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使用特征向量方法对血管成形术前和术后冠状动脉狭窄进行无创检测。

Noninvasive detection of coronary stenoses before and after angioplasty using eigenvector methods.

作者信息

Akay M, Semmlow J L, Welkowitz W, Bauer M D, Kostis J B

机构信息

Department of Biomedical Engineering, Rutgers University, Piscataway, NJ 08855.

出版信息

IEEE Trans Biomed Eng. 1990 Nov;37(11):1095-104. doi: 10.1109/10.61035.

Abstract

Previous studies done by our group suggest that partially occluded coronary arteries may generate sounds due to turbulent blood flow. To support these previous findings the frequency spectra of diastolic heart sounds are compared before and after angioplastic surgery. Since the low-level sounds associated with partially occluded coronary arteries are contaminated with considerable background noise, traditional FFT analysis may not produce accurate frequency spectra. Indeed, in a previous study using the same data, no significant differences were found in the diastolic heart sounds before and after angioplastic surgery. In this study, three eigenvector methods (Pisarenko, MUSIC, and Minimum-Norm) have been selected to generate the frequency spectra because of their higher resolution, particularly in the presence of noise. Although the Pisarenko method produced spurious zeros and could not be used, the other two methods produced spectra showing, in most cases, a marked decrease in high-frequency spectral components following angioplasty.

摘要

我们团队之前进行的研究表明,部分阻塞的冠状动脉可能会因血流湍急而产生声音。为了支持这些先前的发现,我们比较了血管成形术前后舒张期心音的频谱。由于与部分阻塞的冠状动脉相关的低水平声音被大量背景噪声所污染,传统的快速傅里叶变换(FFT)分析可能无法产生准确的频谱。事实上,在之前一项使用相同数据的研究中,血管成形术前后的舒张期心音未发现显著差异。在本研究中,由于三种特征向量方法(皮萨连科法、多重信号分类法和最小范数法)具有更高的分辨率,特别是在存在噪声的情况下,因此被选用来生成频谱。尽管皮萨连科法产生了虚假零点且无法使用,但其他两种方法生成的频谱显示,在大多数情况下,血管成形术后高频频谱成分显著下降。

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