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Cancellation of cardiac interference in diaphragm EMG signals using an estimate of ECG reference signal

机译:使用ECG参考信号的估计消除膈肌EmG信号中的心脏干扰

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摘要

The analysis of the electromyographic signal of the diaphragm muscle (EMGdi) can provide important information in order to evaluate the respiratory muscular function. However, EMGdi signals are usually contaminated by the electrocardiographic (ECG) signal. An adaptive noise cancellation (ANC) based on event-synchronous cancellation can be used to reduce the ECG interference in the recorded EMGdi activity. In this paper, it is proposed an ANC scheme for cancelling the ECG interference in EMGdi signals using only the EMGdi signal (without acquiring the ECG signal). In this case the detection of the QRS complex has been performed directly in the EMGdi signal, and the ANC algorithm must be robust to false or missing QRS detections. Furthermore, an automatic criterion to select the adaptive constant of the LMS algorithm has been proposed (µ). The µ constant is selected automatically so that the canceling signal energy equals the energy of the reference signal (which is an estimation of the ECG interference present in the EMGdi signal). This approach optimizes the tradeoff between cancellation of ECG interference and attenuation of EMG component. A number of weights equivalent of a time window that contains several QRS complexes is selected in order to make the algorithm robust to QRS detection errors.
机译:对the肌的肌电信号(EMGdi)的分析可提供重要信息,以评估呼吸肌功能。但是,EMGdi信号通常被心电图(ECG)信号污染。基于事件同步消除的自适应噪声消除(ANC)可用于减少记录的EMGdi活动中的ECG干扰。在本文中,提出了一种仅使用EMGdi信号(无需获取ECG信号)来消除EMGdi信号中的ECG干扰的ANC方案。在这种情况下,已经直接在EMGdi信号中执行了QRS复合信号的检测,并且ANC算法必须对错误或丢失的QRS检测具有鲁棒性。此外,已经提出了选择LMS算法的自适应常数的自动准则(μ)。 μ常数会自动选择,以使抵消信号的能量等于参考信号的能量(这是对EMGdi信号中存在的ECG干扰的估计)。该方法优化了消除ECG干扰与EMG分量衰减之间的权衡。为了使该算法对QRS检测错误具有鲁棒性,选择了与包含几个QRS络合物的时间窗口等效的权重数。

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