Improved interpolation of unevenly sampled heart rate signals

J. Mateo, P. Laguna
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引用次数: 5

Abstract

In the heart rate variability (HRV) analysis, based on power spectral density (PSD), there are two major problems: The accessibility of information (beat timing) and the uneven sampling of the information carrying signal. The first problem has been addressed through the heart rate (HR), the heart period (HP), and recently we have proposed the heart timing (HT) signal. Interpolation has been done with linear or cubic spline methods. In this work, we propose an alternative, that is a combination of the adaptive weights preconditioning method and the method of conjugate gradient for the solution of positive definite linear systems. We show how this reconstruction algorithm allows the recovery of a sequence of regular spaced samples and its spectrum from the proposed HT, with higher precision (lower low-pass effect) than other methods.
改进了不均匀采样心率信号的插值
在基于功率谱密度(PSD)的心率变异性(HRV)分析中,存在两个主要问题:信息的可及性(心跳定时)和信息携带信号的采样不均匀。第一个问题已经通过心率(HR)、心期(HP)来解决,最近我们提出了心脏计时(HT)信号。插值已经用线性或三次样条方法完成。在这项工作中,我们提出了一种替代方法,即自适应权重预处理方法与共轭梯度方法相结合的方法来求解正定线性系统。我们展示了这种重建算法如何允许从所提出的HT中恢复规则间隔样本序列及其频谱,具有比其他方法更高的精度(更低的低通效应)。
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