^a   Zimmermann, D ^a   Scherer, R ^a   Leeb, R ^a   Pfurtscheller, G ^a  

^a GRAZ UNIVERSITY OF TECHNOLOGY   (Austria)

Author keywords

Artifact processing; Electroencephalogram; Electrooculogram; Missing values; Regression analysis

Indexed keywords

ARTICLE; ARTIFACT; AUTOMATION; COMPUTER PROGRAM; ELECTROENCEPHALOGRAPHY; ELECTROOCULOGRAPHY; PRIORITY JOURNAL; REGRESSION ANALYSIS; SIGNAL PROCESSING; VALIDATION PROCESS;

ADOLESCENT; ADULT; ARTIFACTS; BRAIN; BRAIN MAPPING; ELECTROENCEPHALOGRAPHY; ELECTROOCULOGRAPHY; FEMALE; HUMANS; MALE; REPRODUCIBILITY OF RESULTS; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 33845666244     PISSN: 13882457     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.clinph.2006.09.003     Document Type: Article

References (18)

1. Anderer P., Roberts S.J., Schlögl A., Gruber G., Klosch G., Herrmann W., Rappelsberger P., Filz O., Barbanoj M.J., Dorffner G., and Saletu B. Artifact processing in computerized analysis of sleep EEG - a review. Neuropsychobiology 40 3 (1999) 150-157
2. Barbati G., Porcaro C., Zappasodi F., Rossini P.M., and Tecchio F. Optimization of an independent component analysis approach for artifact identification and removal in magnetoencephalographic signals. Clin Neurophysiol 115 (2003) 1220-1232
3. Berg B., and Scherg M. Dipole models of eye movements and blinks. Electroencephalogr Clin Neurophysiol 79 (1991) 36-44
4. BioSig for Matlab and Octave - an open source software library for biomedical signal processing. Available online: http://biosig.sf.net, 2005.
5. Croft R.J., and Barry R.J. Removal of ocular artifact from the EEG: a review. Neurophysiol Clin 30 1 (2000) 5-19
6. Elbert T., Lutzenberger W., Rockstroh B., and Birbaumer N. Removal of ocular artifacts from the EEG - a biophysical approach to the EEG. Electroencephalogr Clin Neurophysiol 60 (1985) 455-463
7. Girton D.G., and Kamiya J. A simple on-line technique for removing eye movement artifacts from the EEG. Electroencephalogr Clin Neurophysiol 34 2 (1973) 212-216
8. IEEE 754 Standard for Binary Floating-Point Arithmetic. ANSI/IEEE Std 754-1985; IEC-60559, 1985.
9. Ille N., Berg P., and Scherg M. Artifact correction of the ongoing EEG using spatial filters based on artifact and brain signal topographies. J Clin Neurophysiol 19 2 (2000) 113-124
10. Joyce C.A., Gorodnitsky I.F., and Kutas M. Automatic removal of eye movement and blink artifacts from EEG data using blind component separation. Psychophysiology 41 2 (2004) 313-325
11. Lagerlund T.D., Sharbrough F.W., and Busacker N.E. Spatial filtering of multichannel EEGs. J Clin Neurophysiol 14 1 (1997) 73-82
12. Moretti D.V., Babiloni F., Carducci F., Cincotti F., Remondini E., Rossini P.M., Salinari S., and Babiloni C. Computerized processing of EEG-EOG-EMG artifacts for multi-centric studies in EEG oscillations and event-related potentials. Int J Psychophysiol 47 3 (2003) 199-216
13. Picton T.W., van Roon P., Armilio M.L., Berg P., Ille N., and Scherg M. The correction of ocular artifacts: a topographic perspective. Clin Neurophysiol 111 1 (2000) 53-65
14. Scherer R. rtsBCI - a collection of methods and functions for real-time data acquisition, storage, signal processing and visualization based on Matlab/Simulink. Available online: http://biosig.sf.net (2005).
15. Schlögl A., Kemp B., Penzel T., Kunz D., Himanen S.L., Värri A., Dorffner G., and Pfurtscheller G. Quality control of polysomnographic sleep data by histogram and entropy analysis. Clin Neurophysiol 110 12 (1999) 2165-2170
16. Schlögl A, Anderer P, Barbanoj MJ, Dorffner G, Gruber G, Klösch G, Lorenzo JL, Rappelsberger P, Pfurtscheller G. Artifacts in the sleep EEG - a database for the evaluation of automated processing methods. in: Schulz H, Parmeggiani PL, Chase M, editors. Proceedings of the third international congress of the world federation of sleep research societies (WFSRS). Sleep Research Online. 1999b:2 (Supplement 1), p. 586.
17. Van den Berg-Lenssen M.M., Brunia C.H., and Blom J.A. Correction of ocular artifacts in EEGs using an autoregressive model to describe the EEG; a pilot study. Electroencephalogr Clin Neurophysiol 73 1 (1989) 72-83
18. Wallstrom G.L., Kass R.E., Miller A., Cohn J.F., and Fox N.A. Automatic correction of ocular artifacts in the EEG: a comparison of regression-based and component-based methods. Int J Psychophysiol 53 2 (2004) 105-119