Literature DB >> 11804171

Suppression of electromyogram interference on the electrocardiogram by transform domain denoising.

N Nikolaev1, A Gotchev, K Egiazarian, Z Nikolov.   

Abstract

A method for suppression of electromyogram (EMG) interference in electrocardiogram (ECG) recordings is presented. By assuming that the EMG is long-term non-stationary Gaussian noise, two successive decompositions were proposed, and the data transformed for Wiener filtering. Successive ECG cycles were rearranged and aligned by the R-wave, forming a matrix containing separated heart cycles in its rows. A short-window discrete cosine transform (DCT) was applied to the columns of the matrix for inter-cycle de-correlation. Next, Wiener filtering in a translation-invariant wavelet domain was performed on the DCT-transformed matrix rows for de-correlation of the data into each ECG cycle. The method resulted in an improvement in the signal-to-noise ratio of more than 10 dB, a threefold reduction in mean relative amplitude errors and reduced ripple artifacts around the signal transients, thus preserving the waveform in diagnostically important signal segments.

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Mesh:

Year:  2001        PMID: 11804171     DOI: 10.1007/BF02345437

Source DB:  PubMed          Journal:  Med Biol Eng Comput        ISSN: 0140-0118            Impact factor:   3.079


  8 in total

1.  Filtering of electromyogram artifacts from the electrocardiogram.

Authors:  I I Christov; I K Daskalov
Journal:  Med Eng Phys       Date:  1999-12       Impact factor: 2.242

2.  A transform domain SVD filter for suppression of muscle noise artefacts in exercise ECG's.

Authors:  J S Paul; M R Reddy; V J Kumar
Journal:  IEEE Trans Biomed Eng       Date:  2000-05       Impact factor: 4.538

3.  SVD-based on-line exercise ECG signal orthogonalization.

Authors:  B Acar; H Köymen
Journal:  IEEE Trans Biomed Eng       Date:  1999-03       Impact factor: 4.538

4.  Multiple wavelet threshold estimation by generalized cross validation for images with correlated noise.

Authors:  M Jansen; A Bultheel
Journal:  IEEE Trans Image Process       Date:  1999       Impact factor: 10.856

5.  Applications of adaptive filtering to ECG analysis: noise cancellation and arrhythmia detection.

Authors:  N V Thakor; Y S Zhu
Journal:  IEEE Trans Biomed Eng       Date:  1991-08       Impact factor: 4.538

6.  A comparison of the noise sensitivity of nine QRS detection algorithms.

Authors:  G M Friesen; T C Jannett; M A Jadallah; S L Yates; S R Quint; H T Nagle
Journal:  IEEE Trans Biomed Eng       Date:  1990-01       Impact factor: 4.538

7.  Time-frequency plane Wiener filtering of the high-resolution ECG: development and application.

Authors:  P Lander; E J Berbari
Journal:  IEEE Trans Biomed Eng       Date:  1997-04       Impact factor: 4.538

8.  QRS wave detection.

Authors:  J Fraden; M R Neuman
Journal:  Med Biol Eng Comput       Date:  1980-03       Impact factor: 2.602

  8 in total
  5 in total

1.  Beat-to-beat noise removal in non-invasive His-bundle electrocardiogram.

Authors:  A Bazhyna; A Gotchev; I I Christov; I K Daskalov; K Egiazarian
Journal:  Med Biol Eng Comput       Date:  2004-09       Impact factor: 2.602

2.  Ideal filtering approach on DCT domain for biomedical signals: index blocked DCT filtering method (IB-DCTFM).

Authors:  Hang Sik Shin; Chungkeun Lee; Myoungho Lee
Journal:  J Med Syst       Date:  2009-04-30       Impact factor: 4.460

Review 3.  Detection and Monitoring of Viral Infections via Wearable Devices and Biometric Data.

Authors:  Craig J Goergen; MacKenzie J Tweardy; Steven R Steinhubl; Stephan W Wegerich; Karnika Singh; Rebecca J Mieloszyk; Jessilyn Dunn
Journal:  Annu Rev Biomed Eng       Date:  2021-12-21       Impact factor: 11.324

4.  Tremor suppression in ECG.

Authors:  Ivan A Dotsinsky; Georgy S Mihov
Journal:  Biomed Eng Online       Date:  2008-11-19       Impact factor: 2.819

5.  Electrocardiogram Signal Denoising Using Extreme-Point Symmetric Mode Decomposition and Nonlocal Means.

Authors:  Xiaoying Tian; Yongshuai Li; Huan Zhou; Xiang Li; Lisha Chen; Xuming Zhang
Journal:  Sensors (Basel)       Date:  2016-09-25       Impact factor: 3.576

  5 in total

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