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
相关论文
共 50 条
  • [21] Wearable At-Home Vital Sign Monitoring
    Hammett, Krisila L.
    Paquin, Colin J.
    Pasquel, Ryan J.
    Dow, Douglas E.
    2022 IEEE 13TH ANNUAL UBIQUITOUS COMPUTING, ELECTRONICS & MOBILE COMMUNICATION CONFERENCE (UEMCON), 2022, : 76 - 83
  • [22] Flexible amplifiers for vital-sign monitoring
    Myny, Kris
    NATURE ELECTRONICS, 2019, 2 (08) : 325 - 326
  • [23] Flexible amplifiers for vital-sign monitoring
    Kris Myny
    Nature Electronics, 2019, 2 : 325 - 326
  • [24] VSMoN: Runtime Monitoring Based Data-driven Remote Vital Sign Monitoring System
    Pendyala, Rahul Bharadwaj
    Panda, Abhinandan
    Pinisetty, Srinivas
    JOURNAL OF OBJECT TECHNOLOGY, 2024, 23 (02):
  • [25] Radar-Camera for Microwave-Based Imaging and Vital Sign Monitoring
    Mergen, Yannik
    Schmiech, Daniel
    Mueller, Simon
    Diewald, Andreas
    2018 19TH INTERNATIONAL RADAR SYMPOSIUM (IRS), 2018,
  • [26] Based on ARM Wireless Intelligent Control System for Vital-Sign Monitoring
    Lin, Zhang
    Xu, Lin
    Zhang, Fuquan
    2017 IEEE 8TH INTERNATIONAL CONFERENCE ON AWARENESS SCIENCE AND TECHNOLOGY (ICAST), 2017, : 481 - 485
  • [27] Sensor-based Vital Sign Monitoring, Analysis and Visualisation for Ageing in Place
    Kerr, E. P.
    Coleman, S. A.
    Kerr, D.
    Vance, P.
    Gardiner, B.
    Zhang, Y.
    Wang, F.
    Wu, C.
    2018 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2018,
  • [28] Indoor Human Activity and Vital Sign Monitoring Based on Millimeter Wave Radar
    Ma, Ruyu
    Zhang, Xiu-Yin
    2022 CROSS STRAIT RADIO SCIENCE & WIRELESS TECHNOLOGY CONFERENCE, CSRSWTC, 2022,
  • [29] Vital Sign Monitoring in Car Seats Based on Electrocardiography, Ballistocardiography and Seismocardiography: A Review
    Sidikova, Michaela
    Martinek, Radek
    Kawala-Sterniuk, Aleksandra
    Ladrova, Martina
    Jaros, Rene
    Danys, Lukas
    Simonik, Petr
    SENSORS, 2020, 20 (19) : 1 - 29
  • [30] FMCW-Radar-Based Vital-Sign Monitoring of Multiple Patients
    Munoz-Ferreras, Jose-Maria
    Wang, Jing
    Peng, Zhengyu
    Li, Changzhi
    Gomez-Garcia, Roberto
    2019 IEEE MTT-S INTERNATIONAL MICROWAVE BIOMEDICAL CONFERENCE (IMBIOC 2019), 2019,