基于鲁棒回归的心电信号自适应感知R-R区间预测

M. Momot, A. Momot, E. Piekar
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引用次数: 1

摘要

本文提出了心电信号在被监测人身上的记录仪和移动设备之间选择性传输的概念。这一概念是基于仅传输必要部分信号的节能可能性。对于ECG来说,最重要的数据由波P-QRS-T组成,这些波仅位于时间轴中心点的附近。这提示了预测后续心脏周期中心点位置的方法,以便选择要传输的片段。本文建议使用回归函数来确定这些点的位置,这些点的位置是基于最近历史上记录的有限数量的值。采用鲁棒估计算法选择回归函数的参数。
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R-R interval prediction for adaptive sensing of ECG signal using robust regression
The paper presents the concept of selective transmission of the ECG signal between the recorder located on the body of the monitored person and the mobile device. This concept is based on the possibility of energy saving by transmitting only necessary parts of signal. For the ECG, the most important data consist of waves P-QRS-T waves, located only in a neighborhood of the central point on timeline. This suggests methods of predicting the position of the center points of subsequent cardiac cycles in order to select fragments to be transmitted. The paper proposes use of the regression function to determine the positions of these points on the basis of a finite number of values recorded in recent history. The parameters of the regression function are selected using an algorithm of robust estimation.
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