ViMo: Multiperson Vital Sign Monitoring Using Commodity Millimeter-Wave Radio
The continuous development of 802.11ad technology provides new opportunities in wireless sensing. In this work, we propose ViMo, a calibration-free remote vital sign monitoring system that can detect stationary/nonstationary users and estimate the respiration rates (RRs) as well as heart rates (HRs)...
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Published in | IEEE internet of things journal Vol. 8; no. 3; pp. 1294 - 1307 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
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IEEE
01.02.2021
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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Abstract | The continuous development of 802.11ad technology provides new opportunities in wireless sensing. In this work, we propose ViMo, a calibration-free remote vital sign monitoring system that can detect stationary/nonstationary users and estimate the respiration rates (RRs) as well as heart rates (HRs) built upon a commercial 60-GHz WiFi. The design of ViMo consists of two key components. First, we design an adaptive object detector that can identify static objects, stationary human subjects, and human in motion without any calibration. Second, we devise a robust HR estimator, which eliminates the respiration signal from the phase of the channel impulse response (CIR) to remove the interference of the harmonics from breathing and adopts dynamic programming (DP) to resist the random measurement noise. The influence of different settings, including the distance between a human and the device, user orientation and incidental angle, blockage material, body movement, and conditions of multiuser separation is investigated by extensive experiments. The experimental results show that ViMo monitors user's vital signs accurately, with a median error of 0.19 and 0.92 breaths per minute (BPM), respectively, for RR and HR estimation. |
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AbstractList | The continuous development of 802.11ad technology provides new opportunities in wireless sensing. In this work, we propose ViMo, a calibration-free remote vital sign monitoring system that can detect stationary/nonstationary users and estimate the respiration rates (RRs) as well as heart rates (HRs) built upon a commercial 60-GHz WiFi. The design of ViMo consists of two key components. First, we design an adaptive object detector that can identify static objects, stationary human subjects, and human in motion without any calibration. Second, we devise a robust HR estimator, which eliminates the respiration signal from the phase of the channel impulse response (CIR) to remove the interference of the harmonics from breathing and adopts dynamic programming (DP) to resist the random measurement noise. The influence of different settings, including the distance between a human and the device, user orientation and incidental angle, blockage material, body movement, and conditions of multiuser separation is investigated by extensive experiments. The experimental results show that ViMo monitors user’s vital signs accurately, with a median error of 0.19 and 0.92 breaths per minute (BPM), respectively, for RR and HR estimation. |
Author | Wang, Fengyu Liu, K. J. Ray Wu, Chenshu Wang, Beibei Zhang, Feng |
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Cites_doi | 10.1109/PIMRC.2016.7794965 10.1109/JIOT.2019.2893330 10.1109/MWSYM.2013.6697618 10.1109/TMTT.2013.2288226 10.1109/TWC.2015.2487961 10.1145/3351280 10.1017/9781108597234 10.1109/JIOT.2020.2977254 10.1145/2702123.2702200 10.1109/RADAR.2016.7485318 10.1109/JIOT.2018.2822818 10.1109/TMTT.2018.2852625 10.1109/TCSII.2018.2860015 10.1109/JIOT.2016.2563399 10.1109/INFOCOM.2018.8485978 10.1109/TBME.2017.2699422 10.1109/JIOT.2018.2826227 10.1109/JSEN.2019.2914166 10.1007/BF02441473 10.1109/GlobalSIP.2016.7906004 10.1109/MSP.2018.2806300 10.1109/JIOT.2018.2867917 10.1137/1.9781611970555.ch2 10.1109/JSAC.2015.2430294 10.1109/TMTT.2013.2252186 10.1109/ICC.2017.7996378 10.1109/TBME.2014.2359372 10.1145/3264958 10.1145/2942358.2942381 10.1038/s41928-019-0258-6 10.1109/MMW.2005.1491267 10.1109/GLOCOMW.2017.8269033 10.1109/TMTT.2016.2597824 10.1109/TBCAS.2018.2813013 10.1145/2746285.2755969 10.1152/jappl.1997.83.5.1531 10.3390/s17020290 10.1109/TIM.2011.2171589 10.1145/3196494.3196509 |
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References | ref35 ref13 ref34 ref37 ref15 ref36 ref14 ref31 ref30 ref11 ref32 ref10 ref1 ref39 ref17 ref38 ref16 ref19 ref18 (ref20) 2012 (ref21) 2019 georgiou (ref2) 2018; 60 zhang (ref12) 2019 rivest (ref47) 2009 ref46 ref24 ref45 ref23 ref25 ref41 ref22 ref44 ref43 richards (ref42) 2014 liu (ref3) 2019 ren (ref26) 2015 ref28 ref27 (ref48) 2019 ref29 ref8 ref7 ref9 ref4 ref6 ref5 ref40 ren (ref33) 2015 |
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Snippet | The continuous development of 802.11ad technology provides new opportunities in wireless sensing. In this work, we propose ViMo, a calibration-free remote... |
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SubjectTerms | Calibration Dynamic programming Estimation Heart beat Heart rate Heart rate (HR) estimation Human motion Impulse response Millimeter waves Monitoring Noise measurement Object recognition Remote monitoring Remote sensing Respiration respiration signal elimination smoothing spline Static objects Telemedicine Wireless communication Wireless fidelity wireless sensing Wireless sensor networks |
Title | ViMo: Multiperson Vital Sign Monitoring Using Commodity Millimeter-Wave Radio |
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