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)...

Full description

Saved in:
Bibliographic Details
Published inIEEE internet of things journal Vol. 8; no. 3; pp. 1294 - 1307
Main Authors Wang, Fengyu, Zhang, Feng, Wu, Chenshu, Wang, Beibei, Liu, K. J. Ray
Format Journal Article
LanguageEnglish
Published Piscataway IEEE 01.02.2021
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects
Online AccessGet full text

Cover

Loading…
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.
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
Author_xml – sequence: 1
  givenname: Fengyu
  orcidid: 0000-0002-5485-9414
  surname: Wang
  fullname: Wang, Fengyu
  email: fywang@umd.edu
  organization: Department of Electrical and Computer Engineering, University of Maryland at College Park, College Park, MD, USA
– sequence: 2
  givenname: Feng
  orcidid: 0000-0003-0760-7983
  surname: Zhang
  fullname: Zhang, Feng
  email: zhangfeng0528@gmail.com
  organization: Department of Electrical and Computer Engineering, University of Maryland at College Park, College Park, MD, USA
– sequence: 3
  givenname: Chenshu
  orcidid: 0000-0002-9700-4627
  surname: Wu
  fullname: Wu, Chenshu
  email: cswu@umd.edu
  organization: Department of Electrical and Computer Engineering, University of Maryland at College Park, College Park, MD, USA
– sequence: 4
  givenname: Beibei
  orcidid: 0000-0001-7100-0815
  surname: Wang
  fullname: Wang, Beibei
  email: bebewang@umd.edu
  organization: Department of Electrical and Computer Engineering, University of Maryland at College Park, College Park, MD, USA
– sequence: 5
  givenname: K. J. Ray
  orcidid: 0000-0001-5469-5811
  surname: Liu
  fullname: Liu, K. J. Ray
  email: kjrliu@umd.edu
  organization: Department of Electrical and Computer Engineering, University of Maryland at College Park, College Park, MD, USA
BookMark eNp9kF1LwzAUhoNMcM79APGm4HXnSdpkrXcy_JisDHSblyFr05HRJjPJhP17UzZEvDAXySG8z3nhuUQ9bbRE6BrDCGPI716n88WIAIFRApBCys5QnyRkHKeMkd6v-QINndsCQMAozlkfFStVmPuo2Dde7aR1Rkcr5UUTvauNjgqjlTdW6U20dN09MW1rKuUPUaGaRrXSSxt_iC8ZvYlKmSt0XovGyeHpHaDl0-Ni8hLP5s_TycMsLkme-DillchJOLiCkrGUigxXJSUZiPBH86quCV1LCRLnYowzPGY0XVcyZHOyhjoZoNvj3p01n3vpPN-avdWhkpM0g4wxillI4WOqtMY5K2u-s6oV9sAx8E4c78TxThw_iQvM-A9TBh1eGe2tUM2_5M2RVFLKn6YcEwJAk2-2K3uL
CODEN IITJAU
CitedBy_id crossref_primary_10_1016_j_bspc_2023_105360
crossref_primary_10_1109_OJVT_2022_3174546
crossref_primary_10_1145_3614439
crossref_primary_10_1049_rsn2_12630
crossref_primary_10_1109_JIOT_2023_3328866
crossref_primary_10_1109_JIOT_2021_3051580
crossref_primary_10_1145_3594220
crossref_primary_10_1109_JSEN_2022_3215443
crossref_primary_10_1109_TASLP_2023_3250846
crossref_primary_10_3390_rs16091593
crossref_primary_10_1145_3569498
crossref_primary_10_1109_OJVT_2023_3237158
crossref_primary_10_1109_ACCESS_2024_3470028
crossref_primary_10_1109_JIOT_2024_3394353
crossref_primary_10_1109_TMC_2023_3288850
crossref_primary_10_1109_COMST_2024_3409556
crossref_primary_10_1109_JIOT_2021_3066507
crossref_primary_10_1109_TMTT_2022_3222216
crossref_primary_10_1109_JSEN_2024_3399110
crossref_primary_10_1109_JIOT_2023_3329427
crossref_primary_10_1109_TIM_2024_3476545
crossref_primary_10_3390_s22249697
crossref_primary_10_1145_3699766
crossref_primary_10_4236_jcc_2023_117002
crossref_primary_10_1109_JIOT_2021_3075167
crossref_primary_10_1109_JIOT_2023_3315312
crossref_primary_10_3390_s23187869
crossref_primary_10_1109_JIOT_2023_3234041
crossref_primary_10_1109_COMST_2023_3298300
crossref_primary_10_1109_JIOT_2022_3222202
crossref_primary_10_1109_JMW_2022_3181498
crossref_primary_10_1109_TMTT_2022_3183575
crossref_primary_10_3390_s23020804
crossref_primary_10_1038_s41598_022_11671_1
crossref_primary_10_1109_ACCESS_2023_3303335
crossref_primary_10_1109_JIOT_2021_3084560
crossref_primary_10_1109_TBCAS_2022_3147827
crossref_primary_10_1145_3678568
crossref_primary_10_1109_JIOT_2023_3252587
crossref_primary_10_1109_JERM_2022_3143431
crossref_primary_10_1109_JIOT_2022_3217968
crossref_primary_10_1109_JIOT_2024_3470813
crossref_primary_10_1109_JIOT_2020_3037836
crossref_primary_10_1109_JIOT_2021_3128548
crossref_primary_10_1145_3627161
crossref_primary_10_1109_JIOT_2023_3312941
crossref_primary_10_1109_JERM_2023_3278473
crossref_primary_10_1109_TBME_2024_3463199
crossref_primary_10_1109_TMC_2024_3461784
crossref_primary_10_1109_TIM_2024_3378253
crossref_primary_10_1109_TMC_2023_3291882
crossref_primary_10_1109_JERM_2023_3298730
crossref_primary_10_1155_2022_4555136
crossref_primary_10_1109_TGRS_2024_3392912
crossref_primary_10_1109_TMC_2024_3377708
crossref_primary_10_1109_JBHI_2022_3171554
crossref_primary_10_1109_TBME_2021_3066876
crossref_primary_10_1109_TMC_2024_3498048
crossref_primary_10_3390_electronics10222805
crossref_primary_10_3390_mi14071479
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
ContentType Journal Article
Copyright Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021
Copyright_xml – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021
DBID 97E
RIA
RIE
AAYXX
CITATION
7SC
8FD
JQ2
L7M
L~C
L~D
DOI 10.1109/JIOT.2020.3004046
DatabaseName IEEE All-Society Periodicals Package (ASPP) 2005–Present
IEEE All-Society Periodicals Package (ASPP) 1998–Present
IEEE/IET Electronic Library
CrossRef
Computer and Information Systems Abstracts
Technology Research Database
ProQuest Computer Science Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
DatabaseTitle CrossRef
Computer and Information Systems Abstracts
Technology Research Database
Computer and Information Systems Abstracts – Academic
Advanced Technologies Database with Aerospace
ProQuest Computer Science Collection
Computer and Information Systems Abstracts Professional
DatabaseTitleList Computer and Information Systems Abstracts

Database_xml – sequence: 1
  dbid: RIE
  name: IEEE Xplore
  url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
EISSN 2327-4662
EndPage 1307
ExternalDocumentID 10_1109_JIOT_2020_3004046
9122005
Genre orig-research
GroupedDBID 0R~
6IK
97E
AAJGR
AARMG
AASAJ
AAWTH
ABAZT
ABJNI
ABQJQ
ABVLG
AGQYO
AHBIQ
AKJIK
AKQYR
ALMA_UNASSIGNED_HOLDINGS
ATWAV
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
EBS
IFIPE
IPLJI
JAVBF
M43
OCL
PQQKQ
RIA
RIE
AAYXX
CITATION
7SC
8FD
JQ2
L7M
L~C
L~D
ID FETCH-LOGICAL-c293t-45da922221d0c6645a81dc5280a22159dff25bee0e19a71817654bdec6692b0f3
IEDL.DBID RIE
ISSN 2327-4662
IngestDate Mon Jun 30 13:38:13 EDT 2025
Thu Apr 24 22:59:52 EDT 2025
Tue Jul 01 04:08:03 EDT 2025
Wed Aug 27 06:00:11 EDT 2025
IsPeerReviewed false
IsScholarly true
Issue 3
Language English
License https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html
https://doi.org/10.15223/policy-029
https://doi.org/10.15223/policy-037
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c293t-45da922221d0c6645a81dc5280a22159dff25bee0e19a71817654bdec6692b0f3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0003-0760-7983
0000-0001-7100-0815
0000-0001-5469-5811
0000-0002-5485-9414
0000-0002-9700-4627
PQID 2480866516
PQPubID 2040421
PageCount 14
ParticipantIDs ieee_primary_9122005
proquest_journals_2480866516
crossref_primary_10_1109_JIOT_2020_3004046
crossref_citationtrail_10_1109_JIOT_2020_3004046
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2021-02-01
PublicationDateYYYYMMDD 2021-02-01
PublicationDate_xml – month: 02
  year: 2021
  text: 2021-02-01
  day: 01
PublicationDecade 2020
PublicationPlace Piscataway
PublicationPlace_xml – name: Piscataway
PublicationTitle IEEE internet of things journal
PublicationTitleAbbrev JIoT
PublicationYear 2021
Publisher IEEE
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher_xml – name: IEEE
– name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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
References_xml – ident: ref35
  doi: 10.1109/PIMRC.2016.7794965
– ident: ref17
  doi: 10.1109/JIOT.2019.2893330
– ident: ref28
  doi: 10.1109/MWSYM.2013.6697618
– ident: ref27
  doi: 10.1109/TMTT.2013.2288226
– ident: ref7
  doi: 10.1109/TWC.2015.2487961
– volume: 60
  start-page: 7
  year: 2018
  ident: ref2
  article-title: Can wearable devices accurately measure heart rate variability? A systematic review
  publication-title: Folia Microbiologica
– ident: ref9
  doi: 10.1145/3351280
– year: 2019
  ident: ref3
  publication-title: Wireless AI Wireless Sensing Positioning IoT and Communications
  doi: 10.1017/9781108597234
– ident: ref11
  doi: 10.1109/JIOT.2020.2977254
– ident: ref37
  doi: 10.1145/2702123.2702200
– ident: ref34
  doi: 10.1109/RADAR.2016.7485318
– ident: ref18
  doi: 10.1109/JIOT.2018.2822818
– ident: ref29
  doi: 10.1109/TMTT.2018.2852625
– ident: ref24
  doi: 10.1109/TCSII.2018.2860015
– ident: ref4
  doi: 10.1109/JIOT.2016.2563399
– start-page: 14
  year: 2015
  ident: ref26
  article-title: Noncontact heartbeat detection using UWB impulse Doppler radar
  publication-title: Proc IEEE Topical Conf Biomed Wireless Technol Netw Sens Syst (BioWireleSS)
– ident: ref32
  doi: 10.1109/INFOCOM.2018.8485978
– year: 2019
  ident: ref21
  publication-title: Qualcmm 802 11ad 60GHz WiFi
– ident: ref16
  doi: 10.1109/TBME.2017.2699422
– ident: ref10
  doi: 10.1109/JIOT.2018.2826227
– year: 2012
  ident: ref20
– ident: ref1
  doi: 10.1109/JSEN.2019.2914166
– year: 2014
  ident: ref42
  publication-title: Fundamentals of Radar Signal Processing
– ident: ref19
  doi: 10.1007/BF02441473
– ident: ref15
  doi: 10.1109/GlobalSIP.2016.7906004
– ident: ref8
  doi: 10.1109/MSP.2018.2806300
– ident: ref6
  doi: 10.1109/JIOT.2018.2867917
– ident: ref46
  doi: 10.1137/1.9781611970555.ch2
– ident: ref14
  doi: 10.1109/JSAC.2015.2430294
– ident: ref30
  doi: 10.1109/TMTT.2013.2252186
– ident: ref36
  doi: 10.1109/ICC.2017.7996378
– ident: ref22
  doi: 10.1109/TBME.2014.2359372
– ident: ref13
  doi: 10.1145/3264958
– year: 2019
  ident: ref12
  article-title: SMARS: Sleep monitoring via ambient radio signals
  publication-title: IEEE Trans Mobile Comput
– ident: ref39
  doi: 10.1145/2942358.2942381
– ident: ref38
  doi: 10.1038/s41928-019-0258-6
– ident: ref40
  doi: 10.1109/MMW.2005.1491267
– year: 2009
  ident: ref47
  publication-title: Introduction to Algorithms
– ident: ref41
  doi: 10.1109/GLOCOMW.2017.8269033
– ident: ref44
  doi: 10.1109/TMTT.2016.2597824
– ident: ref31
  doi: 10.1109/TBCAS.2018.2813013
– ident: ref23
  doi: 10.1145/2746285.2755969
– ident: ref43
  doi: 10.1152/jappl.1997.83.5.1531
– start-page: 1
  year: 2015
  ident: ref33
  article-title: Non-invasive detection of cardiac and respiratory rates from stepped frequency continuous wave radar measurements using the state space method
  publication-title: Proc IEEE MTT-S Int Microw Symp
– ident: ref25
  doi: 10.3390/s17020290
– ident: ref45
  doi: 10.1109/TIM.2011.2171589
– ident: ref5
  doi: 10.1145/3196494.3196509
– year: 2019
  ident: ref48
  publication-title: Polar T61 Heart Rate Monitor
SSID ssj0001105196
Score 2.4839525
Snippet The continuous development of 802.11ad technology provides new opportunities in wireless sensing. In this work, we propose ViMo, a calibration-free remote...
SourceID proquest
crossref
ieee
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 1294
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
URI https://ieeexplore.ieee.org/document/9122005
https://www.proquest.com/docview/2480866516
Volume 8
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3NS8MwFA9zJy9-TXE6JQdPYrckNtnqTcQxB1XQbe5W2iSToa5DOw_-9b6XtlNUxFspCYS89_J-v-R9EHLEhJGAHBKPW6E8n_tgc7ytgaqwWCUisNK96IbXqjf0-2M5rpCTZS6MtdYFn9kmfrq3fJPqBV6VtQIu8oKlK0Dc8lytz_sUjmBEFQ-XnAWt_tXNAAigAF6KqooQ94vrcb1UfhzAzqt010lYricPJnlsLrKkqd-_lWr874I3yFoBL-l5rg-bpGJnW2S9bN1AC0uukXA0DdMz6tJv5w500xG2D6F304cZzQ0db_yoCymgmEaSGgDsFHMHp88YQ-Pdx2-W3sZmmm6TYfdycNHzis4Kngb3nnm-NHEAyEBww7RSvowBtmopOiyGfzIwk4mQibXM8iAG78XbSvqJsTA2EAmbnO6Q6iyd2V1CGQdxMuRdRvsdKWIFJ0SiuZ4AVzFC1gkrNz3SRdlx7H7xFDn6wYII5RShnKJCTnVyvJwyz2tu_DW4hvu-HFhseZ00SslGhVW-RsLvMKzvx9Xe77P2yarAmBUXld0g1exlYQ8AdGTJodO2DykR0XM
linkProvider IEEE
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LSwMxEB6KHvTiW6zPHDyJW5O4iV1vIkrVroK21duym6RS1K5o68Ff70x2W0VFvC1LAmEemW8m8wDY5tIqRA5ZIJzUQShC1DlxYNBV4anOZOSUf9GNL3WjHZ7fqbsK7I5rYZxzPvnM1ejTv-Xb3AwpVLYXCVk0LJ1Eu69EUa31GVERBEd0-XQpeLR3fnbVQhdQomdKwkog94vx8dNUflzB3q6czkI8OlGRTvJQGw6ymnn_1qzxv0eeg5kSYLKjQiLmoeL6CzA7Gt7ASl1ehLjTi_ND5gtwnz3sZh0aIMJuevd9Vqg6xfyYTypgVEiSW4TsjKoHe0-URRPcpm-OXae2ly9B-_SkddwIytkKgUEDPwhCZdMIsYEUlhutQ5UicDVK1nmK_1Rku12pMue4E1GK9kscaBVm1uHaSGa8u78ME_2871aAcYEM5eR5WRPWlUw13hGZEaaL3oqVqgp8RPTElI3Haf7FY-IdEB4lxKeE-JSUfKrCznjLc9F146_Fi0T38cKS5FVYH3E2KfXyNZFhnVOHP6FXf9-1BVONVtxMmmeXF2swLSmDxedor8PE4GXoNhCCDLJNL3kfQWzUvA
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=ViMo%3A+Multiperson+Vital+Sign+Monitoring+Using+Commodity+Millimeter-Wave+Radio&rft.jtitle=IEEE+internet+of+things+journal&rft.au=Wang%2C+Fengyu&rft.au=Zhang%2C+Feng&rft.au=Wu%2C+Chenshu&rft.au=Wang%2C+Beibei&rft.date=2021-02-01&rft.issn=2327-4662&rft.eissn=2327-4662&rft.volume=8&rft.issue=3&rft.spage=1294&rft.epage=1307&rft_id=info:doi/10.1109%2FJIOT.2020.3004046&rft.externalDBID=n%2Fa&rft.externalDocID=10_1109_JIOT_2020_3004046
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2327-4662&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2327-4662&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2327-4662&client=summon