Characterization of Physical Activity in COPD Patients: Validation of a Robust Algorithm for Actigraphic Measurements in Living Situations
We have developed robust embedded algorithms for the real-time classification of activity detected by our wearable inertial device. We collected 224 h of accelerometric signals from 28 subjects [22 suffering from chronic obstructive pulmonary disease (COPD)] to develop and then evaluate our algorith...
Saved in:
| Published in | IEEE journal of biomedical and health informatics Vol. 18; no. 4; pp. 1225 - 1231 |
|---|---|
| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
United States
IEEE
01.07.2014
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subjects | |
| Online Access | Get full text |
| ISSN | 2168-2194 2168-2208 2168-2208 |
| DOI | 10.1109/JBHI.2013.2282617 |
Cover
| Abstract | We have developed robust embedded algorithms for the real-time classification of activity detected by our wearable inertial device. We collected 224 h of accelerometric signals from 28 subjects [22 suffering from chronic obstructive pulmonary disease (COPD)] to develop and then evaluate our algorithms. We describe the process for determining the most robust parameters of the algorithms. Our results with COPD patients show the feasibility of conducting real-time classification of their activities in everyday situations, with high fidelity. |
|---|---|
| AbstractList | We have developed robust embedded algorithms for the real-time classification of activity detected by our wearable inertial device. We collected 224 h of accelerometric signals from 28 subjects [22 suffering from chronic obstructive pulmonary disease (COPD)] to develop and then evaluate our algorithms. We describe the process for determining the most robust parameters of the algorithms. Our results with COPD patients show the feasibility of conducting real-time classification of their activities in everyday situations, with high fidelity.We have developed robust embedded algorithms for the real-time classification of activity detected by our wearable inertial device. We collected 224 h of accelerometric signals from 28 subjects [22 suffering from chronic obstructive pulmonary disease (COPD)] to develop and then evaluate our algorithms. We describe the process for determining the most robust parameters of the algorithms. Our results with COPD patients show the feasibility of conducting real-time classification of their activities in everyday situations, with high fidelity. We have developed robust embedded algorithms for the real-time classification of activity detected by our wearable inertial device. We collected 224 h of accelerometric signals from 28 subjects [22 suffering from chronic obstructive pulmonary disease (COPD)] to develop and then evaluate our algorithms. We describe the process for determining the most robust parameters of the algorithms. Our results with COPD patients show the feasibility of conducting real-time classification of their activities in everyday situations, with high fidelity. We have developed robust embedded algorithms for the real-time classification of activity detected by our wearable inertial device. We collected 224 h of accelerometric signals from 28 subjects [22 suffering from chronic obstructive pulmonary disease (COPD)] to develop and then evaluate our algorithms. We describe the process for determining the most robust parameters of the algorithms. Our results with COPD patients show the feasibility of conducting real-time classification of their activities in everyday situations, with high fidelity. [PUBLICATION ABSTRACT] |
| Author | Noury, Norbert Argod, Jerome Pepin, Jean-Louis Perriot, Bruno |
| Author_xml | – sequence: 1 givenname: Bruno surname: Perriot fullname: Perriot, Bruno email: bruno.perriot@sleepinnov.com organization: SleepInnov Technol., Moirans, France – sequence: 2 givenname: Jerome surname: Argod fullname: Argod, Jerome email: jerome.argod@sleepinnov.com organization: SleepInnov Technol., Moirans, France – sequence: 3 givenname: Jean-Louis surname: Pepin fullname: Pepin, Jean-Louis email: jpepin@chu-grenoble.fr organization: Pneumology unit, CHU, Grenoble, France – sequence: 4 givenname: Norbert surname: Noury fullname: Noury, Norbert email: norbert.noury@insa-lyon.fr organization: Lab. INL, Univ. of Lyon, Villeurbanne, France |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/24058044$$D View this record in MEDLINE/PubMed |
| BookMark | eNp9kctuEzEUhi1UREvpAyAkZIkNmwTfZuxhF8KlRUGNuG0tj-dM4moyDrYHKTwCT40nly66wBtb1vf98vH_FJ31vgeEnlMypZRUbz6_u76ZMkL5lDHFSiofoQtGSzVhjKiz05lW4hxdxXhH8lL5qiqfoHMmSKGIEBfo73xtgrEJgvtjkvM99i1ernfRWdPhmU3ut0s77Ho8v12-x8vMQJ_iW_zTdK65Nwz-6ushJjzrVj64tN7g1oe9vwpmu3YWfwEThwCbUR_zFjm5X-FvLg37mPgMPW5NF-HquF-iHx8_fJ9fTxa3n27ms8XEclGliaykbGteNbWidR6oKWSjilqUkhtomtJKagpgQnBQYAhXjCrVqlpJaVsuG36JXh9yt8H_GiAmvXHRQteZHvwQNS2EkLwqFM_oqwfonR9Cn183UlUheCYz9fJIDfUGGr0NbmPCTp9-OQPyANjgYwzQauvSfugUjOs0JXqsVI-V6rFSfaw0m_SBeQr_n_Pi4DgAuOfLknCmCv4P5Qer1A |
| CODEN | IJBHA9 |
| CitedBy_id | crossref_primary_10_1007_s12652_020_02136_2 crossref_primary_10_1016_j_jbi_2018_09_002 crossref_primary_10_1109_RBME_2015_2427254 crossref_primary_10_1097_CPT_0000000000000127 crossref_primary_10_1016_j_measurement_2020_107847 crossref_primary_10_1016_j_pmcj_2017_06_018 crossref_primary_10_3390_s20195625 crossref_primary_10_1016_j_inffus_2019_09_002 crossref_primary_10_1097_HCR_0000000000000284 |
| Cites_doi | 10.1164/rccm.200407-855OC 10.1371/journal.pone.0039198 10.1016/S0140-6736(11)60968-9 10.1016/j.rmed.2010.01.012 10.1378/chest.129.3.536 10.1164/rccm.200203-166OC 10.1136/thorax.58.2.100 10.1183/09031936.96.09122584 10.1109/86.547939 10.1183/09031936.06.00064105 10.1109/TBME.2003.812189 |
| ContentType | Journal Article |
| Copyright | Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) Jul 2014 |
| Copyright_xml | – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) Jul 2014 |
| DBID | 97E RIA RIE AAYXX CITATION CGR CUY CVF ECM EIF NPM 7QF 7QO 7QQ 7SC 7SE 7SP 7SR 7TA 7TB 7U5 8BQ 8FD F28 FR3 H8D JG9 JQ2 K9. KR7 L7M L~C L~D NAPCQ P64 7X8 |
| DOI | 10.1109/JBHI.2013.2282617 |
| DatabaseName | IEEE All-Society Periodicals Package (ASPP) 2005–Present IEEE All-Society Periodicals Package (ASPP) 1998–Present IEEE Electronic Library (IEL) CrossRef Medline MEDLINE MEDLINE (Ovid) MEDLINE MEDLINE PubMed Aluminium Industry Abstracts Biotechnology Research Abstracts Ceramic Abstracts Computer and Information Systems Abstracts Corrosion Abstracts Electronics & Communications Abstracts Engineered Materials Abstracts Materials Business File Mechanical & Transportation Engineering Abstracts Solid State and Superconductivity Abstracts METADEX Technology Research Database ANTE: Abstracts in New Technology & Engineering Engineering Research Database Aerospace Database Materials Research Database ProQuest Computer Science Collection ProQuest Health & Medical Complete (Alumni) Civil Engineering Abstracts Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional Nursing & Allied Health Premium Biotechnology and BioEngineering Abstracts MEDLINE - Academic |
| DatabaseTitle | CrossRef MEDLINE Medline Complete MEDLINE with Full Text PubMed MEDLINE (Ovid) Materials Research Database Civil Engineering Abstracts Aluminium Industry Abstracts Technology Research Database Computer and Information Systems Abstracts – Academic Mechanical & Transportation Engineering Abstracts Electronics & Communications Abstracts ProQuest Computer Science Collection Computer and Information Systems Abstracts ProQuest Health & Medical Complete (Alumni) Ceramic Abstracts Materials Business File METADEX Biotechnology and BioEngineering Abstracts Computer and Information Systems Abstracts Professional Aerospace Database Nursing & Allied Health Premium Engineered Materials Abstracts Biotechnology Research Abstracts Solid State and Superconductivity Abstracts Engineering Research Database Corrosion Abstracts Advanced Technologies Database with Aerospace ANTE: Abstracts in New Technology & Engineering MEDLINE - Academic |
| DatabaseTitleList | MEDLINE - Academic Materials Research Database MEDLINE |
| Database_xml | – sequence: 1 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: 2 dbid: EIF name: MEDLINE url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search sourceTypes: Index Database – sequence: 3 dbid: RIE name: IEEE/IET Electronic Library url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/ sourceTypes: Publisher |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Medicine |
| EISSN | 2168-2208 |
| EndPage | 1231 |
| ExternalDocumentID | 3388007981 24058044 10_1109_JBHI_2013_2282617 6603285 |
| Genre | orig-research Research Support, Non-U.S. Gov't Journal Article |
| GrantInformation_xml | – fundername: French Research Ministry grantid: 1039/2010 |
| GroupedDBID | 0R~ 4.4 6IF 6IH 6IK 97E AAJGR AARMG AASAJ AAWTH ABAZT ABQJQ ABVLG ACIWK ACPRK AENEX AFRAH AGQYO AGSQL AHBIQ AKJIK AKQYR ALMA_UNASSIGNED_HOLDINGS BEFXN BFFAM BGNUA BKEBE BPEOZ EBS EJD HZ~ IFIPE IPLJI JAVBF M43 O9- OCL PQQKQ RIA RIE RNS AAYXX CITATION RIG CGR CUY CVF ECM EIF NPM 7QF 7QO 7QQ 7SC 7SE 7SP 7SR 7TA 7TB 7U5 8BQ 8FD F28 FR3 H8D JG9 JQ2 K9. KR7 L7M L~C L~D NAPCQ P64 7X8 |
| ID | FETCH-LOGICAL-c349t-7977fb39db81b168d57d85b4673aedd6c71a5e2443e8ea0382188f8b877cf37d3 |
| IEDL.DBID | RIE |
| ISSN | 2168-2194 2168-2208 |
| IngestDate | Thu Sep 04 21:38:15 EDT 2025 Mon Jun 30 04:03:53 EDT 2025 Thu Apr 03 06:49:29 EDT 2025 Thu Apr 24 22:54:13 EDT 2025 Tue Jul 01 02:59:51 EDT 2025 Tue Aug 26 16:49:28 EDT 2025 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 4 |
| Language | English |
| License | https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c349t-7977fb39db81b168d57d85b4673aedd6c71a5e2443e8ea0382188f8b877cf37d3 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23 |
| PMID | 24058044 |
| PQID | 1549543473 |
| PQPubID | 85417 |
| PageCount | 7 |
| ParticipantIDs | pubmed_primary_24058044 crossref_citationtrail_10_1109_JBHI_2013_2282617 proquest_miscellaneous_1544739583 proquest_journals_1549543473 crossref_primary_10_1109_JBHI_2013_2282617 ieee_primary_6603285 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 2014-07-01 |
| PublicationDateYYYYMMDD | 2014-07-01 |
| PublicationDate_xml | – month: 07 year: 2014 text: 2014-07-01 day: 01 |
| PublicationDecade | 2010 |
| PublicationPlace | United States |
| PublicationPlace_xml | – name: United States – name: Piscataway |
| PublicationTitle | IEEE journal of biomedical and health informatics |
| PublicationTitleAbbrev | JBHI |
| PublicationTitleAlternate | IEEE J Biomed Health Inform |
| PublicationYear | 2014 |
| 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 | ref12 laville (ref8) 2008 ref7 ref9 ref4 ref3 ref11 ref10 ref5 pitta (ref6) 2006; 129 ref2 ref1 |
| References_xml | – ident: ref3 doi: 10.1164/rccm.200407-855OC – ident: ref9 doi: 10.1371/journal.pone.0039198 – start-page: 81 year: 2008 ident: ref8 article-title: Composantes de la d pense nerg tique publication-title: Obesity An Existing Problem A Question for the Future Institut Servier – ident: ref1 doi: 10.1016/S0140-6736(11)60968-9 – ident: ref4 doi: 10.1016/j.rmed.2010.01.012 – volume: 129 start-page: 536 year: 2006 ident: ref6 article-title: Physical activity and hospitalization for exacerbation of COPD publication-title: Chest doi: 10.1378/chest.129.3.536 – ident: ref5 doi: 10.1164/rccm.200203-166OC – ident: ref2 doi: 10.1136/thorax.58.2.100 – ident: ref7 doi: 10.1183/09031936.96.09122584 – ident: ref10 doi: 10.1109/86.547939 – ident: ref11 doi: 10.1183/09031936.06.00064105 – ident: ref12 doi: 10.1109/TBME.2003.812189 |
| SSID | ssj0000816896 |
| Score | 2.1354015 |
| Snippet | We have developed robust embedded algorithms for the real-time classification of activity detected by our wearable inertial device. We collected 224 h of... |
| SourceID | proquest pubmed crossref ieee |
| SourceType | Aggregation Database Index Database Enrichment Source Publisher |
| StartPage | 1225 |
| SubjectTerms | Acceleration Accelerometry Actigraphy - instrumentation Actigraphy - methods Actimetry Activities of Daily Living - classification Adult Aged Algorithms Biomedical monitoring Bluetooth body postures body sensor network chronic obstructive pulmonary disease (COPD) patients Correlation Feasibility Studies Female Humans Legged locomotion Male Middle Aged Monitoring Monitoring, Ambulatory - instrumentation Monitoring, Ambulatory - methods Posture - physiology Pulmonary Disease, Chronic Obstructive ROC Curve Sensors Signal Processing, Computer-Assisted Young Adult |
| Title | Characterization of Physical Activity in COPD Patients: Validation of a Robust Algorithm for Actigraphic Measurements in Living Situations |
| URI | https://ieeexplore.ieee.org/document/6603285 https://www.ncbi.nlm.nih.gov/pubmed/24058044 https://www.proquest.com/docview/1549543473 https://www.proquest.com/docview/1544739583 |
| Volume | 18 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1Lb9QwELbaHhAXXuWxUJCROCGyza6dxOa2LFRLxcIKKOotiu0xRG0T1CQXfgK_mvFjg0CAuEWK7Tj6xvZnj-cbQp5IC5CBhqTimUn4zCicB5VJBOQGtGQ2K1y88_ptvjrhx6fZ6Q55NsbCAIC_fAZT9-h9-abVgzsqO8xzp_6W7ZJdNLMQqzWep_gEEj4d1xwfEhyIPDoxZ6k8PH6xeu3ucbHpHPcYuGo7EWDkKiLl_JcVyadY-Tvb9KvO0XWy3vY3XDY5mw69mupvv0k5_u8P3SDXIv2ki2AvN8kONLfIlXV0sO-T78tRwDnEZ9LW0k3Eki50yDVB64Yu321e0k1QZe2e00_I581Yo6LvWzV0PV2cf24v6_7LBUVy7Ot7hexa0_XPw8nOtfemdkcb9EPdB_Hx7jY5OXr1cblKYrqGRDMu-6RAKmkVk0YhFUYMDMIsMoUzMavAmFwXsyoDpBMMBFQpE8guhBVKFIW2rDDsDtlr2gbuESqBy8pqkdu54hZpoOEiNaowRnINqpqQdAtZqaOWuUupcV76PU0qSwd46QAvI-AT8nSs8jUIefyr8L4DaywYcZqQg61dlHGod6XTuHPxuQWbkMfjaxykzvNSNdAOvgx3HlGBZe4Gexrb3prh_T9_8wG5ij3j4YbwAdnrLwd4iDyoV4_8APgBb4cDaA |
| linkProvider | IEEE |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1Lb9QwEB6VIgEXXuWxUMBInBDZZtdO4nBbFqpt2S0raKveotieQERJUJNc-An8asZ2NggEiFuk2I6jz4_PM55vAJ6lBWKEGoNcRCYQE6NoHVQmkBgb1CkvosTGO6-O4sWJODyLzrbgxRALg4ju8hmO7aPz5Ztad9ZUthfHVv0tugSXad8XkY_WGiwqLoWES8g1pYeApqLo3ZiTMN07fLU4sDe5-HhKpwzat60MMLEVGQrxy57kkqz8nW-6fWf_Bqw2PfbXTT6Pu1aN9bffxBz_95duwvWegLKZHzG3YAur23Bl1bvYd-D7fJBw9hGarC7YukeTzbTPNsHKis3frV-ztddlbV6yU2L0ZqiRs_e16pqWzc4_1hdl--kLI3rs6juN7FKz1U_zZGPbW5bWuME-lK2XH2_uwMn-m-P5IugTNgSai7QNEiKTheKpUUSGCQNDQMtI0VrMczQm1skkj5AIBUeJecgl8QtZSCWTRBc8MfwubFd1hfeBpSjSvNAyLqZKFEQEjZChUYkxqdCo8hGEG8gy3auZ26Qa55k71YRpZgHPLOBZD_gIng9Vvnopj38V3rFgDQV7nEawuxkXWT_Zm8yq3NkI3YSP4Onwmqap9b3kFdadKyOsT1RSmXt-PA1tb4bhgz9_8wlcXRyvltny4OjtQ7hGvRT-vvAubLcXHT4iVtSqx24y_AAl4Qa1 |
| 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=Characterization+of+physical+activity+in+COPD+patients%3A+validation+of+a+robust+algorithm+for+actigraphic+measurements+in+living+situations&rft.jtitle=IEEE+journal+of+biomedical+and+health+informatics&rft.au=Perriot%2C+Bruno&rft.au=Argod%2C+Jerome&rft.au=Pepin%2C+Jean-Louis&rft.au=Noury%2C+Norbert&rft.date=2014-07-01&rft.eissn=2168-2208&rft.volume=18&rft.issue=4&rft.spage=1225&rft_id=info:doi/10.1109%2FJBHI.2013.2282617&rft_id=info%3Apmid%2F24058044&rft.externalDocID=24058044 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2168-2194&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2168-2194&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2168-2194&client=summon |