Contactless continuous heart rate monitoring system using ballistocardiography
Cardiovascular disease is the number one cause of death in the world and is a serious problem. In the case of cardiopulmonary arrest due to myocardial infarction, the survival rate is as low as 13.3% one month after resuscitation, which birthed the need for continuous heart monitoring. In this study...
Saved in:
| Published in | PloS one Vol. 17; no. 7; p. e0272072 |
|---|---|
| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
San Francisco
Public Library of Science
29.07.2022
Public Library of Science (PLoS) |
| Subjects | |
| Online Access | Get full text |
Cover
Loading…
| Abstract | Cardiovascular disease is the number one cause of death in the world and is a serious problem. In the case of cardiopulmonary arrest due to myocardial infarction, the survival rate is as low as 13.3% one month after resuscitation, which birthed the need for continuous heart monitoring. In this study, we develop a Ballistocardiogram (BCG) measurement system using a load cell installed on a chair and a heart rate estimation algorithm that is robust to waveform changes, with the aim of constructing a non-contact heart rate acquisition system. The proposed system was evaluated by utilizing data obtained from 13 healthy subjects and 1 subject with abnormal ECG who were simultaneously measured with ECG. The output of the BCG system was confirmed to change with the same period as the ECG data obtained as the correct answer, and the synchronization of the R-peak positions was confirmed for all cases. As a result of comparing the heart rate intervals estimated from BCG and those obtained from ECG, it was confirmed that the same heart rate variability (HRV) features could be obtained even for abnormal ECG subject. |
|---|---|
| AbstractList | Cardiovascular disease is the number one cause of death in the world and is a serious problem. In the case of cardiopulmonary arrest due to myocardial infarction, the survival rate is as low as 13.3% one month after resuscitation, which birthed the need for continuous heart monitoring. In this study, we develop a Ballistocardiogram (BCG) measurement system using a load cell installed on a chair and a heart rate estimation algorithm that is robust to waveform changes, with the aim of constructing a non-contact heart rate acquisition system. The proposed system was evaluated by utilizing data obtained from 13 healthy subjects and 1 subject with abnormal ECG who were simultaneously measured with ECG. The output of the BCG system was confirmed to change with the same period as the ECG data obtained as the correct answer, and the synchronization of the R-peak positions was confirmed for all cases. As a result of comparing the heart rate intervals estimated from BCG and those obtained from ECG, it was confirmed that the same heart rate variability (HRV) features could be obtained even for abnormal ECG subject. Cardiovascular disease is the number one cause of death in the world and is a serious problem. In the case of cardiopulmonary arrest due to myocardial infarction, the survival rate is as low as 13.3% one month after resuscitation, which birthed the need for continuous heart monitoring. In this study, we develop a Ballistocardiogram (BCG) measurement system using a load cell installed on a chair and a heart rate estimation algorithm that is robust to waveform changes, with the aim of constructing a non-contact heart rate acquisition system. The proposed system was evaluated by utilizing data obtained from 13 healthy subjects and 1 subject with abnormal ECG who were simultaneously measured with ECG. The output of the BCG system was confirmed to change with the same period as the ECG data obtained as the correct answer, and the synchronization of the R-peak positions was confirmed for all cases. As a result of comparing the heart rate intervals estimated from BCG and those obtained from ECG, it was confirmed that the same heart rate variability (HRV) features could be obtained even for abnormal ECG subject.Cardiovascular disease is the number one cause of death in the world and is a serious problem. In the case of cardiopulmonary arrest due to myocardial infarction, the survival rate is as low as 13.3% one month after resuscitation, which birthed the need for continuous heart monitoring. In this study, we develop a Ballistocardiogram (BCG) measurement system using a load cell installed on a chair and a heart rate estimation algorithm that is robust to waveform changes, with the aim of constructing a non-contact heart rate acquisition system. The proposed system was evaluated by utilizing data obtained from 13 healthy subjects and 1 subject with abnormal ECG who were simultaneously measured with ECG. The output of the BCG system was confirmed to change with the same period as the ECG data obtained as the correct answer, and the synchronization of the R-peak positions was confirmed for all cases. As a result of comparing the heart rate intervals estimated from BCG and those obtained from ECG, it was confirmed that the same heart rate variability (HRV) features could be obtained even for abnormal ECG subject. |
| Audience | Academic |
| Author | Nishimura, Toshihiko Sumali, Brian Mitsukura, Yasue |
| AuthorAffiliation | 2 Department of System Design Engineering, Faculty of Science and Technology, Keio University, Yokohama, Kanagawa, Japan Universita degli Studi di Pisa, ITALY 1 Keio Global Research Institute, Faculty of Science and Technology, Keio University, Yokohama, Kanagawa, Japan 3 Department of Anesthesia, Stanford University School of Medicine, Stanford, California, United States of America |
| AuthorAffiliation_xml | – name: 3 Department of Anesthesia, Stanford University School of Medicine, Stanford, California, United States of America – name: 1 Keio Global Research Institute, Faculty of Science and Technology, Keio University, Yokohama, Kanagawa, Japan – name: 2 Department of System Design Engineering, Faculty of Science and Technology, Keio University, Yokohama, Kanagawa, Japan – name: Universita degli Studi di Pisa, ITALY |
| Author_xml | – sequence: 1 givenname: Brian orcidid: 0000-0001-9934-4708 surname: Sumali fullname: Sumali, Brian – sequence: 2 givenname: Yasue surname: Mitsukura fullname: Mitsukura, Yasue – sequence: 3 givenname: Toshihiko orcidid: 0000-0003-3679-9478 surname: Nishimura fullname: Nishimura, Toshihiko |
| BookMark | eNqNkluL1DAYhousuAf9B4IFQfRixhzapPVCWAYPA4sLnm7D1zTtZMgkY5KK8-9Nd7qwXRaRXjT9-rxvvtN5dmKdVVn2HKMlphy_3brBWzDLfQovEeEEcfIoO8M1JQtGED25cz7NzkPYIlTSirEn2Skta1RiXJxlX1bORpDRqBBymc7aDm4I-UaBj7mHqPKdszo6r22fh0OIapcPYfxowBgdopPgW-16D_vN4Wn2uAMT1LPpfZH9-Pjh--rz4ur603p1ebWQnJZx0eK2qjCvoUMMZFVAwaFUUEjACCjFrCOct4gj0jasgLpqEFEEKygRkwVG9CJ7cfTdGxfE1IogCKtZwQmvikSsj0TrYCv2Xu_AH4QDLW4CzvciVailUQIQIriArqGyKWrGAKumLjrFmEQVVm3yej_dNjQ71UplowczM53_sXojevdb1JRyxlkyeD0ZePdrUCGKnQ5SGQNWpW7f5F2VVc3HvF_eQx-ubqJ6SAVo27l0rxxNxSXHae7jeBO1fIBKT6t2Og1bdTrFZ4I3M8G4EOpP7GEIQay_ff1_9vrnnH11h027ZeImODNE7WyYg--OoPQuBK86IXWEEUuZayMwEuPy3_ZEjMsvpuVP4uKe-HZC_5T9BebRCh0 |
| CitedBy_id | crossref_primary_10_3390_s24186066 crossref_primary_10_3788_CJL231506 crossref_primary_10_1001_jamanetworkopen_2023_28633 crossref_primary_10_1016_j_yofte_2024_104046 |
| Cites_doi | 10.1088/0967-3334/30/2/005 10.1007/s11760-018-1372-z 10.3390/s150717115 10.1001/jamacardio.2020.3994 10.1016/0002-9343(50)90287-7 10.21037/atm.2019.06.79 10.1109/TBME.2005.857637 10.1109/TBME.2019.2897952 10.1016/j.tcm.2019.10.010 10.1016/S0924-4247(99)00269-1 10.1007/s13755-019-0071-7 10.1109/JBHI.2018.2825020 10.1109/IEMBS.2011.6091081 |
| ContentType | Journal Article |
| Copyright | COPYRIGHT 2022 Public Library of Science 2022 Sumali et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. 2022 Sumali et al 2022 Sumali et al |
| Copyright_xml | – notice: COPYRIGHT 2022 Public Library of Science – notice: 2022 Sumali et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. – notice: 2022 Sumali et al 2022 Sumali et al |
| DBID | AAYXX CITATION IOV ISR 3V. 7QG 7QL 7QO 7RV 7SN 7SS 7T5 7TG 7TM 7U9 7X2 7X7 7XB 88E 8AO 8C1 8FD 8FE 8FG 8FH 8FI 8FJ 8FK ABJCF ABUWG AEUYN AFKRA ARAPS ATCPS AZQEC BBNVY BENPR BGLVJ BHPHI C1K CCPQU D1I DWQXO FR3 FYUFA GHDGH GNUQQ H94 HCIFZ K9. KB. KB0 KL. L6V LK8 M0K M0S M1P M7N M7P M7S NAPCQ P5Z P62 P64 PATMY PDBOC PHGZM PHGZT PIMPY PJZUB PKEHL PPXIY PQEST PQGLB PQQKQ PQUKI PRINS PTHSS PYCSY RC3 7X8 5PM DOA |
| DOI | 10.1371/journal.pone.0272072 |
| DatabaseName | CrossRef Gale In Context: Opposing Viewpoints Gale In Context: Science ProQuest Central (Corporate) Animal Behavior Abstracts Bacteriology Abstracts (Microbiology B) Biotechnology Research Abstracts Nursing & Allied Health Database Ecology Abstracts Entomology Abstracts (Full archive) Immunology Abstracts Meteorological & Geoastrophysical Abstracts Nucleic Acids Abstracts Virology and AIDS Abstracts Agricultural Science Collection Health & Medical Collection ProQuest Central (purchase pre-March 2016) Medical Database (Alumni Edition) ProQuest Pharma Collection Public Health Database (ProQuest) Technology Research Database ProQuest SciTech Collection ProQuest Technology Collection ProQuest Natural Science Collection Hospital Premium Collection Hospital Premium Collection (Alumni Edition) ProQuest Central (Alumni) (purchase pre-March 2016) ProQuest SciTech Premium Collection Technology Collection Materials Science & Engineering Database ProQuest Central ProQuest One Sustainability ProQuest Central UK/Ireland Advanced Technologies & Aerospace Collection ProQuest SciTech Premium Collection Natural Science Collection Agricultural & Environmental Science Collection ProQuest Central Essentials Biological Science Collection ProQuest Central Technology Collection Natural Science Collection Environmental Sciences and Pollution Management ProQuest One ProQuest Materials Science Collection ProQuest Central Korea Engineering Research Database Health Research Premium Collection Health Research Premium Collection (Alumni) ProQuest Central Student AIDS and Cancer Research Abstracts SciTech Premium Collection ProQuest Health & Medical Complete (Alumni) Materials Science Database Nursing & Allied Health Database (Alumni Edition) Meteorological & Geoastrophysical Abstracts - Academic ProQuest Engineering Collection ProQuest Biological Science Collection Agricultural Science Database ProQuest Health & Medical Collection Medical Database Algology Mycology and Protozoology Abstracts (Microbiology C) Biological Science Database Engineering Database Nursing & Allied Health Premium Advanced Technologies & Aerospace Database ProQuest Advanced Technologies & Aerospace Collection Biotechnology and BioEngineering Abstracts Environmental Science Database Materials Science Collection ProQuest Central Premium ProQuest One Academic (New) Publicly Available Content Database ProQuest Health & Medical Research Collection ProQuest One Academic Middle East (New) ProQuest One Health & Nursing ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic ProQuest One Academic UKI Edition ProQuest Central China Engineering Collection Environmental Science Collection Genetics Abstracts MEDLINE - Academic PubMed Central (Full Participant titles) DOAJ Directory of Open Access Journals |
| DatabaseTitle | CrossRef Agricultural Science Database Publicly Available Content Database ProQuest Central Student ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Essentials Nucleic Acids Abstracts SciTech Premium Collection ProQuest Central China Environmental Sciences and Pollution Management ProQuest One Applied & Life Sciences ProQuest One Sustainability Health Research Premium Collection Meteorological & Geoastrophysical Abstracts Natural Science Collection Health & Medical Research Collection Biological Science Collection ProQuest Central (New) ProQuest Medical Library (Alumni) Engineering Collection Advanced Technologies & Aerospace Collection Engineering Database Virology and AIDS Abstracts ProQuest Biological Science Collection ProQuest One Academic Eastern Edition Agricultural Science Collection ProQuest Hospital Collection ProQuest Technology Collection Health Research Premium Collection (Alumni) Biological Science Database Ecology Abstracts ProQuest Hospital Collection (Alumni) Biotechnology and BioEngineering Abstracts Environmental Science Collection Entomology Abstracts Nursing & Allied Health Premium ProQuest Health & Medical Complete ProQuest One Academic UKI Edition Environmental Science Database ProQuest Nursing & Allied Health Source (Alumni) Engineering Research Database ProQuest One Academic Meteorological & Geoastrophysical Abstracts - Academic ProQuest One Academic (New) Technology Collection Technology Research Database ProQuest One Academic Middle East (New) Materials Science Collection ProQuest Health & Medical Complete (Alumni) ProQuest Central (Alumni Edition) ProQuest One Community College ProQuest One Health & Nursing ProQuest Natural Science Collection ProQuest Pharma Collection ProQuest Central ProQuest Health & Medical Research Collection Genetics Abstracts ProQuest Engineering Collection Biotechnology Research Abstracts Health and Medicine Complete (Alumni Edition) ProQuest Central Korea Bacteriology Abstracts (Microbiology B) Algology Mycology and Protozoology Abstracts (Microbiology C) Agricultural & Environmental Science Collection AIDS and Cancer Research Abstracts Materials Science Database ProQuest Materials Science Collection ProQuest Public Health ProQuest Nursing & Allied Health Source ProQuest SciTech Collection Advanced Technologies & Aerospace Database ProQuest Medical Library Animal Behavior Abstracts Materials Science & Engineering Collection Immunology Abstracts ProQuest Central (Alumni) MEDLINE - Academic |
| DatabaseTitleList | CrossRef MEDLINE - Academic Agricultural Science Database |
| Database_xml | – sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 2 dbid: 8FG name: ProQuest Technology Collection url: https://search.proquest.com/technologycollection1 sourceTypes: Aggregation Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Sciences (General) |
| DocumentTitleAlternate | Heart rate monitoring system using BCG |
| EISSN | 1932-6203 |
| ExternalDocumentID | 2696472784 oai_doaj_org_article_a00214afb3cb4966a1eb94fe66c081ed PMC9337676 A711930511 10_1371_journal_pone_0272072 |
| GeographicLocations | Japan |
| GeographicLocations_xml | – name: Japan |
| GroupedDBID | --- 123 29O 2WC 53G 5VS 7RV 7X2 7X7 7XC 88E 8AO 8C1 8CJ 8FE 8FG 8FH 8FI 8FJ A8Z AAFWJ AAUCC AAWOE AAYXX ABDBF ABIVO ABJCF ABUWG ACGFO ACIHN ACIWK ACPRK ACUHS ADBBV AEAQA AENEX AEUYN AFKRA AFPKN AFRAH AHMBA ALIPV ALMA_UNASSIGNED_HOLDINGS AOIJS APEBS ARAPS ATCPS BAWUL BBNVY BCNDV BENPR BGLVJ BHPHI BKEYQ BPHCQ BVXVI BWKFM CCPQU CITATION CS3 D1I D1J D1K DIK DU5 E3Z EAP EAS EBD EMOBN ESX EX3 F5P FPL FYUFA GROUPED_DOAJ GX1 HCIFZ HH5 HMCUK HYE IAO IEA IGS IHR IHW INH INR IOV IPY ISE ISR ITC K6- KB. KQ8 L6V LK5 LK8 M0K M1P M48 M7P M7R M7S M~E NAPCQ O5R O5S OK1 OVT P2P P62 PATMY PDBOC PHGZM PHGZT PIMPY PQQKQ PROAC PSQYO PTHSS PV9 PYCSY RNS RPM RZL SV3 TR2 UKHRP WOQ WOW ~02 ~KM BBORY PMFND 3V. 7QG 7QL 7QO 7SN 7SS 7T5 7TG 7TM 7U9 7XB 8FD 8FK AZQEC C1K DWQXO FR3 GNUQQ H94 K9. KL. M7N P64 PJZUB PKEHL PPXIY PQEST PQGLB PQUKI PRINS RC3 7X8 5PM PUEGO - 02 AAPBV ABPTK ADACO BBAFP KM |
| ID | FETCH-LOGICAL-c735t-d1d88179af06ac84a47a5ea4ca10a3316f277d0702db64a98b02e21ea506c4103 |
| IEDL.DBID | DOA |
| ISSN | 1932-6203 |
| IngestDate | Sun Jul 31 00:47:53 EDT 2022 Wed Aug 27 01:24:33 EDT 2025 Thu Aug 21 18:23:48 EDT 2025 Fri Jul 11 04:50:32 EDT 2025 Fri Jul 25 10:31:23 EDT 2025 Tue Jun 17 20:56:59 EDT 2025 Tue Jun 10 20:24:07 EDT 2025 Fri Jun 27 04:07:11 EDT 2025 Fri Jun 27 03:36:54 EDT 2025 Thu May 22 21:16:52 EDT 2025 Tue Jul 01 03:29:27 EDT 2025 Thu Apr 24 22:56:32 EDT 2025 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 7 |
| Language | English |
| License | This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Creative Commons Attribution License |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c735t-d1d88179af06ac84a47a5ea4ca10a3316f277d0702db64a98b02e21ea506c4103 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23 Competing Interests: The authors have declared that no competing interests exist. |
| ORCID | 0000-0001-9934-4708 0000-0003-3679-9478 |
| OpenAccessLink | https://doaj.org/article/a00214afb3cb4966a1eb94fe66c081ed |
| PMID | 35905114 |
| PQID | 2696472784 |
| PQPubID | 1436336 |
| PageCount | e0272072 |
| ParticipantIDs | plos_journals_2696472784 doaj_primary_oai_doaj_org_article_a00214afb3cb4966a1eb94fe66c081ed pubmedcentral_primary_oai_pubmedcentral_nih_gov_9337676 proquest_miscellaneous_2696858974 proquest_journals_2696472784 gale_infotracmisc_A711930511 gale_infotracacademiconefile_A711930511 gale_incontextgauss_ISR_A711930511 gale_incontextgauss_IOV_A711930511 gale_healthsolutions_A711930511 crossref_citationtrail_10_1371_journal_pone_0272072 crossref_primary_10_1371_journal_pone_0272072 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 2022-07-29 |
| PublicationDateYYYYMMDD | 2022-07-29 |
| PublicationDate_xml | – month: 07 year: 2022 text: 2022-07-29 day: 29 |
| PublicationDecade | 2020 |
| PublicationPlace | San Francisco |
| PublicationPlace_xml | – name: San Francisco – name: San Francisco, CA USA |
| PublicationTitle | PloS one |
| PublicationYear | 2022 |
| Publisher | Public Library of Science Public Library of Science (PLoS) |
| Publisher_xml | – name: Public Library of Science – name: Public Library of Science (PLoS) |
| References | G. Guidoboni (pone.0272072.ref012) 2019; 66 O. T. Inan (pone.0272072.ref019) 2009; 30 N. Isakadze (pone.0272072.ref006) 2020; 30 C. A. M. Spaccarotella (pone.0272072.ref005) 2020; 5 D. Heise (pone.0272072.ref013) 2010 pone.0272072.ref003 K. Watanabe (pone.0272072.ref015) 2005; 52 pone.0272072.ref001 pone.0272072.ref002 I. Sadek (pone.0272072.ref021) 2019; 13 I. Sadek (pone.0272072.ref008) 2019; 7 Z. Chen (pone.0272072.ref017) 2012 M. Paajanen (pone.0272072.ref018) 2000; 84 C. S. Kim (pone.0272072.ref007) 2016; 6 M. Takano (pone.0272072.ref009) 2019; 23 D. Heise (pone.0272072.ref014) 2011 Y. Yao (pone.0272072.ref010) 2019; 19 V. de Lalla (pone.0272072.ref011) 1950; 9 J. M. Raja (pone.0272072.ref004) 2019; 7 S. Poeggel (pone.0272072.ref016) 2015; 15 W. K. Lee (pone.0272072.ref020) 2016; 16 |
| References_xml | – year: 2010 ident: pone.0272072.ref013 article-title: Monitoring pulse and respiration with a non-invasive hydraulic bed sensor publication-title: presented at 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Buenos Aires – volume: 30 start-page: 169 issue: 2 year: 2009 ident: pone.0272072.ref019 article-title: Robust ballistocardiogram acquisition for home monitoring publication-title: Physiological Measurement doi: 10.1088/0967-3334/30/2/005 – volume: 13 start-page: 475 issue: 3 year: 2019 ident: pone.0272072.ref021 article-title: Nonintrusive heart rate measurement using ballistocardiogram signals: a comparative study publication-title: Signal, Image and Video Processing doi: 10.1007/s11760-018-1372-z – volume: 15 start-page: 17115 issue: 7 year: 2015 ident: pone.0272072.ref016 article-title: Optical fibre pressure sensors in medical applications publication-title: Sensors (Switzerland) doi: 10.3390/s150717115 – volume: 5 start-page: 1176 issue: 10 year: 2020 ident: pone.0272072.ref005 article-title: Multichannel Electrocardiograms Obtained by a Smartwatch for the Diagnosis of ST-Segment Changes publication-title: JAMA Cardiology doi: 10.1001/jamacardio.2020.3994 – volume: 9 start-page: 728 issue: 6 year: 1950 ident: pone.0272072.ref011 article-title: Respiratory variation of the ballistocardiogram publication-title: The American Journal of Medicine doi: 10.1016/0002-9343(50)90287-7 – volume: 6 start-page: 1 year: 2016 ident: pone.0272072.ref007 article-title: Ballistocardiogram: Mechanism and Potential for Unobtrusive Cardiovascular Health Monitoring publication-title: Scientific Reports – volume: 7 start-page: 417 issue: 17 year: 2019 ident: pone.0272072.ref004 article-title: Apple Watch, Wearables, and Heart Rhythm: where do we stand? publication-title: Annals of Translational Medicine doi: 10.21037/atm.2019.06.79 – ident: pone.0272072.ref001 – ident: pone.0272072.ref002 – volume: 52 start-page: 2100 issue: 12 year: 2005 ident: pone.0272072.ref015 article-title: Noninvasive measurement of heartbeat, respiration, snoring and body movements of a subject in bed via a pneumatic method publication-title: IEEE Transactions on Biomedical Engineering doi: 10.1109/TBME.2005.857637 – ident: pone.0272072.ref003 – volume: 16 issue: 3 year: 2016 ident: pone.0272072.ref020 article-title: Physiological signal monitoring bed for infants based on load-cell sensors publication-title: Sensors (Switzerland) – volume: 66 start-page: 2906 issue: 10 year: 2019 ident: pone.0272072.ref012 article-title: Cardiovascular Function and Ballistocardiogram: A Relationship Interpreted via Mathematical Modeling publication-title: IEEE Transactions on Biomedical Engineering doi: 10.1109/TBME.2019.2897952 – volume: 30 start-page: 442 issue: 7 year: 2020 ident: pone.0272072.ref006 article-title: How useful is the smartwatch ECG? publication-title: Trends in Cardiovascular Medicine doi: 10.1016/j.tcm.2019.10.010 – volume: 84 start-page: 95 issue: 1–2 year: 2000 ident: pone.0272072.ref018 article-title: , ElectroMechanical Film (EMFi)—a new multipurpose electret material publication-title: Sensors and Actuators A: Physical doi: 10.1016/S0924-4247(99)00269-1 – volume: 7 start-page: 10 issue: 1 year: 2019 ident: pone.0272072.ref008 article-title: Ballistocardiogram signal processing: a review publication-title: Health Information Science and Systems doi: 10.1007/s13755-019-0071-7 – volume: 23 start-page: 618 issue: 2 year: 2019 ident: pone.0272072.ref009 article-title: Noncontact In-Bed Measurements of Physiological and Behavioral Signals Using an Integrated Fabric-Sheet Sensing Scheme publication-title: IEEE Journal of Biomedical and Health Informatics doi: 10.1109/JBHI.2018.2825020 – year: 2012 ident: pone.0272072.ref017 article-title: Portable fiber optic ballistocardiogram sensor for home use publication-title: presented at Optical Fibers and Sensors for Medical Diagnostics and Treatment Applications XII, San Fransisco – volume: 19 start-page: 1 issue: 3 year: 2019 ident: pone.0272072.ref010 article-title: Unobtrusive estimation of cardiovascular parameters with limb ballistocardiography publication-title: Sensors (Switzerland) – year: 2011 ident: pone.0272072.ref014 article-title: Refinement and evaluation of a hydraulic bed sensor publication-title: presented at 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Boston doi: 10.1109/IEMBS.2011.6091081 |
| SSID | ssj0053866 |
| Score | 2.4228442 |
| Snippet | Cardiovascular disease is the number one cause of death in the world and is a serious problem. In the case of cardiopulmonary arrest due to myocardial... |
| SourceID | plos doaj pubmedcentral proquest gale crossref |
| SourceType | Open Website Open Access Repository Aggregation Database Enrichment Source Index Database |
| StartPage | e0272072 |
| SubjectTerms | Algorithms Ballistocardiograms Ballistocardiography Bioethics Biology and Life Sciences Blood pressure Cardiovascular disease Cardiovascular diseases Coronary vessels Diagnosis EKG Electrocardiography Evaluation Heart beat Heart rate Load distribution Measurement Medicine and Health Sciences Monitoring Monitoring systems Myocardial infarction Nervous system Patient monitoring equipment Physical Sciences Research and Analysis Methods Respiration Resuscitation Sensors Social Sciences Survival Synchronism Synchronization Telemedicine Waveforms |
| SummonAdditionalLinks | – databaseName: Health & Medical Collection dbid: 7X7 link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1Lb9QwELZguXBBlIe6pYBBSMAhbfyInZxQQVQFiSIBRXuzHMdZKi3J0uz-f2Ycb8ASAq7rSaIdzzce2zPfEPLMygbCEKcyX2mRSSYZFivrrGCN8CxvYEnBAucP5-rsQr5fFIt44DbEtMqdTwyOuukdnpEfc4U1k3hN9mr9I8OuUXi7GltoXCc3kLoMU7r0YtpwAZaViuVyQrPjODtH677zRzleQGqeLEeBtX_yzbP1qh-SwDNNm_xtHTq9TW7FAJKejDO-R6757g7ZixAd6IvII_3yLjlH5inrwBiGgWJK-mW3hX0-xR7WG4oUEfR7QDQe7dGR0pliHvyS1na1Qs4BF7JVR1Lre-Ti9O2XN2dZbJ-QOS2KTdawpiwBb7bNlXWltFLbwlvpLMutEEy1XOsGIM-bWklblXXOPWfeFrlykuXiPpl1oKp9QgXjtuC1lKIFz2ohyvQcUxJbL2oNr5wTsdOicZFbHFtcrEy4MNOwxxi1Y1D3Jup-TrLpqfXIrfEP-dc4QZMsMmOHH_qrpYlAMzawwNm2Fq6WsJezzNeVbL1SDqIf38zJY5xeM5aZTvg2JxosCJwfY3PyNEggO0aH6TdLux0G8-7j1_8Q-vwpEXoehdoe1OFsLHmA_4SsW4nkYSIJGHfJ8D4a404rg_mFBnhyZ6B_Hn4yDeNLMaWu82BsQaYsSthPzolODDtRcDrSXX4LFOSVQBYgdfD3jz8gNzlWi-Q649UhmW2utv4hxHCb-lEA6k8w60g2 priority: 102 providerName: ProQuest – databaseName: Scholars Portal Journals: Open Access dbid: M48 link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3di9QwEA_H-uKLeH5w1TuNIqgPXZqPJu2DyCkep3AnqCv3VtI0XQ9qd93uwvnfO5OmxcKJPvjaTAqdzG8yaWZ-Q8gzIysIQ6yKXa5FLJlkWKys45RVwrGkgi0FC5zPztXpQn64SC_2yNCzNSiwu_Zoh_2kFptmfvXj52sA_CvftUGzYdJ8vWrdPMGLRQ1O-QbsTRqheibHewVAt1KhgO5PMycblOfxH731bN2sukkoOk2k_G1nOrlNboWQkh73NrBP9lx7h-wH0Hb0RWCWfnmXnCMXlbFgHl1HMUn9st3ByZ9iV-stRdII-t1jHH_20Z7kmWJm_JKWpmmQhcD6_NWe5voeWZy8-_L2NA4NFWKrRbqNK1ZlGSDQ1IkyNpNGapM6I61hiRGCqZprXYET4FWppMmzMuGOM2fSRFnJEnGfzFpQ1QGhgnGT8lJKUYOvNRB3Oo5JirUTpYZXRkQMWixsYBvHphdN4a_QNJw6eu0UqPsi6D4i8Thr3bNt_EX-DS7QKItc2f7BarMsAvQK43nhTF0KW0o43RnmylzWTikL8ZCrIvIYl7foC09HxBfHmkF0C06LReSpl0C-jBYTcpZm13XF-49f_0Ho86eJ0PMgVK9AHdaEIgj4JuThmkgeTiQB9XYyfIDGOGilK7jCmmK8RoaZg4FeP_xkHMaXYpJd68DYvEyWZnDCjIieGPZEwdOR9vKbJyXPBfICqQf_Y0Uekpscq0wSHfP8kMy2m507gthvWz7ycP4FF1lbRw priority: 102 providerName: Scholars Portal |
| Title | Contactless continuous heart rate monitoring system using ballistocardiography |
| URI | https://www.proquest.com/docview/2696472784 https://www.proquest.com/docview/2696858974 https://pubmed.ncbi.nlm.nih.gov/PMC9337676 https://doaj.org/article/a00214afb3cb4966a1eb94fe66c081ed http://dx.doi.org/10.1371/journal.pone.0272072 |
| Volume | 17 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3Nb9MwFLegXLigjQ-tYxSDkIBDtvgjdnLcppWBtIIGQ71FjuOMSV1akfb_5z3HjWYJaRy4-FD_ErXP78v1ez8T8s7IGtIQqxJXaJFIJhk2K-skY7VwLK0hpGCD88VMnV_JL_NsfueqL6wJ6-mBe8EdGc_qZZpK2EpCbm6YqwrZOKUsRDNXo_eFmLfdTPU-GKxYqdAoJzQ7CutyuFq27jDFo0fNo0Dk-foHrzxaLZZdlHLGBZN3ItB0hzwJqSM97r_yLnng2qdkNxhnRz8EBumPz8gMOaeMBTXoOorF6DftBnb4FG-vXlMkh6C33pbxTz3akzlTrIC_ppVZLJBtwPo61Z7O-jm5mp79OD1PwsUJidUiWyc1q_McLM00qTI2l0ZqkzkjrWGpEYKphmtdg7HzulLSFHmVcseZM1mqrGSpeEFGLYhqj1DBuMl4JaVowKcayC8dx2LExolKwyvHRGylWNrAKo6XWyxKf1SmYXfRS6dE2ZdB9mOSDE-telaNe_AnuEADFjmx_QegKWXQlPI-TRmT17i8Zd9gOlh2eawZZLHgnNiYvPUI5MVosfDm2my6rvz89ec_gL5fRqD3AdQsQRzWhGYH-E3ItxUhDyIkWLeNpvdQGbdS6UqusHcYj4vhya2C_n36zTCNL8ViutaBsnlMnuWwkxwTHSl2JOB4pr355cnHC4H8P2r_f6zIS_KYYzdJqhNeHJDR-vfGvYIcb11NyEM91zDmpwzH6acJeXRyNvt2OfGGDuOFzP8A8epWYw |
| linkProvider | Directory of Open Access Journals |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9NAEF6VcIALojzUQKELAgEHt96Hd50DQuVRJbQNErQot2W9XodKwQ51IsSf4jcy4xdYQsCl1-x4rczO0zvzDSGPrEwhDHEq8CMtAskkw2ZlHUQsFZ6FKbgUbHA-nqrxqXw7i2Yb5EfbC4Nlla1NrAx1Wjj8Rr7HFfZM4jXZi-XXAKdG4e1qO0KjFotD__0bpGzl88lrON_HnB-8OXk1DpqpAoHTIloFKUvjGMTQZqGyLpZWaht5K51loRWCqYxrnYIm8DRR0o7iJOSeM2-jUDnJQgH7XiKXwfGGqFF61iV4YDuUatrzhGZ7jTTsLovc74Z44al5z_1VUwI6XzBYLoqyF-j2yzR_83sH18m1JmCl-7WEbZINn98gm41JKOnTBrf62U0yRaQr60D4ypJiCfxZvi7WJcWZ2SuKkBT0S2VB8FMirSGkKdbdz2liFwvEOHBVdWwNon2LnF4IY2-TQQ6s2iJUMG4jnkgpMrDkFqJaz7EEMvMi0bDlkIiWi8Y1WOY4UmNhqgs6DTlNzR2DvDcN74ck6J5a1lge_6B_iQfU0SISd_VDcT43jWIbW6HO2SwRLpGQO1rmk5HMvFIOoi2fDskOHq-p21o7e2L2NYPYGUwiG5KHFQWiceRY7jO367I0k3cf_4Pow_se0ZOGKCuAHc42LRbwnxDlq0e53aMEm-J6y1sojC1XSvNL--DJVkD_vPygW8ZNsYQv9yBsFU0cxZC_DonuCXaPwf2V_OxzBXk-Eog6pO78_eU75Mr45PjIHE2mh3fJVY6dKqEO-GibDFbna38P4sdVcr9SWko-XbSV-AlPHoQx |
| linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3db9MwELdGkRAviPGhFQYLCAQ8ZI0_YqcPCA1GtTEoCNjUt-A4TplUkrK0Qvxr_HXcOU4gEgJe9lpfHPV89_M5vvsdIQ-0yCEMMTK0Y8VDQQXFYmUVxjTnlkY5bClY4PxmKg-OxatZPNsgP9paGEyrbDHRAXVeGfxGPmISaybxmmxU-LSId_uTZ8uvIXaQwpvWtp1GYyJH9vs3OL7VTw_3Ya0fMjZ5-fHFQeg7DIRG8XgV5jRPEjBJXURSm0RooXRstTCaRppzKgumVA5ewfJMCj1OsohZRq2OI2kEjTjMe4FchLko-piadYc9wBEpfakeV3TkLWN3WZV2N8LLT8V6W6HrGNDtC4Ploqp7QW8_ZfO3PXBylVzxwWuw11jbJtmw5TWy6eGhDh57Dusn18kUWa-0AUOs6wDT4U_LdbWuA-yfvQqQniL44tAEPysGDZ10gDn48yDTiwXyHRiXKdsQat8gx-ei2JtkUIKqtkjAKdMxy4TgBaC6hgjXMkyHLCzPFEw5JLzVYmo8rzm211ik7rJOwfmm0U6Kuk-97ock7J5aNrwe_5B_jgvUySIrt_uhOpun3slT7RjodJFxkwk4R2pqs7EorJQGIi-bD8kOLm_alLh22JLuKQpxNMAjHZL7TgKZOUq08ble13V6-PbkP4Q-vO8JPfJCRQXqMNqXW8B_QsavnuR2TxLwxfSGt9AYW63U6S9PhCdbA_3z8L1uGCfFdL7SgrE5mSRO4Cw7JKpn2D0F90fK08-O_nzMkYFI3vr7y3fIJcCH9PXh9Og2ucywaCVSIRtvk8HqbG3vQCi5yu46nw3Ip_MGiZ9nBohn |
| 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=Contactless+continuous+heart+rate+monitoring+system+using+ballistocardiography&rft.jtitle=PloS+one&rft.au=Brian+Sumali&rft.au=Yasue+Mitsukura&rft.au=Toshihiko+Nishimura&rft.date=2022-07-29&rft.pub=Public+Library+of+Science+%28PLoS%29&rft.eissn=1932-6203&rft.volume=17&rft.issue=7&rft.spage=e0272072&rft_id=info:doi/10.1371%2Fjournal.pone.0272072&rft.externalDBID=DOA&rft.externalDocID=oai_doaj_org_article_a00214afb3cb4966a1eb94fe66c081ed |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1932-6203&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1932-6203&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1932-6203&client=summon |