Title :
Kurtosis based multichannel ECG signal denoising and diagnostic distortion measures
Author :
Sharma, L.N. ; Dandapat, S. ; Mahanta, A.
Author_Institution :
Dept. of Electron., & Commun. Eng., Indian Inst. of Technol. Guwahati, Guwahati, India
Abstract :
Multichannel electrocardiogram (MECG) signal de-noising can be described as a process of removing the clinically unimportant contents present from the signal. Higher order statistics (HOS) can help to retain finer details of an electrocardiogram (ECG) signal which can effectively reduce the noise levels in MECG signal. In this work, it is proposed to evaluate the HOS (kurtosis) in each Wavelet band to denoise an MECG signal. Thresholding levels are derived based on the values of fourth order cumulant, `kurtosis´, of the wavelet coefficients and energy contribution efficiency (ECE) of wavelet sub-bands. The performance of this method for compressed signals is evaluated using percentage root mean square difference (PRD), weighted PRD (WPRD), and wavelet weighted percentage root mean square difference (WWPRD). The proposed algorithm is tested with database of CSE mutlilead measurement library. The results show significant improvement in denoising the MECG signals.
Keywords :
electrocardiography; higher order statistics; medical signal processing; signal denoising; CSE Mutlilead Measurement Library database; MECG; WWPRD; diagnostic distortion measures; energy contribution efficiency; fourth order cumulant; higher order statistics; kurtosis based multichannel ECG signal denoising; multichannel electrocardiogram denoising; thresholding levels; wavelet band; wavelet weighted percentage root mean square difference; weighted PRD; Databases; Distortion measurement; Electrocardiography; Higher order statistics; Noise level; Root mean square; Signal denoising; Signal processing; Testing; Wavelet coefficients;
Conference_Titel :
TENCON 2009 - 2009 IEEE Region 10 Conference
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-4546-2
Electronic_ISBN :
978-1-4244-4547-9
DOI :
10.1109/TENCON.2009.5396009