Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, 20133 Milano, Italy.
L.I.F.E. Italia S.r.l., 20146 Milano, Italy.
Sensors (Basel). 2021 Nov 4;21(21):7334. doi: 10.3390/s21217334.
The present study aims to develop and validate a cuffless method for blood pressure continuous measurement through a wearable device. The goal is achieved according to the time-delay method, with the guiding principle of the time relation it takes for a blood volume to travel from the heart to a peripheral site. Inversely proportional to the blood pressure, this time relation is obtained as the time occurring between the R peak of the electrocardiographic signal and a marker point on the photoplethysmographic wave. Such physiological signals are recorded by using L.I.F.E. Italia's wearable device, made of a sensorized shirt and wristband. A linear regression model is implemented to estimate the corresponding blood pressure variations from the obtained time-delay and other features of the photoplethysmographic wave. Then, according to the international standards, the model performance is assessed, comparing the estimates with the measurements provided by a certified digital sphygmomanometer. According to the standards, the results obtained during this study are notable, with 85% of the errors lower than 10 mmHg and a mean absolute error lower than 7 mmHg. In conclusion, this study suggests a time-delay method for continuous blood pressure estimates with good performance, compared with a reference device based on the oscillometric technique.
本研究旨在开发和验证一种通过可穿戴设备进行无袖带血压连续测量的方法。该方法基于时滞法,其指导原理是血液量从心脏流到外周部位所需的时间关系。该时间关系与血压成反比,通过心电图信号的 R 波峰和光体积描记波上的标记点之间的时间获得。使用 L.I.F.E. Italia 的可穿戴设备记录这些生理信号,该设备由带有传感器的衬衫和腕带组成。实现了线性回归模型,以根据获得的时滞和光体积描记波的其他特征来估计相应的血压变化。然后,根据国际标准,评估模型性能,将估计值与经过认证的数字血压计提供的测量值进行比较。根据标准,本研究的结果非常显著,85%的误差低于 10mmHg,平均绝对误差低于 7mmHg。总之,与基于示波技术的参考设备相比,该研究提出的时滞法用于连续血压估计具有良好的性能。