Noise-Robust Heart Rate Estimation Algorithm from Photoplethysmography Signal with Low Computational Complexity

This paper introduces a noise-robust HR estimation algorithm using wrist-type PPG signals that consist of preprocessing block, motion artifact reduction block, and frequency tracking block. The proposed algorithm has not only robustness for motion noise but also low computational complexity. The pro...

Full description

Saved in:
Bibliographic Details
Published inJournal of healthcare engineering Vol. 2019; no. 2019; pp. 1 - 7
Main Authors Shin, JaeWook, Cho, Jaegeol
Format Journal Article
LanguageEnglish
Published Cairo, Egypt Hindawi Publishing Corporation 01.01.2019
Hindawi
John Wiley & Sons, Inc
Subjects
Online AccessGet full text
ISSN2040-2295
2040-2309
2040-2309
DOI10.1155/2019/6283279

Cover

Abstract This paper introduces a noise-robust HR estimation algorithm using wrist-type PPG signals that consist of preprocessing block, motion artifact reduction block, and frequency tracking block. The proposed algorithm has not only robustness for motion noise but also low computational complexity. The proposed algorithm was tested on a data set of 12 subjects and recorded during treadmill exercise in order to verify and compare with other existing algorithms.
AbstractList This paper introduces a noise-robust HR estimation algorithm using wrist-type PPG signals that consist of preprocessing block, motion artifact reduction block, and frequency tracking block. The proposed algorithm has not only robustness for motion noise but also low computational complexity. The proposed algorithm was tested on a data set of 12 subjects and recorded during treadmill exercise in order to verify and compare with other existing algorithms.
This paper introduces a noise-robust HR estimation algorithm using wrist-type PPG signals that consist of preprocessing block, motion artifact reduction block, and frequency tracking block. The proposed algorithm has not only robustness for motion noise but also low computational complexity. The proposed algorithm was tested on a data set of 12 subjects and recorded during treadmill exercise in order to verify and compare with other existing algorithms.This paper introduces a noise-robust HR estimation algorithm using wrist-type PPG signals that consist of preprocessing block, motion artifact reduction block, and frequency tracking block. The proposed algorithm has not only robustness for motion noise but also low computational complexity. The proposed algorithm was tested on a data set of 12 subjects and recorded during treadmill exercise in order to verify and compare with other existing algorithms.
Audience Academic
Author Cho, Jaegeol
Shin, JaeWook
AuthorAffiliation Department of Medical and Mechatronics Engineering, Soonchunhyang University, Asan, Republic of Korea
AuthorAffiliation_xml – name: Department of Medical and Mechatronics Engineering, Soonchunhyang University, Asan, Republic of Korea
Author_xml – sequence: 1
  fullname: Shin, JaeWook
– sequence: 2
  fullname: Cho, Jaegeol
BackLink https://www.ncbi.nlm.nih.gov/pubmed/31249654$$D View this record in MEDLINE/PubMed
BookMark eNqFkU1v1DAQhi3UipbSG2dkiQsShPojTuIL0mpVKNIKUIGz5SROYuTYaeyw5N_jkG0LSKi--Ot5Z-adeQKOrLMKgGcYvcGYsQuCML_ISEFJzh-BU4JSlBCK-NHtmXB2As69_47iopymmD4GJxSTlGcsPQXuo9NeJdeunHyAV0qOAV7LoOClD7qXQTsLN6Z1ow5dD5vR9fBz54IbjArd7HvXjnLoZvhFt1YauI8Y3Lk93Lp-mMJvfXxebkb91GF-Co4babw6P-xn4Nu7y6_bq2T36f2H7WaXVGmOQ4Jx1hS0LirGMEMZkbwskSpkU0ikUppmmHHKZcPTsqpZg0okWV7WKiIlI1VGz0Cyxp3sIOe9NEYMYzQ0zgIjsfROLL0Th95F_u3KD1PZq7pSNozyXuOkFn__WN2J1v0QGWMZoUuAl4cAo7uZlA-i175Sxkir3OQFIdEH5mlBI_piRVtplNC2cTFiteBik2GUZ5QUi4Pnf1Z0V8rt7CLwegWq0Xk_quYhh-QfvNLrgGJ2bf4nerWKOm1rudcPpTiUrCKjGnlP45yRgtFfa5jSzg
CitedBy_id crossref_primary_10_1007_s13246_021_01003_4
crossref_primary_10_14801_jkiit_2023_21_9_105
crossref_primary_10_1109_JBHI_2023_3251742
crossref_primary_10_2298_SJEE2402251R
crossref_primary_10_1109_TIM_2021_3083415
crossref_primary_10_1155_2023_1282309
Cites_doi 10.1207/s15327841mpee0604_3
10.1109/tbme.2014.2359372
10.1109/jbhi.2016.2612059
10.1016/j.sigpro.2017.02.017
10.1016/j.bspc.2019.01.021
10.1016/j.bspc.2016.12.005
10.1088/1361-6579/aa506e
10.1049/el.2012.0199
10.1109/tbme.2017.2697911
10.1109/tbme.2015.2406332
10.1109/tsp.2004.840813
ContentType Journal Article
Copyright Copyright © 2019 JaeWook Shin and Jaegeol Cho.
COPYRIGHT 2019 John Wiley & Sons, Inc.
Copyright © 2019 JaeWook Shin and Jaegeol Cho. 2019
Copyright_xml – notice: Copyright © 2019 JaeWook Shin and Jaegeol Cho.
– notice: COPYRIGHT 2019 John Wiley & Sons, Inc.
– notice: Copyright © 2019 JaeWook Shin and Jaegeol Cho. 2019
DBID ADJCN
AHFXO
RHU
RHW
RHX
AAYXX
CITATION
NPM
7X8
5PM
ADTOC
UNPAY
DOI 10.1155/2019/6283279
DatabaseName الدوريات العلمية والإحصائية - e-Marefa Academic and Statistical Periodicals
معرفة - المحتوى العربي الأكاديمي المتكامل - e-Marefa Academic Complete
Hindawi Publishing Complete
Hindawi Publishing Subscription Journals
Hindawi Publishing Open Access
CrossRef
PubMed
MEDLINE - Academic
PubMed Central (Full Participant titles)
Unpaywall for CDI: Periodical Content
Unpaywall
DatabaseTitle CrossRef
PubMed
MEDLINE - Academic
DatabaseTitleList CrossRef

PubMed
MEDLINE - Academic


Database_xml – sequence: 1
  dbid: RHX
  name: Hindawi Publishing Open Access
  url: http://www.hindawi.com/journals/
  sourceTypes: Publisher
– sequence: 2
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 3
  dbid: UNPAY
  name: Unpaywall
  url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/
  sourceTypes: Open Access Repository
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 2040-2309
Editor Boissy, Patrick
Editor_xml – sequence: 1
  givenname: Patrick
  surname: Boissy
  fullname: Boissy, Patrick
EndPage 7
ExternalDocumentID 10.1155/2019/6283279
PMC6556239
A610763286
31249654
10_1155_2019_6283279
1175285
Genre Research Support, Non-U.S. Gov't
Journal Article
GrantInformation_xml – fundername: Ministry of Education
  grantid: NRF-2018R1D1A1B07050427
– fundername: Soonchunhyang University
  grantid: 20170809
GroupedDBID 0R~
24P
4.4
53G
5VS
AAFWJ
AAMMB
ACCMX
ADBBV
ADJCN
ADRAZ
AEFGJ
AENEX
AGXDD
AHFXO
AIDQK
AIDYY
ALMA_UNASSIGNED_HOLDINGS
AOIJS
BCNDV
EBD
EBS
EJD
EMOBN
H13
HYE
IHR
INR
IPNFZ
KQ8
M48
MET
MV1
OK1
P2P
PGMZT
RIG
RPM
SV3
AAJEY
GROUPED_DOAJ
IAO
IEA
INH
ITC
RHU
RHW
RHX
AAYXX
CITATION
NPM
7X8
5PM
ADTOC
UNPAY
ID FETCH-LOGICAL-c471t-116f83d8c5515062a9bb0e8af8a0e434615939af94bcd5f0b0a57bdee8ab52c63
IEDL.DBID M48
ISSN 2040-2295
2040-2309
IngestDate Sun Oct 26 04:15:06 EDT 2025
Thu Aug 21 14:13:01 EDT 2025
Thu Oct 02 11:17:11 EDT 2025
Mon Oct 20 22:49:07 EDT 2025
Wed Feb 19 02:30:46 EST 2025
Wed Oct 01 03:49:57 EDT 2025
Thu Apr 24 22:58:28 EDT 2025
Sun Jun 02 19:16:54 EDT 2024
Thu Sep 25 15:24:58 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 2019
Language English
License This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
http://creativecommons.org/licenses/by/4.0
cc-by
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c471t-116f83d8c5515062a9bb0e8af8a0e434615939af94bcd5f0b0a57bdee8ab52c63
Notes ObjectType-Article-2
SourceType-Scholarly Journals-1
ObjectType-Feature-1
content type line 23
ObjectType-Undefined-3
Academic Editor: Patrick Boissy
ORCID 0000-0001-9108-3806
0000-0002-3765-6009
OpenAccessLink http://journals.scholarsportal.info/openUrl.xqy?doi=10.1155/2019/6283279
PMID 31249654
PQID 2250619483
PQPubID 23479
PageCount 7
ParticipantIDs unpaywall_primary_10_1155_2019_6283279
pubmedcentral_primary_oai_pubmedcentral_nih_gov_6556239
proquest_miscellaneous_2250619483
gale_infotracmisc_A610763286
pubmed_primary_31249654
crossref_primary_10_1155_2019_6283279
crossref_citationtrail_10_1155_2019_6283279
hindawi_primary_10_1155_2019_6283279
emarefa_primary_1175285
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2019-01-01
PublicationDateYYYYMMDD 2019-01-01
PublicationDate_xml – month: 01
  year: 2019
  text: 2019-01-01
  day: 01
PublicationDecade 2010
PublicationPlace Cairo, Egypt
PublicationPlace_xml – name: Cairo, Egypt
– name: England
PublicationTitle Journal of healthcare engineering
PublicationTitleAlternate J Healthc Eng
PublicationYear 2019
Publisher Hindawi Publishing Corporation
Hindawi
John Wiley & Sons, Inc
Publisher_xml – name: Hindawi Publishing Corporation
– name: Hindawi
– name: John Wiley & Sons, Inc
References 11
12
13
(9) 2003
1
2
3
4
5
6
7
8
(10) 2002
References_xml – ident: 1
  doi: 10.1207/s15327841mpee0604_3
– ident: 2
  doi: 10.1109/tbme.2014.2359372
– ident: 4
  doi: 10.1109/jbhi.2016.2612059
– ident: 13
  doi: 10.1016/j.sigpro.2017.02.017
– ident: 8
  doi: 10.1016/j.bspc.2019.01.021
– ident: 6
  doi: 10.1016/j.bspc.2016.12.005
– ident: 7
  doi: 10.1088/1361-6579/aa506e
– ident: 12
  doi: 10.1049/el.2012.0199
– ident: 5
  doi: 10.1109/tbme.2017.2697911
– year: 2002
  ident: 10
– year: 2003
  ident: 9
– ident: 3
  doi: 10.1109/tbme.2015.2406332
– ident: 11
  doi: 10.1109/tsp.2004.840813
SSID ssj0000393413
Score 2.1557827
Snippet This paper introduces a noise-robust HR estimation algorithm using wrist-type PPG signals that consist of preprocessing block, motion artifact reduction block,...
SourceID unpaywall
pubmedcentral
proquest
gale
pubmed
crossref
hindawi
emarefa
SourceType Open Access Repository
Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 1
SubjectTerms Algorithms
Heart beat
Sensors
SummonAdditionalLinks – databaseName: Hindawi Publishing Open Access
  dbid: RHX
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3da9swEBdroWx7GN1X560rGnR7GWa2LMnSYxgtoWxlZCvkzUiy3BgSuzQOof_97mzHa9p9vVn4fJJ9J91P59MdIcfOc13EXoQmSU3IVcxDK5UMJUutSyQ3LMHzzl_P5fiCn03FtE-StLz_Cx-sHWzPY_1JYkmdVO-QHSUxcmsyng6uFDxeyttCyAzj47BA9SbE_c7jW8Znzy8MXJhhMd6b4TZ4Xf4ObN6PmXy4qq7MzdrM57cM0uk-edIjSTrqRP-UPPDVM_L4Vn7B56Q-r8ulDye1XS0bOgalbugEwCU9gYndnVmko_llfV02swXFkyb026xuMKYc5bfo01nT7-UldoU-W_qlXtOuFETvRmxbmFazuXlBLk5Pfnweh32FhdCBUWrCOJaFSnLlADeJSDKjrY28MoUykecJB7ijE20Kza3LRRHZyIjU5h5IrGBOJi_JblVX_hWhOs6Z9qbwuWA8ddIqlxoJLFRqAVWxgHzcfPrM9enHsQrGPGu3IUJkKKisF1RA3g_UV13ajT_QHfRS_EUGgIgpEZBDlGqG8xT6cTBrXDYCsAgLKlMyIMe9tP_B_91GFTLkgBFpla9XywzWwQg9QCqBMXSqMXBKsKK3FDwg6ZbSDASY03v7TlXO2tzeUiAghX4_DOr11wG-_r_3eEMeYbPzHR2S3eZ65d8CmmrsUTuXfgJQixWb
  priority: 102
  providerName: Hindawi Publishing
– databaseName: Unpaywall
  dbid: UNPAY
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3rb9MwELdGpwn4wJtRGMhIgy8oXV52HPGpQpsqBNU0qDQkpMh2nKWsTaolUTX-eu4aN6y8xbdYOZ1f5_PP1vl3hOxrE8aZZ5gjg0g6ofBCR3HBHe5HSgc8lH6A753fj_loEr49Zadb5PX6LUyKFPGlTKtBjmfS5XTlre24VgdfcgPHdS8-4JhiJ4oHizS7RrY5AyDeI9uT8fHwE6aTwzg5TFTdfQduvA57Z2xDxcaGtGPmEj5k56B3bDN-BUB_jqO83hQLebmUs9mVTeroNvm87l4bm3I-aGo10F9_YH78z_7fIbcseKXD1truki1T3CM3r1Aa3ifluJxWxjkpVVPVdATrqKYngGfpIfiS9pkkHc7Oyotpnc8pPm6hx3lZYxg7mszcMmjTD9MzrAqviem7cknb7BP25nJVQibP-vIBmRwdfnwzcmxSB0fDPlg7nsczEaRCA1RjLvdlrJRrhMyEdE0YhICw4iCWWRwqnbLMVa5kkUoNiCjmax48JL2iLMwjQmMv9WMjM5MyP4w0V0JHkoMKESkAcn6fvFrPbKIt4zkm3pglq5MPYwkOZWKHsk9edNKLlunjN3K71ki-iwEG8wXrkz00mgRdA9SjYaHqZAj4FHy4L3if7Ns5_Yv-52tLS1ADBsEVpmyqBFyvi5dOIoA2tJbXaQowiThnYZ9EGzbZCSCN-OafYpqv6MQ5QwwM9b7srPePDXz8r4JPyA0sthdWe6RXXzTmKUC4Wj2zS_Ubp3NA_A
  priority: 102
  providerName: Unpaywall
Title Noise-Robust Heart Rate Estimation Algorithm from Photoplethysmography Signal with Low Computational Complexity
URI https://search.emarefa.net/detail/BIM-1175285
https://dx.doi.org/10.1155/2019/6283279
https://www.ncbi.nlm.nih.gov/pubmed/31249654
https://www.proquest.com/docview/2250619483
https://pubmed.ncbi.nlm.nih.gov/PMC6556239
https://downloads.hindawi.com/journals/jhe/2019/6283279.pdf
UnpaywallVersion publishedVersion
Volume 2019
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAFT
  databaseName: Open Access Digital Library
  customDbUrl:
  eissn: 2040-2309
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000393413
  issn: 2040-2309
  databaseCode: KQ8
  dateStart: 20100101
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
– providerCode: PRVAFT
  databaseName: Open Access Digital Library
  customDbUrl:
  eissn: 2040-2309
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000393413
  issn: 2040-2309
  databaseCode: KQ8
  dateStart: 20160101
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
– providerCode: PRVAQN
  databaseName: PubMed Central
  customDbUrl:
  eissn: 2040-2309
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000393413
  issn: 2040-2309
  databaseCode: RPM
  dateStart: 20160101
  isFulltext: true
  titleUrlDefault: https://www.ncbi.nlm.nih.gov/pmc/
  providerName: National Library of Medicine
– providerCode: PRVFZP
  databaseName: Scholars Portal Journals: Open Access
  customDbUrl:
  eissn: 2040-2309
  dateEnd: 20250630
  omitProxy: true
  ssIdentifier: ssj0000393413
  issn: 2040-2309
  databaseCode: M48
  dateStart: 20160101
  isFulltext: true
  titleUrlDefault: http://journals.scholarsportal.info
  providerName: Scholars Portal
– providerCode: PRVWIB
  databaseName: Wiley Online Library Open Access
  customDbUrl:
  eissn: 2040-2309
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000393413
  issn: 2040-2309
  databaseCode: 24P
  dateStart: 20100101
  isFulltext: true
  titleUrlDefault: https://authorservices.wiley.com/open-science/open-access/browse-journals.html
  providerName: Wiley-Blackwell
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwhV3db9MwELfGpsF4QHwTGJORBi8okA_bsR8QqtCmCrFqKlQqT5HtOmulNhltqtL_nrskDSts8BIlyuXOyn39bNl3hBxbx1QWOu7rONE-kyHzjZDCF1FibCyYjmI873zWE90B-zzkwx2y6Tba_MDFtVM77Cc1mE_f_fyx_ggO_6FyeM5h_h6q9wJ77iTqFtmDHKWwicNZA_SrmBwrDNebne9_fHRAbsfYhFlwtpWe9t1Mw41uw_X-GCfKq8l1cPTvXZV3lvmlXq_0dHolZZ3eJ_carEk7tXE8IDsuf0juXqlA-IgUvWKycH6_MMtFSbtg9iXtA_ykJ-D69alG2pleFPNJOZ5RPItCz8dFibvOUcOzpuA1_Tq5QFG4qku_FCtaN4toFhqrJyy8Wa4fk8HpybdPXb_pweBbSFulH4Yik_FIWkBWPBCRVsYETupM6sCxmAEgUrHSmWLGjngWmEDzxIwckBgeWRE_Ibt5kbtnhKpwFCmnMzfiEUusMNImWgALmRjAXZFH3m5-fWqbAuXYJ2OaVhMVzlPUWdrozCOvW-rLujDHDXRPGy3-JgPIFEnukUPUaoq2BXIs-JVNOwAnIeRGUnjkuNH2f_i_2phCihxwz1ruiuUihUgZ4BqRjGEMtWm0nDbm5pFky2haAqz6vf0mn4yr6t-CI2QFuW9a8_rnAJ_fKPwFOUDCekHpkOyW86V7CRCrNEeV98C13x0ekb1B77zz_Rc1eiJQ
linkProvider Scholars Portal
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3rb9MwELdGpwn4wJtRGMhIgy8oXV52HPGpQpsqBNU0qDQkpMh2nKWsTaolUTX-eu4aN6y8xbdYOZ1f5_PP1vl3hOxrE8aZZ5gjg0g6ofBCR3HBHe5HSgc8lH6A753fj_loEr49Zadb5PX6LUyKFPGlTKtBjmfS5XTlre24VgdfcgPHdS8-4JhiJ4oHizS7RrY5AyDeI9uT8fHwE6aTwzg5TFTdfQduvA57Z2xDxcaGtGPmEj5k56B3bDN-BUB_jqO83hQLebmUs9mVTeroNvm87l4bm3I-aGo10F9_YH78z_7fIbcseKXD1truki1T3CM3r1Aa3ifluJxWxjkpVVPVdATrqKYngGfpIfiS9pkkHc7Oyotpnc8pPm6hx3lZYxg7mszcMmjTD9MzrAqviem7cknb7BP25nJVQibP-vIBmRwdfnwzcmxSB0fDPlg7nsczEaRCA1RjLvdlrJRrhMyEdE0YhICw4iCWWRwqnbLMVa5kkUoNiCjmax48JL2iLMwjQmMv9WMjM5MyP4w0V0JHkoMKESkAcn6fvFrPbKIt4zkm3pglq5MPYwkOZWKHsk9edNKLlunjN3K71ki-iwEG8wXrkz00mgRdA9SjYaHqZAj4FHy4L3if7Ns5_Yv-52tLS1ADBsEVpmyqBFyvi5dOIoA2tJbXaQowiThnYZ9EGzbZCSCN-OafYpqv6MQ5QwwM9b7srPePDXz8r4JPyA0sthdWe6RXXzTmKUC4Wj2zS_Ubp3NA_A
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=Noise-Robust+Heart+Rate+Estimation+Algorithm+from+Photoplethysmography+Signal+with+Low+Computational+Complexity&rft.jtitle=Journal+of+healthcare+engineering&rft.au=Shin%2C+JaeWook&rft.au=Cho%2C+Jaegeol&rft.date=2019-01-01&rft.eissn=2040-2309&rft.volume=2019&rft.spage=6283279&rft_id=info:doi/10.1155%2F2019%2F6283279&rft_id=info%3Apmid%2F31249654&rft.externalDocID=31249654
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2040-2295&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2040-2295&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2040-2295&client=summon