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Using the Characteristics of Pulse Waveform to Enhance the Accuracy of Blood Pressure Measurement by a Multi-Dimension Regression Model

机译:利用脉冲波形的特性来增强多维回归模型的血压测量精度

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摘要

With the advancement of wearable technology, many physiological monitoring instruments are gradually being converted into wearable devices. However, as a consumer product, the blood pressure monitor is still a cuff-type device, which does perform a beat-by-beat continuous blood pressure measurement. Consequently, the cuffless blood pressure measurement device was developed and it is based on the pulse transit time (PTT), although its accuracy remains inadequate. According to the cardiac hemodynamic theorem, blood pressure relates to the arterial characteristics and the contours of the pulse wave include some characteristics of the artery. Therefore, the purpose of this study was to use the contour characteristics of the pulses measured by photoplethysmography (PPG) to estimate the blood pressure using a linear multi-dimension regression model. Ten subjects participated in the experiment, and the blood pressure levels of the subjects were elevated by exercise. The results showed that the mean and standard deviation (mean ± SD) of the root mean square error of the estimated systolic and diastolic pressures within the best five parameters were 6.9 ± 2.81 mmHg and 4.0 ± 0.65 mmHg, respectively. Compared to the results that used one parameter, the PTT, for estimating the systolic and diastolic pressures, 8.2 ± 2.1 mmHg and 4.5 ± 0.79 mmHg, respectively, our results were better.
机译:随着可穿戴技术的进步,许多生理监测仪器逐渐被转换成可穿戴设备。然而,作为消费产品,血压监测器仍然是袖带型器件,其确实进行了逐拍的连续血压测量。因此,开发了禁牙血压测量装置,并且基于脉冲传输时间(PTT),尽管其精度保持不足。根据心动力学定理,血压涉及动脉特征,脉搏波的轮廓包括动脉的一些特征。因此,本研究的目的是使用通过光学仪描绘(PPG)测量的脉冲的轮廓特性来使用线性多维回归模型来估计血压。参加实验的十个受试者,受试者的血压水平通过运动升高。结果表明,最佳五个参数估计的收缩压和舒张压估计的均方根误差的平均值和标准偏差(平均值±SD)分别为6.9±2.81mmHg和4.0±0.65mmHg。与使用一个参数的结果相比,PTT用于估计收缩和舒张压,分别为8.2±2.1mmHg和4.5±0.79mmHg,我们的结果更好。

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