Heart sound analysis for symptom detection and computer-aided diagnosis

被引:117
作者
Reed, TR
Reed, NE
Fritzson, P
机构
[1] Univ Hawaii, Dept Elect Engn, Honolulu, HI 96822 USA
[2] Linkoping Univ, Dept Comp & Informat Sci, S-58183 Linkoping, Sweden
关键词
auscultation; cardiac; diagnosis; frequency analysis; heart; linear model; sound analysis; phonocardiogram;
D O I
10.1016/j.simpat.2003.11.005
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Heart auscultation (the interpretation by a physician of heart sounds) is a fundamental component of cardiac diagnosis. It is, however, a difficult skill to acquire. In this work, we develop a simple model for the production of heart sounds, and demonstrate its utility in identifying features useful in diagnosis. We then present a prototype system intended to aid in heart sound analysis. Based on a wavelet decomposition of the sounds and a neural network-based classifier, heart sounds are associated with likely underlying pathologies. Preliminary results promise a system that is both accurate and robust, while remaining simple enough to be implemented at low cost. (C) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:129 / 146
页数:18
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