Title :
Cumulant based Teager energy operator for ECG signal modeling
Author :
Sharmila, V. ; Hari Krishna, E. ; Ashoka Reddy, K.
Author_Institution :
Dept. of ECE, Kamala Inst. of Technol. & Sci., Huzurabad, India
Abstract :
In this paper a cumulant based Teager energy operator (TEO) method is proposed to enhance the morphological features of noisy stress ECG signals which are corrupted with Gaussian noise, and other artifacts like baseline wander. It uses higher order statistical (HOS) cumulants in combination with nonlinear TEO required for the analysis of nonlinear and non stationary signals. Higher order cumulants suppress the Gaussian noise and TEO derives an energy from nonlinear components in time and frequency domains. It exhibits an attractive feature of retrieving a clean ECG from noisy recordings with extremely poor SNR of up to 10 dB. The mean of Teager energy (TE) in time as well as frequency domains and improvement in signal to noise ratio (SNRI) are the statistical measures used for classification. Results reveal the efficacy of the proposed method in improving the signal to noise ratio and computing the energy in time and frequency domains.
Keywords :
Gaussian noise; electrocardiography; feature extraction; frequency-domain analysis; higher order statistics; medical signal processing; signal classification; time-domain analysis; ECG signal modeling; Gaussian noise; HOS cumulants; SNRI; TEO method; baseline wander; classification; cumulant based Teager energy operator; frequency domain; higher order statistical cumulants; morphological feature enhancement; noisy recordings; noisy stress ECG signals; nonlinear TEO; nonlinear signal analysis; nonstationary signal analysis; signal to noise ratio; statistical measure; time domain; Electrocardiography; Energy measurement; Frequency-domain analysis; Gaussian noise; Noise measurement; Signal to noise ratio; Time-domain analysis; ECG; Gaussian noise; HOS Cumulants; TEO;
Conference_Titel :
Advances in Computing, Communications and Informatics (ICACCI), 2013 International Conference on
Conference_Location :
Mysore
Print_ISBN :
978-1-4799-2432-5
DOI :
10.1109/ICACCI.2013.6637482