DocumentCode
2501298
Title
Latency variable source separation for heart rate detection in low-quality ECG signals
Author
Vullings, R. ; Rooijakkers, M.J. ; Mischi, M.
Author_Institution
Fac. of Electr. Eng., Eindhoven Univ. of Technol., Eindhoven, Netherlands
fYear
2011
fDate
Aug. 30 2011-Sept. 3 2011
Firstpage
6935
Lastpage
6938
Abstract
Monitoring of the heart rate can provide vital clinical information, but can, in specific situations, be complicated due to the low signal to noise ratio (SNR) of the available physiological signals. Several methods to enhance the SNR are known from literature, e.g. wavelet-based enhancement methods, but most of these methods require a priori information on the recorded signals and are only applicable in specific situations. In this paper a generic method is presented that uses latency variable source separation (LVSS) to derive a matched filter for enhancement of electrocardiogram (ECG) signals. Besides its use on ECG signals, the LVSS method has the potential capability to enhance any kind of (quasi-) periodical signal. The LVSS method is evaluated by comparing its performance in SNR enhancement to the performance of a wavelet-based enhancement method. This performance demonstrates that for low-SNR ECG signals, the LVSS method outperforms the wavelet-based method.
Keywords
electrocardiography; matched filters; medical signal detection; medical signal processing; source separation; wavelet transforms; LVSS; SNR; electrocardiogram; heart rate detection; latency variable source separation; low-quality ECG signals; matched filter; signal enhancement; signal to noise ratio; wavelet-based enhancement methods; Biomedical monitoring; Electrocardiography; Heart rate detection; Monitoring; Signal to noise ratio; Algorithms; Bayes Theorem; Electrocardiography; Equipment Design; Heart Rate; Humans; Models, Statistical; Models, Theoretical; Monitoring, Physiologic; Normal Distribution; Probability; Reproducibility of Results; Signal Processing, Computer-Assisted; Signal-To-Noise Ratio;
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.2011.6091753
Filename
6091753
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