Thomas Simi Susan, Nathan Viswam, Zong Chengzhi, Soundarapandian Karthikeyan, Shi Xiangrong, Jafari Roozbeh
IEEE J Biomed Health Inform. 2016 Sep;20(5):1291-300. doi: 10.1109/JBHI.2015.2458779. Epub 2015 Jul 20.
Noninvasive continuous blood pressure (BP) monitoring is not yet practically available for daily use. Challenges include making the system easily wearable, reducing noise level and improving accuracy. Variations in each person's physical characteristics, as well as the possibility of different postures, increase the complexity of continuous BP monitoring, especially outside the hospital. This study attempts to provide an easily wearable solution and proposes training to specific posture and individual for further improving accuracy. The wrist watch-based system we developed can measure electrocardiogram and photoplethysmogram. From these two signals, we measure pulse transit time through which we can obtain systolic and diastolic blood pressure through regression techniques. In this study, we investigate various functions to perform the training to obtain blood pressure. We validate measurements on different postures and subjects, and show the value of training the device to each posture and each subject. We observed that the average RMSE between the measured actual systolic BP and calculated systolic BP is between 7.83 to 9.37 mmHg across 11 subjects. The corresponding range of error for diastolic BP is 5.77 to 6.90 mmHg. The system can also automatically detect the arm position of the user using an accelerometer with an average accuracy of 98%, to make sure that the sensor is kept at the proper height. This system, called BioWatch, can potentially be a unified solution for heart rate, SPO2 and continuous BP monitoring.
无创连续血压(BP)监测在日常使用中尚未实际可用。面临的挑战包括使系统易于穿戴、降低噪声水平以及提高准确性。每个人身体特征的差异以及不同姿势的可能性增加了连续血压监测的复杂性,尤其是在医院外。本研究试图提供一种易于穿戴的解决方案,并提出针对特定姿势和个体进行训练以进一步提高准确性。我们开发的基于手表的系统可以测量心电图和光电容积脉搏波。从这两个信号中,我们测量脉搏传输时间,通过回归技术从中获取收缩压和舒张压。在本研究中,我们研究了各种用于进行训练以获取血压的功能。我们在不同姿势和受试者上验证测量结果,并展示了针对每个姿势和每个受试者训练设备的价值。我们观察到,在11名受试者中,测量的实际收缩压与计算的收缩压之间的平均均方根误差(RMSE)在7.83至9.37毫米汞柱之间。舒张压的相应误差范围为5.77至6.90毫米汞柱。该系统还可以使用加速度计自动检测用户的手臂位置,平均准确率为98%,以确保传感器保持在适当高度。这个名为BioWatch的系统有可能成为心率、血氧饱和度(SPO2)和连续血压监测的统一解决方案。