Title :
Comparison of time-frequency analysis performance on hearts and murmurs
Author :
Daliman, Shaparas ; Ameri, Ahmad Zuri Sha
Author_Institution :
Dept. of Microelectron. & Comput. Eng., Univ. Teknologi Malaysia, Johor Darul Takzim, Malaysia
Abstract :
Time-frequency analysis is one of the methods to deal with non-stationary and time-varying signal such as heart sounds and murmurs. Wigner-Ville distribution (WVD) is a popular tool to obtain time-frequency representation of signal. Windowed Wigner-Ville distribution (WWVD) and smooth windowed Wigner-Ville distribution (SWWVD) are the improvement method to overcome the problem faced by WVD. Determination of parameter setting of WWVD and SWWVD eliminates the cross-terms and improve time-frequency representation. The accuracy of time-frequency representation of simulated heart sounds and murmurs are compared and determined based on the mainlobe width, peak-to-sidelobe average ratio and signal-to-interference ratio. It is found that the most accurate time-frequency representation can be obtained using the SWWVD.
Keywords :
Wigner distribution; acoustic signal processing; cardiology; medical signal processing; signal representation; time-frequency analysis; heart sounds; murmurs signals; nonstationary signals; signal-to-interference ratio; smooth windowed Wigner-Ville distribution; time-frequency analysis performance; time-frequency representation; windowed Wigner-Ville distribution; Acoustical engineering; Auditory system; Digital signal processing; Frequency estimation; Heart; Kernel; Microelectronics; Signal analysis; Signal processing; Time frequency analysis;
Conference_Titel :
Research and Development, 2003. SCORED 2003. Proceedings. Student Conference on
Print_ISBN :
0-7803-8173-4
DOI :
10.1109/SCORED.2003.1459652