心电信号处理中的Savitzky-Golay最小二乘多项式滤波器

S. Hargittai
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引用次数: 111

摘要

Savitzky-Golay(SG)滤波器广泛应用于弹性成像、脑电图和心磁图信号处理等许多领域,主要应用于吸收光谱。尽管它们具有特殊的特性,但迄今为止在心电信号处理中很少使用。本文的目的是从心电信号处理的角度详细研究它们的特性。考虑了近似于3-25点长度的零至四阶多项式的平滑和微分滤波器。滤波效果和保留信号的小细节是相反的要求,并取决于所应用的多项式的长度和顺序。考虑到500 Hz的采样率、最小相关心电的大小以及心电信号处理中逼近峰值和拐点的要求,使用17点长度的四次平滑和微分滤波器是最佳选择
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Savitzky-Golay least-squares polynomial filters in ECG signal processing
The Savitzky-Golay(SG) filters are widely used for smoothing and differentiation in many fields namely in elastography, EEG and magnetocardiogram signal processing and mainly in absorption spectroscopy. Despite their exceptional features they were rarely used so far in the ECG signal processing. The aim of this paper is the investigation of their properties in detail from the ECG signal processing aspect. There were considered smoothing and differentiation filters approximating polynomials of zero to fourth order with 3-25-point lengths. The filtering effect and the retaining of small details of signal are opposite requirements and depend on the length and the order of applied polynomial. Taking into consideration 500 Hz sampling rate, size of smallest relevant ECG and requirements of approximating peaks and inflections in ECG signal processing, the best choice of use is the quartic smoothing and differentiation filters with 17-point length
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