Artifact processing in computerized analysis of sleep EEG -: A review

被引:110
作者
Anderer, P
Roberts, S
Schlögl, A
Gruber, G
Klösch, G
Herrmann, W
Rappelsberger, P
Filz, O
Barbanoj, MJ
Dorffner, G
Saletu, B
机构
[1] Univ Vienna, Sch Med, Dept Psychiat, A-1090 Vienna, Austria
[2] Univ Vienna, Sch Med, Dept Neurol, A-1090 Vienna, Austria
[3] Univ Vienna, Sch Med, Inst Neurophysiol, A-1090 Vienna, Austria
[4] Austrian Acad Sci, Inst Informat Proc, A-1010 Vienna, Austria
[5] Austrian Res Inst Artificial Intelligence, Vienna, Austria
[6] Graz Univ Technol, Dept Med Informat, A-8010 Graz, Austria
[7] Univ London Imperial Coll Sci Technol & Med, Dept Elect & Elect Engn, London, England
[8] Free Univ Berlin, Dept Psychiat, Lab Clin Psychophysiol, D-1000 Berlin, Germany
[9] Univ Barcelona, Dept Pharmacol & Psychiat, E-08007 Barcelona, Spain
关键词
sleep EEG analysis; artifact minimization; artifact identification;
D O I
10.1159/000026613
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Quantitative analysis of sleep EEG data can provide valuable additional information in sleep research. However, analysis of data contaminated by artifacts can lead to spurious results. Thus, the first step in realizing an automatic sleep analysis system is the implementation of a reliable and valid artifact processing strategy. This strategy should include: (1) high-quality recording techniques in order to minimize the occurrence of avoidable artifacts (e.g. technical artifacts); (2) artifact minimization procedures in order to minimize the loss of data by estimating the contribution of different artifacts in the EEG recordings, thus allowing the calculation of the 'corrected' EEG (e.g. ocular and ECG interference), and finally (3) artifact identification procedures in order to define epochs contaminated by remaining artifacts (e.g. movement and muscle artifacts). Therefore, after a short description of the types of artifacts in the sleep EEG and some typical examples obtained in different sleep stages, artifact minimization and identification procedures will be reviewed.
引用
收藏
页码:150 / 157
页数:8
相关论文
共 47 条
  • [1] ARTIFACT PROCESSING IN TOPOGRAPHIC MAPPING OF ELECTROENCEPHALOGRAPHIC ACTIVITY IN NEUROPSYCHOPHARMACOLOGY
    ANDERER, P
    SEMLITSCH, HV
    SALETU, B
    BARBANOJ, MJ
    [J]. PSYCHIATRY RESEARCH-NEUROIMAGING, 1992, 45 (02) : 79 - 93
  • [2] ANDERER P, 1989, BIOL PSYCHIAT, P86
  • [3] [Anonymous], 1989, Journal ofPsychophysiology
  • [4] [Anonymous], 1986, Handbook of EEG and Clinical Neurophysiological Signals
  • [5] AN INFORMATION MAXIMIZATION APPROACH TO BLIND SEPARATION AND BLIND DECONVOLUTION
    BELL, AJ
    SEJNOWSKI, TJ
    [J]. NEURAL COMPUTATION, 1995, 7 (06) : 1129 - 1159
  • [6] A MULTIPLE SOURCE APPROACH TO THE CORRECTION OF EYE ARTIFACTS
    BERG, P
    SCHERG, M
    [J]. ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1994, 90 (03): : 229 - 241
  • [7] Muscle artifacts in the sleep EEG: Automated detection and effect on all-night EEG power spectra
    Brunner, DP
    Vasko, RC
    Detka, CS
    Monahan, JP
    Reynolds, CF
    Kupfer, DJ
    [J]. JOURNAL OF SLEEP RESEARCH, 1996, 5 (03) : 155 - 164
  • [8] A QUANTITATIVE-ANALYSIS OF PHASIC AND TONIC SUBMENTAL EMG ACTIVITY IN HUMAN SLEEP
    BRUNNER, DP
    DIJK, DJ
    BORBELY, AA
    [J]. PHYSIOLOGY & BEHAVIOR, 1990, 48 (05) : 741 - 748
  • [9] REMOVAL OF OCULAR ARTIFACTS FROM THE EEG - A BIOPHYSICAL APPROACH TO THE EOG
    ELBERT, T
    LUTZENBERGER, W
    ROCKSTROH, B
    BIRBAUMER, N
    [J]. ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1985, 60 (05): : 455 - 463
  • [10] GASSER TH, 1986, PSYCHOPHYSIOLOGY, V23, P181