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A comb filter based signal processing method to effectively reduce motion artifacts from photoplethysmographic signals

机译:基于梳状滤波器的信号处理方法,可有效减少光电容积描记信号中的运动伪像

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摘要

A photoplethysmographic (PPG) signal can provide very useful information about a subject's cardiovascular status. Motion artifacts (MAs), which usually deteriorate the waveform of a PPG signal, severely obstruct its applications in the clinical diagnosis and healthcare area. To reduce the MAs from a PPG signal, in the present study we present a comb filter based signal processing method. Firstly, wavelet de-noising was implemented to preliminarily suppress a part of the MAs. Then, the PPG signal in the time domain was transformed into the frequency domain by a fast Fourier transform (FFT). Thirdly, the PPG signal period was estimated from the frequency domain by tracking the fundamental frequency peak of the PPG signal. Lastly, the MAs were removed by the comb filter which was designed based on the obtained PPG signal period. Experiments with synthetic and real-world datasets were implemented to validate the performance of the method. Results show that the proposed method can effectively restore the PPG signals from the MA corrupted signals. Also, the accuracy of blood oxygen saturation (SpO(2)), calculated from red and infrared PPG signals, was significantly improved after the MA reduction by the proposed method. Our study demonstrates that the comb filter can effectively reduce the MAs from a PPG signal provided that the PPG signal period is obtained.
机译:光电容积描记(PPG)信号可以提供有关受试者心血管状况的非常有用的信息。通常会损坏PPG信号波形的运动伪影(MA)严重阻碍了其在临床诊断和医疗保健领域的应用。为了减少PPG信号中的MA,在本研究中,我们提出了一种基于梳状滤波器的信号处理方法。首先,实施了小波降噪以初步抑制部分MA。然后,通过快速傅立叶变换(FFT)将时域中的PPG信号转换为频域。第三,通过跟踪PPG信号的基本频率峰值,从频域估计PPG信号周期。最后,通过基于获得的PPG信号周期设计的梳状滤波器去除MA。进行了合成和真实数据集的实验,以验证该方法的性能。结果表明,该方法可以有效地从MA损坏信号中恢复PPG信号。此外,通过红色和红外PPG信号计算得出的血氧饱和度(SpO(2))的准确性在通过提出的方法降低MA后得到了显着提高。我们的研究表明,只要获得了PPG信号周期,梳状滤波器就可以有效地减少PPG信号中的MA。

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