Adaptive complex wavelet-based filtering of EEG for extraction of evoked potential responses

被引:0
|
作者
Jacquin, A
Causevic, E
John, R
Kovacevic, J
机构
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a new method for the extraction of Auditory Brainstem Responses (ABRs) from an EEG signal. It is based on adaptive filtering of signals in the wavelet domain, where the transform used is a nearly shift-invariant Complex Wavelet Transform (CWT). We compare our algorithm to two existing methods: The first simply consists of bandpass filtering the input EEG signal followed by linear averaging. The second method uses signal-adaptive filtering in the Fourier domain based on phase variance computed at each spectral component of the FFT. Realistic models of EEG and ABR are generated for this comparison. Results show that the wavelet-based method consistently outperforms the other two methods for ABR signals with an initial signal-to-noise ratio less than -20 dB.
引用
收藏
页码:393 / 396
页数:4
相关论文
共 50 条
  • [1] Wavelet-based feature extraction for EEG classification
    Dixon, TL
    Livezey, GT
    [J]. PROCEEDINGS OF THE 18TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 18, PTS 1-5, 1997, 18 : 1003 - 1004
  • [2] A simple wavelet-based test for evoked responses
    Norton, JD
    Eswaran, H
    Lowery, CL
    Wilson, JD
    Murphy, P
    Preissl, H
    [J]. JOURNAL OF NEUROSCIENCE METHODS, 2004, 138 (1-2) : 157 - 164
  • [3] Wavelet-based filtering method for sleep EEG signal
    Qiang, Hua
    Yang, Rui
    Zhang, Guodong
    [J]. MECHANICAL AND ELECTRONICS ENGINEERING III, PTS 1-5, 2012, 130-134 : 2160 - +
  • [4] Wavelet-based linear system modeling and adaptive filtering
    Doroslovacki, MI
    Fan, H
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1996, 44 (05) : 1156 - 1167
  • [5] Wavelet-based semblance filtering
    Cooper, G. R. J.
    [J]. COMPUTERS & GEOSCIENCES, 2009, 35 (10) : 1988 - 1991
  • [6] A wavelet-based approach for the extraction of event related potentials from EEG
    Fatourechi, M
    Mason, SG
    Birch, GE
    Ward, RK
    [J]. 2004 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL II, PROCEEDINGS: SENSOR ARRAY AND MULTICHANNEL SIGNAL PROCESSING SIGNAL PROCESSING THEORY AND METHODS, 2004, : 737 - 740
  • [7] Wavelet-based feature extraction for classification of epileptic seizure EEG signal
    Sharmila, A.
    Mahalakshmi, P.
    [J]. Journal of Medical Engineering and Technology, 2017, 41 (08): : 670 - 680
  • [8] Wavelet-based adaptive large-eddy simulation with explicit filtering
    De Stefano, Giuliano
    Vasilyev, Oleg V.
    [J]. JOURNAL OF COMPUTATIONAL PHYSICS, 2013, 238 : 240 - 254
  • [9] Serial identification of EEG patterns using adaptive wavelet-based analysis
    Nazimov, A. I.
    Pavlov, A. N.
    Nazimova, A. A.
    Grubov, V. V.
    Koronovskii, A. A.
    Sitnikova, E.
    Hramov, A. E.
    [J]. EUROPEAN PHYSICAL JOURNAL-SPECIAL TOPICS, 2013, 222 (10): : 2713 - 2722
  • [10] Serial identification of EEG patterns using adaptive wavelet-based analysis
    A.I. Nazimov
    A.N. Pavlov
    A.A. Nazimova
    V.V. Grubov
    A.A. Koronovskii
    E. Sitnikova
    A.E. Hramov
    [J]. The European Physical Journal Special Topics, 2013, 222 : 2713 - 2722