NONINVASIVE ACOUSTICAL DETECTION OF CORONARY-ARTERY DISEASE - A COMPARATIVE-STUDY OF SIGNAL-PROCESSING METHODS

被引:95
作者
AKAY, YM
AKAY, M
WELKOWITZ, W
SEMMLOW, JL
KOSTIS, JB
机构
[1] UNIV MED & DENT NEW JERSEY,ROBERT WOOD JOHNSON MED SCH,DEPT SURG BIOENGN,PISCATAWAY,NJ 08854
[2] UNIV MED & DENT NEW JERSEY,ROBERT WOOD JOHNSON MED SCH,DEPT MED,PISCATAWAY,NJ 08854
[3] UNIV MED & DENT NEW JERSEY,ROBERT WOOD JOHNSON MED SCH,DIV CARDIOVASC DIS & HYPERTENS,PISCATAWAY,NJ 08854
关键词
D O I
10.1109/10.237677
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Previous studies have indicated heart sounds may contain information useful in the detection of occluded coronary arteries [1]-[12]. During diastole, coronary blood flow is maximum, and the sounds associated with turbulent blood flow through partially occluded coronary arteries should be detectable [1]-[12]. In order to detect such sounds, recordings of diastolic heart sound segments were analyzed by using four signal processing techniques; the Fast Fourier Transform (FFT), the Autoregressive (AR), the Autoregressive Moving Average (ARMA), and the Minimum-Norm (Eigenvector) methods. To further enhance the diastolic heart sounds and reduce background noise, an Adaptive filter was used as a preprocessor [12]. The power ratios of the FFT method and the poles of the AR, ARMA, and Eigenvector methods were used to diagnose patients as diseased or normal arteries using a blind protocol without prior knowledge of the actual disease states of the patients to guard against human bias. Results showed that normal and abnormal records were correctly distinguished in 56 of 80 cases using the Fast Fourier Transform (FFT), in 63 of 80 cases using the AR, in 62 of 80 cases using the ARMA method, and in 67 of 80 cases using the Eigenvector method. Among all four methods, the Eigenvector methods showed the best diagnostic performance when compared with the FFT, AR, and ARMA methods. These results confirm that high frequency acoustic energy between 300 and 800 Hz is associated with coronary stenosis [2]-[12].
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页码:571 / 578
页数:8
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