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A novel low-complexity post-processing algorithm for precise QRS localization

机译:用于精确QRS定位的新型低复杂度后处理算法

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摘要

Precise localization of QRS complexes is an essential step in the analysis of small transient changes in instant heart rate and before signal averaging in QRS morphological analysis. Most localization algorithms reported in literature are either not robust to artifacts, depend on the sampling rate of the ECG recordings or are too computationally expensive for real-time applications, especially in low-power embedded devices. This paper proposes a localization algorithm based on the intersection of tangents fitted to the slopes of R waves detected by any QRS detector. Despite having a lower complexity, this algorithm achieves comparable trigger jitter to more complex localization methods without requiring the data to first be upsampled. It also achieves high localization precision regardless of which QRS detector is used as input. It is robust to clipping artifacts and to noise, achieving an average localization error below 2 ms and a trigger jitter below 1 ms on recordings where no additional artifacts were added, and below 8 ms for recordings where the signal was severely degraded. Finally, it increases the accuracy of template-based false positive rejection, allowing nearly all mock false positives added to a set of QRS detections to be removed at the cost of a very small decrease in sensitivity. The localization algorithm proposed is particularly well-suited for implementation in embedded, low-power devices for real-time applications.
机译:QRS络合物的精确定位是分析瞬时心率中微小瞬时变化以及QRS形态分析中信号平均之前的重要步骤。文献中报道的大多数本地化算法要么对伪像不稳健,取决于ECG记录的采样率,要么对于实时应用(特别是在低功耗嵌入式设备中)的计算量太大。本文提出了一种基于切线相交的定位算法,该切线适合于任何QRS检测器检测到的R波的斜率。尽管具有较低的复杂度,但该算法可实现与更复杂的定位方法相当的触发抖动,而无需首先对数据进行上采样。无论使用哪个QRS检测器作为输入,它都可以实现很高的定位精度。它对剪裁伪像和噪声具有鲁棒性,在不添加其他伪像的录音中,平均定位误差低于2毫秒,触发抖动在1毫秒以下,对于信号严重劣化的录音,其抖动低于8毫秒。最终,它提高了基于模板的误报排除的准确性,从而几乎消除了添加到一组QRS检测中的所有模拟误报,而代价是灵敏度的很小降低。所提出的定位算法特别适合在嵌入式,低功耗设备中用于实时应用。

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