IEEE Trans Biomed Eng. 2022 Feb;69(2):700-709. doi: 10.1109/TBME.2021.3103552. Epub 2022 Jan 20.
The contours of the pulse wave vary greatly, which affect the accuracy of pulse wave peak detection and the reliability of subsequent peak-based cardiovascular health analyses. We proposed an algorithm to reliably detect the peak of forward pulse wave (forward peak) and proposed to use it for improving the accuracy in cardiovascular health analysis.
A method based on Gaussian fitting was proposed to detect the forward peak. Then, the forward peak was utilized for instantaneous heart rate (HR), heart rate variability (HRV), and augmentation index (a cardiovascular risk marker reflecting arterial stiffness) estimations. The accuracy of HR/HRV obtained by forward peak was compared with that obtained by other photoplethymogram (PPG) characteristic points previously reported, using electrocardiogram-derived HR/HRV as gold standard. The correlation between augmentation index and age was calculated. The performance was verified using PPG-based pulse wave data with different contours while they were recorded at different locations from subjects with a wide range of age.
The proposed forward peak detection method had smaller estimation error when compared with the gold standard, than other PPG characteristic points in estimating HR/HRV. The augmentation index extracted from the proposed forward peak was significantly correlated with age (p < 0.01).
The proposed algorithm can relatively reliably detect the forward peak and has a wide application prospect in cardiovascular health.
Due to the convenience of PPG measurements, this proposed forward peak detection method has the potential to be widely used in the fields of wearable devices and telemedicine.
脉搏波的轮廓变化很大,这会影响脉搏波峰值检测的准确性和基于峰值的后续心血管健康分析的可靠性。我们提出了一种算法来可靠地检测正向脉搏波的峰值(正向峰值),并提出将其用于提高心血管健康分析的准确性。
提出了一种基于高斯拟合的方法来检测正向峰值。然后,利用正向峰值进行瞬时心率(HR)、心率变异性(HRV)和增强指数(反映动脉僵硬的心血管风险标志物)估计。将正向峰值获得的 HR/HRV 的准确性与之前报道的其他光电容积脉搏波(PPG)特征点获得的准确性进行比较,以心电图衍生的 HR/HRV 为金标准。计算增强指数与年龄的相关性。使用来自不同年龄受试者在不同位置记录的具有不同轮廓的 PPG 脉搏波数据验证性能。
与金标准相比,所提出的正向峰值检测方法在估计 HR/HRV 时比其他 PPG 特征点具有更小的估计误差。从所提出的正向峰值提取的增强指数与年龄显著相关(p < 0.01)。
所提出的算法可以相对可靠地检测正向峰值,在心血管健康领域具有广泛的应用前景。
由于 PPG 测量的便利性,这种新的正向峰值检测方法有望在可穿戴设备和远程医疗领域得到广泛应用。