ECG artifact removal from surface EMG signals by combining empirical mode decomposition and independent component analysis

BIOSIGNALS 2011 - Proceedings of the International Conference on Bio-Inspired Systems and Signal Processing

Volumn , Issue , 2011, Pages 421-424

  Taelman, Joachim ^a   Mijovic, Bogdan ^a   Van Huffel, Sabine ^a   Devuyst, Stéphanie ^b   Dutoit, Thierry ^b  

^a UNIVERSITY OF LEUVEN   (Belgium)

^b UNIVERSITY OF MONS   (Belgium)

Author keywords

Data preprocessing; Ecg interference artifact; Ensemble empirical mode decomposition; Single channel blind source separation

Indexed keywords

ARTIFACT REMOVAL; COMPUTATIONAL LOADS; DATA PREPROCESSING; DECOMPOSITION METHODS; EMPIRICAL MODE DECOMPOSITION; ENSEMBLE EMPIRICAL MODE DECOMPOSITION; MULTI-CHANNEL; MULTICHANNEL DATA; REAL LIFE DATA; SINGLE CHANNEL RECORDING; SINGLE CHANNELS; SOURCE OF NOISE; SOURCE SEPARATION; SUBTRACTION METHOD; SURFACE ELECTROMYOGRAPHY; SURFACE EMG;

BLIND SOURCE SEPARATION; ELECTROCARDIOGRAPHY; ELECTROCHROMIC DEVICES; ELECTROPHYSIOLOGY; MUSCLE; WAVELET ANALYSIS; WAVELET DECOMPOSITION;

INDEPENDENT COMPONENT ANALYSIS;

EID: 79960250191     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (8)

1. Azzerboni, B., Carpentieri, M., La Foresta, F., Morabito, F. C., 2004. Neural-ICA and Wavelet Transform for artifacts removal in EMG. In Proc. Of the IEEE International Joint Conference on Neural Networks,. 4, 3223-3228. (Pubitemid 40011550)
2. Bartolo, A., Roberts, C., Dzwonczyk, R., Goldman, E., 1996. Analysis of diaphragm EMG signals: comparison of gating vs. subtraction for removal of ECG contamination. In J Appl. Physiol, 80, 1898-1902.
3. Davies, M. E., James, C. J., 2007. Source separation using single channel ICA. In Signal Processing, 87 (8), 1819-1832.
4. Huang, N. E., Wu, M. L., Long, S. R., Shen, S. S., Qu, W. D., Gloersen, P., Fan, K. L., 1998. The Empirical Mode Decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis. In Proceedings of Royal Society Lond, 454A, 1971, 903-993.
5. Hyvarinen, A., Oja, E., 2000. Independent Component Analysis: algorithms and applications. In Neural Networks, 13 (4-5), 411-430. (Pubitemid 30447427)
6. Mijovic, B., De Vos, M., Gligorijevic, I., Taelman J., Van Huffel, S., 2010. Source separation from single-channel recordings by combining empirical mode decomposition and independent component analysis. In IEEE transactions on biomedical engineering. Accepted.
7. Taelman, J., Spaepen, A., Van Huffel, S., 2007. Wavelet Independent Component Analysis to remove electrocardiography contamination in surface electromyography. In Proceedings of Engineering in Medicine and Biology Society, 2007, pp. 682-685.
8. Zhou, P., Kuiken, T. A., 2006 Eliminating cardiac contamination from myoelectric control signals developed by targeted muscle reinnervation. In Physiol Meas, 21, 1311-1327.