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A Robust Fusion Method for Motion Artifacts Reduction in Photoplethysmography Signal

机译:一种鲁棒融合方法,用于减少光学读物信号的运动伪影

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Robustness of estimating cardiorespiratory parameters from photoplethysmography (PPG) signal is highly dependent on the quality of the signal, which is heavily affected by motion artifacts. To increase the estimation accuracy of cardiorespiratory parameters, this article describes a novel fusion method to efficiently and effectively reduce the motion artifacts from the acquired PPG signal. The proposed fusion technique requires simultaneously acquiring data from a PPG sensor and accelerometer. To filter out the frequencies associated with motion, the method uses stopband filters with a central rejection frequency and bandwidth determined by the output signal of the accelerometer. Under such conditions, the proposed method to remove the motion artifacts does not depend on the quality of the reference signal and has almost no impact on the nature of PPG signals (i.e., amplitude, baseline, and periodicity). The effectiveness of the proposed method in the suppression of in-band and out-of-band frequencies of motion is numerically and experimentally evaluated. It is shown that the filtered PPG signal has sufficient information to estimate different cardiac parameters such as heart- (HR), respiration rate (RR), and blood oxygen saturation (SpO(2)). The motion artifact-free PPG signal obtained using our proposed method can estimate HR, RR, and SpO(2) with an accuracy of above 95%. This level of accuracy confirms the usefulness of the proposed fusion method for accuracy improvement of cardiorespiratory parameters monitored by the filtered PPG signal.
机译:估计来自光学仪器描绘(PPG)信号的心肺参数的鲁棒性高度依赖于由运动伪影的大量影响的信号的质量。为了提高心肺参数的估计准确性,本文介绍了一种新的融合方法,以有效地和有效地减少来自所获取的PPG信号的运动伪影。所提出的融合技术需要同时从PPG传感器和加速度计获取数据。为了过滤出与运动相关联的频率,该方法使用具有由加速度计的输出信号确定的具有中央抑制频率和带宽的阻带滤波器。在这种条件下,提出的去除运动伪像不依赖于参考信号的质量,并且对PPG信号的性质几乎没有影响(即幅度,基线,周期性)。在数值和实验评估中,所提出的方法在抑制带内带带带外运动的频率的有效性。结果表明,过滤的PPG信号具有足够的信息来估计不同的心脏参数,例如心脏(HR),呼吸速率(RR)和血氧饱和度(SPO(2))。使用我们所提出的方法获得的运动伪影PPG信号可以估计HR,RR和SPO(2),精度高于95%。这种精度级别证实了所提出的融合方法,以便通过过滤的PPG信号监测的心肺信号的准确性改进。

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