The Correction of Eye Blink Artefacts in the EEG: A Comparison of Two Prominent Methods

被引:195
|
作者
Hoffmann, Sven [1 ]
Falkenstein, Michael [1 ]
机构
[1] Leibniz Res Ctr Working Environm & Human Factors, Project Grp Ageing & CNS Aalterat, Dortmund, Germany
来源
PLOS ONE | 2008年 / 3卷 / 08期
关键词
D O I
10.1371/journal.pone.0003004
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: The study investigated the residual impact of eyeblinks on the electroencephalogram (EEG) after application of different correction procedures, namely a regression method (eye movement correction procedure, EMCP) and a component based method (Independent Component Analysis, ICA). Methodology/Principle Findings: Real and simulated data were investigated with respect to blink-related potentials and the residual mutual information of uncorrected vertical electrooculogram (EOG) and corrected EEG, which is a measure of residual EOG contribution to the EEG. The results reveal an occipital positivity that peaks at about 250ms after the maximum blink excursion following application of either correction procedure. This positivity was not observable in the simulated data. Mutual information of vertical EOG and EEG depended on the applied regression procedure. In addition, different correction results were obtained for real and simulated data. ICA yielded almost perfect correction in all conditions. However, under certain conditions EMCP yielded comparable results to the ICA approach. Conclusion: In conclusion, for EMCP the quality of correction depended on the EMCP variant used and the structure of the data, whereas ICA always yielded almost perfect correction. However, its disadvantage is the much more complex data processing, and that it requires a suitable amount of data.
引用
收藏
页数:11
相关论文
共 50 条
  • [11] A comparison of two methods for the evaluation of prominent discrete tones
    Balant, AC
    Hellweg, RD
    Nobile, MA
    Wittig, L
    INTER-NOISE 99: PROCEEDINGS OF THE 1999 INTERNATIONAL CONGRESS ON NOISE CONTROL ENGINEERING, VOLS 1-3, 1999, : 1373 - 1378
  • [12] IN THE TWINKLING OF AN EYE: SYNCHRONIZATION OF EEG AND EYE TRACKING BASED ON BLINK SIGNATURES
    Baekgaard, Per
    Petersen, Michael Kai
    Larsen, Jakob Eg
    2014 4TH INTERNATIONAL WORKSHOP ON COGNITIVE INFORMATION PROCESSING (CIP), 2014,
  • [13] REMOVAL OF EYE BLINK ARTIFACTS FROM THE EEG SIGNAL
    Markovinovic, Ivan
    Vlahinic, Sasa
    Vrankic, Miroslav
    ENGINEERING REVIEW, 2020, 40 (02) : 101 - 111
  • [14] EYE-BLINK ELIMINATION IN CLINICAL AND RESEARCH EEG
    BICKFORD, RG
    GOSE, E
    ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1974, 37 (04): : 424 - 424
  • [15] Comparison of Baseline Wander Correction Methods for Handheld ECG with Motion Artefacts
    Tearwattanarattikal, Tanawan
    Lek-Uthai, Apiwat
    2022 37TH INTERNATIONAL TECHNICAL CONFERENCE ON CIRCUITS/SYSTEMS, COMPUTERS AND COMMUNICATIONS (ITC-CSCC 2022), 2022, : 407 - 410
  • [16] EEG Eye Blink Classification Using Neural Network
    Chambayil, Brijil
    Singla, Rajesh
    Jha, R.
    WORLD CONGRESS ON ENGINEERING, WCE 2010, VOL I, 2010, : 63 - 66
  • [17] A New Method for Automatic Electrooculogram and Eye Blink Artifacts Correction of EEG Signals using CCA and NAPCT
    Sheoran, Poonam
    Saini, J. S.
    INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND DATA SCIENCE, 2020, 167 : 1761 - 1770
  • [18] An ICA-based method for automatic eye blink artifact correction in multi-channel EEG
    Zhu, Dan-hua
    Tong, Ji-jun
    Chen, Yu-quan
    2008 INTERNATIONAL SPECIAL TOPIC CONFERENCE ON INFORMATION TECHNOLOGY AND APPLICATIONS IN BIOMEDICINE, VOLS 1 AND 2, 2008, : 479 - 482
  • [19] Blink: A Fully Automated Unsupervised Algorithm for Eye-Blink Detection in EEG Signals
    Agarwal, Mohit
    Sivakumar, Raghupathy
    2019 57TH ANNUAL ALLERTON CONFERENCE ON COMMUNICATION, CONTROL, AND COMPUTING (ALLERTON), 2019, : 1113 - 1121
  • [20] Methods for the elimination of ocular artefacts from EEG
    Medithe, John William Carey
    Nelakuditi, Usha Rani
    INTERNATIONAL JOURNAL OF BIOMEDICAL ENGINEERING AND TECHNOLOGY, 2018, 28 (02) : 147 - 159