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Real-time biosignal quality analysis of ambulatory ECG for detection of myocardial ischemia

机译:动态心电图实时生物信号质量分析以检测心肌缺血

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This work is part of an on-going effort to implement real-time biosignal quality analysis for electrocardiograms (ECG). Biosignal quality analysis can provide an estimate of the signal-to-noise ratio (SNR), which can be used to gate alarms for myocardial ischemia, as indicated by ST deviations in ambulatory ECG. Currently, the false alarm rate is high due to contaminants in the ECG, such as motion artifact. In the proposed algorithm, ECG data are segmented into 16-beat analysis windows. Within an analysis window, the heart's PQRST complexes are segmented, aligned, and averaged to form an estimate of the true PQRST complex output by the heart. A SNR is estimated for each beat by comparing the PQRST complex of each beat to the average PQRST complex; the lowest SNR across all beats in the analysis window is the SNR assigned to the analysis window. Performance of the algorithm is evaluated using ECG data contaminated with various levels of motion artifact. The algorithm provides SNR estimates that are correlated with true SNR (r = 0.89). Leveraging the repeatability of the PQRST complex, it derives these estimates solely from the recorded ECG and does not require a noise free period or any supplementary signals. Results indicate that this algorithm may be a viable method for gating myocardial alarms for reduction of the false alarm rate.
机译:这项工作是实施用于心电图(ECG)的实时生物资质分析的持续努力的一部分。生物数据质量分析可以提供信噪比(SNR)的估计,其可用于门心肌缺血的警报,如在动态ECG中的ST偏差所示。目前,由于心电图中的污染物,例如运动伪像,误报率很高。在所提出的算法中,ECG数据被分段为16拍分析窗口。在分析窗口中,心脏的PQRST复合物被分段,对齐,并平均,以形成心脏真正的PQRST复数的估计。通过将每个节拍的PQRST复合物与平均PQRST复合物进行比较,估计每个节拍的SNR;分析窗口中所有节拍的最低SNR是分配到分析窗口的SNR。使用具有各种级别的运动伪影污染的ECG数据来评估算法的性能。该算法提供与真实SNR相关的SNR估计(R = 0.89)。利用PQRST复合物的可重复性,它仅来自记录的心电图的这些估计,并且不需要无噪声周期或任何补充信号。结果表明该算法可以是用于减少误报率的用于降低虚拟报警速率的可行方法。

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