多模态脉冲信号中脉冲传递时间的鲁棒提取

Yongwei Zhu, Haihong Zhang, Cuntai Guan
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引用次数: 3

摘要

本文提出了一种从心电图(ECG)和光电容积描记(PPG)等多模态脉冲信号中提取脉冲传递时间(PTT)的方法,以促进基于PTT估计血压的研究。我们解决了PTT提取的鲁棒性问题,因为脉冲信号会由于传感器误差或受试者运动而受到扭曲。提出了一种倒谱分析方法,从每个模态估计脉冲速率,然后通过验证单模态和跨多模态的脉冲速率与脉冲时间的一致性来进行信号质量评估。通过质量筛选步骤可以抑制失真脉冲信号中的错误峰。实验使用包含ECG、PPG和动脉血压(ABP)信号的PhysioNet数据库MIMIC-II进行,结果证明了所提出方法的有效性,并进一步为MIMIC-II数据库提供了见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On robust extraction of pulse transit time from multimodal pulsatile signals
This paper presents a method of extracting Pulse Transit Time (PTT) from multimodal pulsatile signals, such as Electrocardiography (ECG) and Photoplethysmograph (PPG), to facilitate research on estimating Blood Pressure based on PTT. We address the robustness issues of PTT extraction, since the pulsatile signals are subject to distortions due to sensor errors or subject movements. A cepstrum analysis method is proposed to estimate the pulse rate from each modality, and then a signal quality assessment is conducted by verifying the conformance of the pulse rate with the pulse time for a single modality as well as across multiple modalities. Erroneous peaks in the distorted pulsatile signal can be rejected by the quality screening step. Experiments were conducted using PhysioNet database MIMIC-II comprising ECG, PPG and Arterial Blood Pressure (ABP) signals, and the results demonstrated the effectiveness of the proposed method and furthermore provided insights to the MIMIC-II database.
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