Spectral analysis of heart rate without resampling

George Moody
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引用次数: 137

Abstract

Standard methods of estimating the power spectral density (PSD) of irregularly sampled signals such as instantaneous heart rate (HR) require resampling at uniform intervals and replacement of unusable samples. The Lomb periodogram is a means of obtaining PSD estimates directly from irregularly sampled time series, avoiding these requirements. The author compares Fourier, autoregressive, and Lomb PSD estimates from synthetic, real, and noise-corrupted real heart rate time series, and examines systematic differences among these estimates. An algorithm is presented for obtaining a heart rate time series suitable for Lomb PSD estimation from an RR interval time series with included ectopic beats and erroneous measurements. The author concludes with a brief survey of other applications of the technique, such as estimation of respiratory frequency from a time series of beat-by-beat measurements of the mean electrical axis.<>
无重采样的心率频谱分析
估计不规则采样信号(如瞬时心率(HR))的功率谱密度(PSD)的标准方法需要以均匀的间隔重新采样并替换不可用的样本。Lomb周期图是一种直接从不规则采样时间序列中获得PSD估计的方法,避免了这些要求。作者比较了傅立叶、自回归和Lomb PSD估计合成、真实和噪声损坏的真实心率时间序列,并检查这些估计之间的系统差异。提出了一种从包含异位心跳和误差测量的RR区间时间序列中获得适合Lomb PSD估计的心率时间序列的算法。作者最后简要介绍了该技术的其他应用,例如根据平均电轴的逐拍测量时间序列估计呼吸频率
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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