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Reduction of Motion Artifacts and Improvement of R Peak Detecting Accuracy Using Adjacent Non-Intrusive ECG Sensors

机译:使用非侵入式ECG传感器减少运动伪影并提高R峰检测精度

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摘要

Non-intrusive electrocardiogram (ECG) monitoring has many advantages: easy to measure and apply in daily life. However, motion noise in the measured signal is the major problem of non-intrusive measurement. This paper proposes a method to reduce the noise and to detect the R peaks of ECG in a stable manner in a sitting arrangement using non-intrusive sensors. The method utilizes two capacitive ECG sensors (cECGs) to measure ECG, and another two cECGs located adjacent to the sensors for ECG are added to obtain the information on motion. Then, active noise cancellation technique and the motion information are used to reduce motion noise. To verify the proposed method, ECG was measured indoors and during driving, and the accuracy of the detected R peaks was compared. After applying the method, the sum of sensitivity and positive predictivity increased 8.39% on average and 26.26% maximally in the data. Based on the results, it was confirmed that the motion noise was reduced and that more reliable R peak positions could be obtained by the proposed method. The robustness of the new ECG measurement method will elicit benefits to various health care systems that require noninvasive heart rate or heart rate variability measurements.
机译:非侵入式心电图(ECG)监测具有许多优点:易于测量并应用于日常生活。但是,被测信号中的运动噪声是非侵入式测量的主要问题。本文提出了一种使用非侵入式传感器来降低噪声并在坐姿下以稳定的方式检测ECG的R峰的方法。该方法利用两个电容式ECG传感器(cECG)来测量ECG,并添加与ECG传感器相邻的另外两个cECG,以获得运动信息。然后,使用主动噪声消除技术和运动信息来减少运动噪声。为了验证所提出的方法,在室内和驾驶过程中对ECG进行了测量,并比较了检测到的R峰的准确性。应用该方法后,数据中的敏感性和阳性预测性总和平均增加了8.39%,最大增加了26.26%。根据结果​​,证实了运动噪声被降低,并且通过所提出的方法可以获得更可靠的R峰值位置。新的ECG测量方法的坚固性将为需要无创心率或心率变异性测量的各种医疗保健系统带来好处。

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