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Heart Rate Extraction of Ballistocardiogram Based on Hilbert-Huang Transformation

机译:基于Hilbert-Huang转换的颅骨图谱的心率提取

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Introduction: Ballistocardiogram (BCG) was the signal that reflected the movement of human body caused by the mechanical activity of cardiovascular system, especially during the heart contraction. Compared to other methods to assess vascular healthy condition, acquisition of BCG didn't need any direct contact with human body. In this paper we tried to use Hilbert-Huang Transformation (HHT) to calculate the heart rate and detect the artifacts. Methods: HHT was a newly-developed method for nonlinear data analysis and Ensemble Empirical Mode Decomposition (EEMD) based HHT was a modified HHT method which used white noise to improve the analysis result. A device that could record BCG signal and ECG signal synchronously was built in our lab and 10 subjects' signals were collected and analyzed. EEMD based HHT was applied to BCG signal to calculate the heart rate. Heart rate calculated using ECG was used as standard value to verify the result calculated from BCG. Besides, BCG was easily affected by the body movement so we tried to use HHT to detect the artifacts in the BCG signal. Results: From our results, it showed that EEMD based HHT with a proper white noise level could be used to calculate heart rate in BCG. Artifacts in the decomposition component were enhanced in the decomposition components of EEMD and became easier to detect than that in original BCG signal. Conclusion: Therefore, HHT could help to calculate the heart rate, enhance and detect artifacts caused by movements of human body in BCG signal.
机译:介绍:滚珠技术造影图(BCG)是反映了由心血管系统的机械活性引起的人体运动的信号,特别是在心脏收缩期间。与其他评估血管健康状况的其他方法相比,收购BCG不需要与人体直接接触。在本文中,我们试图使用Hilbert-Huang转换(HHT)来计算心率并检测伪影。方法:HHT是一种新开发的非线性数据分析方法,基于合奏的实证模式分解(EEMD)的HHT是一种用于改进白噪声来改善分析结果的改进的HHT方法。可以在我们的实验室中建立并分析了一个可以在我们的实验室内建立并分析10个主题信号的设备。基于EEMD的HHT应用于BCG信号以计算心率。使用ECG计算的心率用作标准值,以验证由BCG计算的结果。此外,BCG容易受到身体运动的影响,因此我们试图使用HHT来检测BCG信号中的伪影。结果:从我们的结果,它表明,具有适当的白噪声水平的EEMD的HHT可用于计算BCG中的心率。在EEMD的分解组件中增强了分解组分中的伪影,并且比原始BCG信号中的分解组分更容易检测。结论:因此,HHT可以有助于计算心率,增强和检测由BCG信号中人体运动引起的伪影。

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