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Continuous Blood Pressure Measurement Platform: A Wearable System Based on Multidimensional Perception Data

机译:连续血压测量平台:基于多维知觉数据的可穿戴系统

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The mobile crowd sensing technology in the environment integrating human, machines and things is an emerging direction in social computing. In kinematics research, continuous blood pressure monitoring and calibration are the basis for revealing the correlation between athlete motor function and blood pressure. At the same time, in the field of medical research, hypertension can be more easily controlled, thus improving the effectiveness of hypertension treatment. This paper presents the design principle of a human-machine fusion system based on CrowdOS, a mobile crowd sensing platform. The system innovatively establishes the correlation between blood pressure and exercise, improves the accuracy of cuffless blood pressure measurement, and verifies the feasibility of calibrating continuous cuffless blood pressure measurement based on exercise information. Using our system and electronic cuff sphygmomanometer, we measured 65 groups of data in walking, running, sitting and climbing stairs, each group lasting about 10 minutes. Based on these data, we established a regression analysis model for blood pressure measurement calibration. The accuracy of blood pressure calibration was improved from the original systolic root mean square error of 13.43mmHg and diastolic root mean square error of 8.35mmHg to 9.76mmHg and 5.56mmHg. The design method proposed in this paper provides a feasible solution for continuous cuffless blood pressure measurement and calibration, and shows broad application prospects in the fields of athlete scientific training and medical care.
机译:在整合人类,机器和事物的环境中移动人群传感技术是社会计算中的新兴方向。在运动学研究中,连续血压监测和校准是揭示运动员电机功能和血压之间相关性的基础。与此同时,在医学研究领域,高血压可以更容易控制,从而提高高血压治疗的有效性。本文介绍了一种基于Crowdos,移动人群传感平台的人机融合系统的设计原理。该系统创新地建立了血压与运动之间的相关性,提高了无齿状血压测量的准确性,并根据运动信息验证校准连续齿轮血压测量的可行性。使用我们的系统和电子袖带血压计,我们测量了65组的行走,跑步,坐着爬楼梯,每组持续约10分钟。基于这些数据,我们建立了血压测量校准的回归分析模型。血压校准的准确性从13.43mmHg的原始收缩系统均方误差和舒张均方误差为8.35mmhg至9.76mmhg和5.56mmhg。本文提出的设计方法提供了一种可行的扶齿血压测量和校准解决方案,并在运动员科学培训和医疗领域显示了广泛的应用前景。

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