Single-trial event-related potentials with wavelet denoising

被引:276
|
作者
Quiroga, RQ
Garcia, H
机构
[1] CALTECH, Div Biol, Sloan Swartz Ctr Theoret Neurobiol, Pasadena, CA 91125 USA
[2] Raul Carrea Inst Neurol Res, FLENI, RA-1428 Buenos Aires, DF, Argentina
关键词
wavelet; denoising; Wiener; electroencephalogram; evoked potential; single-trial;
D O I
10.1016/S1388-2457(02)00365-6
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
The application of a recently proposed denoising implementation for obtaining event-related potentials (ERPs) at the single-trial level is shown. We study its performance in simulated data as well as in visual and auditory ERPs. For the simulated data, the method gives a significantly better reconstruction of the single-trial event-related responses in comparison with the original data and also in comparison with a reconstruction based on conventional Wiener filtering. Moreover, with wavelet denoising we obtain a significantly better estimation of the amplitudes and latencies of the simulated ERPs. For the real data, the method clearly improves the visualization of both visual and auditory single-trial ERPs. This allows the calculation of better averages as well as the study of systematic or unsystematic variations between trials. Since the method is fast and parameter free, it could complement the conventional analysis of ERPs. (C) 2002 Elsevier Science Ireland Ltd. All rights reserved.
引用
收藏
页码:376 / 390
页数:15
相关论文
共 50 条
  • [1] Single-trial event-related potentials with wavelet denoising: method and applications
    Quiroga, RQ
    UNVEILING THE MYSTERY OF THE BRAIN: NEUROPHYSIOLOGICAL INVESTIGATION OF THE BRAIN FUNCTION, 2005, 1278 : 429 - 432
  • [2] Denoising of single-trial event-related potentials using adaptive modelling
    Boudiaf, Mahmoud
    Benkherrat, Moncef
    Mansouri, Khaled
    IET SIGNAL PROCESSING, 2017, 11 (07) : 846 - 853
  • [3] Automatic Denoising of Single-Trial Event-Related Potentials A MATLAB Application
    Boudiaf, Mohamed Amine
    Benkherrat, Moncef
    Messadeg, Djemil
    Boudiaf, Mahmoud
    NEUROINFORMATICS, 2021, 19 (03) : 547 - 550
  • [4] Denoising of Single-Trial Event-Related Potentials by Shrinkage and Phase Regularization of Analytic Wavelet Filterbank Coefficients
    Kohl, Manuel C.
    Schebsdat, Erik
    Schneider, Elena N.
    Strauss, Daniel J.
    2019 9TH INTERNATIONAL IEEE/EMBS CONFERENCE ON NEURAL ENGINEERING (NER), 2019, : 251 - 254
  • [5] SINGLE-TRIAL PROCESSING OF EVENT-RELATED POTENTIALS
    BIRCH, GE
    LAWRENCE, PD
    HARE, RD
    PSYCHOPHYSIOLOGY, 1988, 25 (04) : 435 - 435
  • [6] Analyzing single-trial event-related potentials
    Jung, TP
    PSYCHOPHYSIOLOGY, 2000, 37 : S20 - S20
  • [7] Time adaptive denoising of single trial event-related potentials in the wavelet domain
    Effern, A
    Lehnertz, K
    Grunwald, T
    Fernández, G
    David, P
    Elger, CE
    PSYCHOPHYSIOLOGY, 2000, 37 (06) : 859 - 865
  • [8] Pain and single-trial somatosensory event-related potentials
    Van Rijn, C. M.
    Van Den Broeke, E. N.
    Wilder-Smith, O. H. G.
    Coenen, A. M. L.
    Quiroga, R. Quian
    Jongstma, M. L. A.
    INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY, 2008, 69 (03) : 175 - 176
  • [9] Single-trial event-related potentials to significant stimuli
    Rushby, Jacqueline A.
    Barry, Robert J.
    INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY, 2009, 74 (02) : 120 - 131
  • [10] Analysis and visualization of single-trial event-related potentials
    Jung, TP
    Makeig, S
    Westerfield, M
    Townsend, J
    Courchesne, E
    Sejnowski, TJ
    HUMAN BRAIN MAPPING, 2001, 14 (03) : 166 - 185