DocumentCode :
2687015
Title :
Analysis and classification of heart sounds and murmurs based on the instantaneous energy and frequency estimations
Author :
Sharif, Zaiton ; Zainal, Mohad Shamian ; Ameri, Ahmad Zuri Sha ; Salleh, Sheikh Husain Shaikh
Author_Institution :
Dept. of Microelectron. & Comput. Eng., Univ. Teknologi Malaysia, Johor, Malaysia
Volume :
2
fYear :
2000
fDate :
2000
Firstpage :
130
Abstract :
This paper proposes the use of the instantaneous energy and the frequency estimation in the classification of the heart sounds and murmurs for common heart diseases. It has been known that the present of the heart murmurs in one´s heart sound indicates that there is a potential heart problem. Thus, the goal of this work is to develop a technique for detecting and classifying murmurs. Such a technique can be used as part of a heart diagnostic system. The analysis is performed based on a set of 102 data for various heart sounds. To discriminate the various heart sounds, the instantaneous energy and frequency estimation is used to estimate the features of heart sound. The techniques used to estimate the instantaneous frequency are the central finite difference frequency estimation (CFDFE) and zero crossing frequency estimation (ZCFE). From the instantaneous energy and frequency estimate, the energy and frequencies of the heart sounds are defined as the features of the heart sounds that can uniquely discriminate the various heart sounds
Keywords :
echocardiography; finite difference methods; frequency estimation; medical signal processing; patient diagnosis; signal classification; signal detection; central finite difference frequency estimation; heart diagnostic system; heart diseases; heart sounds analysis; heart sounds classification; instantaneous energy estimation; instantaneous frequency estimation; murmur detection; murmurs analysis; murmurs classification; zero crossing frequency estimation; Blood; Cardiac disease; Digital signal processing; Finite difference methods; Frequency estimation; Heart valves; Humans; Message-oriented middleware; Microelectronics; Stethoscope;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
TENCON 2000. Proceedings
Conference_Location :
Kuala Lumpur
Print_ISBN :
0-7803-6355-8
Type :
conf
DOI :
10.1109/TENCON.2000.888404
Filename :
888404
Link To Document :
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