DocumentCode
2502063
Title
A wavelet based technique for suppression of EMG noise and motion artifact in ambulatory ECG
Author
Mithun, P. ; Pandey, Prem C. ; Sebastian, Toney ; Mishra, Prashant ; Pandey, Vinod K.
Author_Institution
Indian Inst. of Technol. Bombay, Mumbai, India
fYear
2011
fDate
Aug. 30 2011-Sept. 3 2011
Firstpage
7087
Lastpage
7090
Abstract
A wavelet-based denoising technique is investigated for suppressing EMG noise and motion artifact in ambulatory ECG. EMG noise is reduced by thresholding the wavelet coefficients using an improved thresholding function combining the features of hard and soft thresholding. Motion artifact is reduced by limiting the wavelet coefficients. Thresholds for both the denoising steps are estimated using the statistics of the noisy signal. Denoising of simulated noisy ECG signals resulted in an average SNR improvement of 11.4 dB, and its application on ambulatory ECG recordings resulted in L2 norm and max-min based improvement indices close to one. It significantly improved R-peak detection in both the cases.
Keywords
electrocardiography; electromyography; medical signal detection; medical signal processing; signal denoising; EMG noise; R-peak detection; SNR improvement; ambulatory ECG; ambulatory ECG recording; max-min based improvement indices; motion artifact; simulated noisy ECG signals; thresholding function; wavelet coefficients; wavelet-based denoising technique; Electrocardiography; Electromyography; Noise measurement; Noise reduction; Signal to noise ratio; Wavelet coefficients; Algorithms; Artifacts; Computer Simulation; Databases, Factual; Electrocardiography, Ambulatory; Electromyography; Humans; Models, Statistical; Motion; Oscillometry; Reproducibility of Results; Signal Processing, Computer-Assisted; Wavelet Analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location
Boston, MA
ISSN
1557-170X
Print_ISBN
978-1-4244-4121-1
Electronic_ISBN
1557-170X
Type
conf
DOI
10.1109/IEMBS.2011.6091791
Filename
6091791
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