Automatic Processing of EEG-EOG-EMG Artifacts in Sleep Stage Classification

IFMBE Proceedings

Volumn 23, Issue , 2009, Pages 146-150

  Devuyst, S ^a   Dutoit, T ^a   Ravet, T ^a   Stenuit, P ^b   Kerkhofs, M ^b   Stanus, E ^c  

^a TCTS Lab   (Belgium)

^b CHU Andre Vesale   (Belgium)

^c Tivoli Hospital   (Belgium)

Author keywords

Artifacts processing; ECG; EEG; EMG; EOG

Indexed keywords

ADJUSTABLE PARAMETERS; ARTIFACT CORRECTION; ARTIFACT DETECTION; AUTOMATIC PROCESSING; ELECTRO-ENCEPHALOGRAM (EEG); EMG; EOG; SENSITIVITY AND SPECIFICITY;

BIOELECTRIC PHENOMENA; BIOMEDICAL ENGINEERING; ELECTROCARDIOGRAPHY; SLEEP RESEARCH;

ELECTROENCEPHALOGRAPHY;

EID: 84870656167     PISSN: 16800737     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1007/978-3-540-92841-6_36     Document Type: Conference Paper

References (8)

1. Anderer P. et al. (1999), Artifact Processing in Computerized Analysis of sleep EEG-A Review, Neuropsychobiology 40: 150-157
2. Schlögl A. et al (1999), Artefact detection in sleep EEG by the use of Kalman filtering, EMBEC'99 Proc, Medical & Biological Engineering & Computing, Supplement 2, November 4-7 1999, Vienna, Austria, pp 1648-1649.
3. Van den Berg-Lenssen MM et al. (1989), Correction of ocular artifacts in EEGs using an autoregressive model to describe the EEG-a pilot study, Electroencephalogr Clin Neurophysiol, 73:72-83
4. Durka, P.J. et al. (2003), A simple system for detection of EEG artifacts in polysomnographic recordings, IEEE Transactions on Biomedical Engineering, Volume 50, Issue 4:526-528
5. Moretti D.V. et al. (2003), Computerized processing of EEG-EOGEMG artefacts for multicentric studies in EEG oscillations and eventrelated potential, international journal of psychophysiology, vol. 47, no3, pp. 199-216
6. Iriarte J., Urrestarazu E., Valencia M. (2003), Independent component analysis as a tool to eliminate artifacts in EEG: a quantitative study, Journal of Clinical Neurophysiology, 20(4): 249-257.
7. Delorme A. et al (2007), Enhanced detection of artifacts in EEG data using higher-order statistics and independent component analysis, NeuroImage Volume 34, Issue 4, pp 1443-1449
8. S. Devuyst et al.(2008), Removal of ECG Artifacts from EEG using a Modified Independent Component Analysis Approach, EMBC Proc, 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Vancouver, Aug 20-24 2008, SaET1.1, pp 5204-5207