Title :
Window width estimation and the application of the windowed Wigner-Ville distribution in the analysis of heart sounds and murmurs
Author :
Sha´ameri, Ahmad Zuri ; Hussain, Shiraz ; Salleh, Saafie
Author_Institution :
Digital Signal Process. Lab., Univ. Teknologi Malaysia, Malaysia
Abstract :
This paper looks at the analysis of heart sounds and murmur using time-frequency signal analysis. The techniques used are the Wigner-Ville distribution (WVD) and windowed Wigner-Ville distribution (WWVD) that belonged to the bilinear class of time-frequency distribution. These techniques developed to provide high-resolution time-frequency representation for time-varying signals. Due the nonlinear operation involved, interference terms are introduced in the time-frequency representation. The signals of interest are modeled as multicomponent signals and the characteristics of the signal in time-lag plane are observed. From the time-lag plane, the interference components are identified, and the appropriate window width is selected in the WWVD to remove the interference. Analysis results show that WWVD produces more accurate time-frequency representation compared to the WVD and the signal-to-interference is used to quantify the improvement
Keywords :
Wigner distribution; echocardiography; interference suppression; medical signal processing; parameter estimation; patient diagnosis; signal representation; signal resolution; time-frequency analysis; WWVD; bilinear signal class; heart sounds analysis; high-resolution time-frequency representation; interference removal; multicomponent signals; murmurs analysis; nonlinear operation; signal-to-interference; signals of interest; time-frequency distribution; time-frequency signal analysis; time-lag plane; time-varying signals; window width estimation; windowed Wigner-Ville distribution; Digital signal processing; Equations; Fourier transforms; Heart; Interference; Kernel; Signal analysis; Spectrogram; Time frequency analysis; Turing machines;
Conference_Titel :
TENCON 2000. Proceedings
Conference_Location :
Kuala Lumpur
Print_ISBN :
0-7803-6355-8
DOI :
10.1109/TENCON.2000.888401