MagWear: Vital Sign Monitoring Based on Biomagnetism Sensing

被引:0
|
作者
Guo, Xiuzhen [1 ]
Tan, Long [1 ]
Gu, Chaojie [1 ]
Shu, Yuanchao [1 ]
He, Shibo [1 ]
Chen, Jiming [1 ,2 ]
机构
[1] Zhejiang Univ, Hangzhou 310027, Peoples R China
[2] Hangzhou Dianzi Univ, Hangzhou 310005, Peoples R China
关键词
Monitoring; Heart rate; Biomedical monitoring; Accuracy; Skin; Wearable devices; Mobile computing; Wearable health; mobile computing; magnetic sensing; DESIGN; BLOOD;
D O I
10.1109/TMC.2024.3452499
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents the design, implementation, and evaluation of MagWear, a novel biomagnetism-based system that can accurately and inclusively monitor the heart rate, respiration rate, and blood pressure of users. MagWear's contributions are twofold. First, we build a mathematical model that characterizes the magnetic coupling effect of blood flow under the influence of an external magnetic field. This model uncovers the variations in accuracy when monitoring vital signs among individuals. Second, leveraging insights derived from this mathematical model, we present a software-hardware co-design that effectively handles the impact of human diversity on the performance of vital sign monitoring, pushing this generic solution one big step closer to real adoptions. Following IRB protocols, our extensive experiments involving 30 volunteers demonstrate that MagWear achieves high monitoring accuracy with a mean percentage error (MPE) of 1.55% for heart rate (HR), 1.79% for respiration rate (RR), 3.35% for systolic blood pressure (SBP), and 3.89% for diastolic blood pressure (DBP). MagWear can also be extended to detect anemia and blood oxygen saturation, which is also our ongoing work.
引用
收藏
页码:14918 / 14933
页数:16
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