Heart rate variability characterization in daily physical activities using wavelet analysis and multilayer fuzzy activity clustering

A portable data recorder was developed to parallel measure the electrocardiogram and body accelerations. A multilayer fuzzy clustering algorithm was proposed to classify the physical activity based on body accelerations. Discrete wavelet transform was incorporated to retrieve time-varying characteri...

Celý popis

Uloženo v:
Podrobná bibliografie
Vydáno v:IEEE transactions on biomedical engineering Ročník 53; číslo 1; s. 133 - 139
Hlavní autoři: Hsiao-Lung Chan, Shih-Chin Fang, Yu-Lin Ko, Ming-An Lin, Hui-Hsun Huang, Lin, C.-H.
Médium: Journal Article
Jazyk:angličtina
Vydáno: United States IEEE 01.01.2006
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Témata:
Acceleration
Accelerometers
Activities of Daily Living
Adult
Algorithms
Cluster Analysis
Diagnosis, Computer-Assisted - methods
Discrete wavelet transform
Discrete wavelet transforms
Electrocardiography
Electrocardiography, Ambulatory - methods
Fluctuations
fuzzy clustering
Fuzzy Logic
Heart beat
Heart rate
Heart Rate - physiology
Heart rate variability
Hospitals
Humans
Male
Motor Activity - physiology
Nonhomogeneous media
Pattern Recognition, Automated
physical activity
Posture - physiology
Wavelet analysis
ISSN:0018-9294, 1558-2531
On-line přístup:Získat plný text
Tagy: Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
Abstract A portable data recorder was developed to parallel measure the electrocardiogram and body accelerations. A multilayer fuzzy clustering algorithm was proposed to classify the physical activity based on body accelerations. Discrete wavelet transform was incorporated to retrieve time-varying characteristics of heart rate variability under different physical activities. Nine healthy subjects were included to investigate activity-related heart rate variability during 24 h. The results showed that the heartbeat fluctuations in high frequencies were the greatest during lying and the smallest during standing. Moreover, very-low-frequency heartbeat fluctuations during low activity level (lying) were greater than during high activity level (nonlying).
AbstractList A portable data recorder was developed to parallel measure the electrocardiogram and body accelerations. A multilayer fuzzy clustering algorithm was proposed to classify the physical activity based on body accelerations. Discrete wavelet transform was incorporated to retrieve time-varying characteristics of heart rate variability under different physical activities. Nine healthy subjects were included to investigate activity-related heart rate variability during 24 h. The results showed that the heartbeat fluctuations in high frequencies were the greatest during lying and the smallest during standing. Moreover, very-low-frequency heartbeat fluctuations during low activity level (lying) were greater than during high activity level (nonlying).
A portable data recorder was developed to parallel measure the electrocardiogram and body accelerations. A multilayer fuzzy clustering algorithm was proposed to classify the physical activity based on body accelerations. Discrete wavelet transform was incorporated to retrieve time-varying characteristics of heart rate variability under different physical activities. Nine healthy subjects were included to investigate activity-reiated heart rate variability during 24 h. The results showed that the heartbeat fluctuations in high frequencies were the greatest during lying and the smallest during standing. Moreover, very-low-frequency heartbeat fluctuations during low activity level (lying) were greater than during high activity level (nonlying).
A portable data recorder was developed to parallel measure the electrocardiogram and body accelerations. A multilayer fuzzy clustering algorithm was proposed to classify the physical activity based on body accelerations. Discrete wavelet transform was incorporated to retrieve time-varying characteristics of heart rate variability under different physical activities. Nine healthy subjects were included to investigate activity-related heart rate variability during 24 h. The results showed that the heartbeat fluctuations in high frequencies were the greatest during lying and the smallest during standing. Moreover, very-low-frequency heartbeat fluctuations during low activity level (lying) were greater than during high activity level (nonlying).A portable data recorder was developed to parallel measure the electrocardiogram and body accelerations. A multilayer fuzzy clustering algorithm was proposed to classify the physical activity based on body accelerations. Discrete wavelet transform was incorporated to retrieve time-varying characteristics of heart rate variability under different physical activities. Nine healthy subjects were included to investigate activity-related heart rate variability during 24 h. The results showed that the heartbeat fluctuations in high frequencies were the greatest during lying and the smallest during standing. Moreover, very-low-frequency heartbeat fluctuations during low activity level (lying) were greater than during high activity level (nonlying).
A portable data recorder was developed to parallal measure the eleotrocardiogram and body accelerations. A multilayer fuzzy clustering algorithm was proposed to classify the physical activity based on body accelerations. Discrete wavelet transform was incorporated to retrieve time-varying characteristics of heart rate variability under different physical activities. Nine healthy subjects were included to investigate activity-reiated heart rate variability during 24 h. The results showed that the heartbeat fluctuations in high frequencies were the greatest during lying and the smallest during standing. Moreover, very-tow-frequency heartbeat fluctuations during low activity level (lying) were greater than during high activity level (nonlying).
Author Lin, C.-H.
Yu-Lin Ko
Hsiao-Lung Chan
Hui-Hsun Huang
Shih-Chin Fang
Ming-An Lin
Author_xml – sequence: 1
  surname: Hsiao-Lung Chan
  fullname: Hsiao-Lung Chan
  email: chanhl@mail.cgu.edu.tw;chanhlc@ms41.hinet.net
  organization: Dept. of Electr. Eng., Chang Gung Univ., Taoyuan, Taiwan
– sequence: 2
  surname: Shih-Chin Fang
  fullname: Shih-Chin Fang
– sequence: 3
  surname: Yu-Lin Ko
  fullname: Yu-Lin Ko
– sequence: 4
  surname: Ming-An Lin
  fullname: Ming-An Lin
– sequence: 5
  surname: Hui-Hsun Huang
  fullname: Hui-Hsun Huang
– sequence: 6
  givenname: C.-H.
  surname: Lin
  fullname: Lin, C.-H.
BackLink https://www.ncbi.nlm.nih.gov/pubmed/16402613$$D View this record in MEDLINE/PubMed
BookMark eNqNks1rFDEYxoNU7LZ6FwQJHoqXXfMx-TrWUq1Q8VLPQzbzTpuSnVmTzMrs2T-8Gbel0EO3pyTk9-ThzfMcoYOu7wCh95QsKCXmy9XXn-cLRohYaGE0pa_QjAqh50xweoBmhFA9N8xUh-gopdtyrHQl36BDKivCJOUz9O8CbMw42gx4Y6O3Sx98HrG7sdG6DNFvbfZ9h32HG-vDiNc3Y_LOBlyu_cZnDwkPyXfX-K_dQICMbWdDYVLZNHg1hOyDHSHidthuxwdZsQhDmgy667fodWtDgnf36zH6_e386uxifvnr-4-z08u5E5zlOTSgqGzAqdbyJRAuTQutVUZXwBpFjZZWNU40Skrqpg9yTmoHS22Yo9DwY3Sye3cd-z8DpFyvfHIQgu2gH1ItlaRCKrIXZJpQxSXbDxKtjVbmJaDSir3AmnBKeAl4H0hVVebRk_Xn50FSzCvGmSropyfobT_EEmeqtRRUCcWmmT_eQ8NyBU29jn5l41g_lKoAZAe42KcUoX1ESD3FUk-9rafe1rveFol8InE-_y9ejqV1zwk_7IQeAB59RAmSE34Ha9j7rw
CODEN IEBEAX
CitedBy_id crossref_primary_10_1016_j_cmpb_2007_02_003
crossref_primary_10_1016_j_jss_2010_05_074
crossref_primary_10_1088_0967_3334_28_3_004
crossref_primary_10_1016_j_pmcj_2015_09_008
Cites_doi 10.1007/978-1-4757-0450-1
10.1016/0002-9149(91)90355-O
10.1007/BF02513304
10.1152/ajpheart.1985.248.1.H151
10.1016/S0002-8703(99)70219-X
10.1161/01.CIR.85.1.164
10.1109/86.547939
10.21236/ADA106978
10.1161/01.CIR.81.2.537
10.1161/01.RES.59.2.178
10.1161/01.HYP.17.4_Suppl.III36
10.1016/0165-1838(94)00152-A
10.1016/0002-9149(90)90503-S
10.1067/mhj.2002.121928
ContentType Journal Article
Copyright Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2006
Copyright_xml – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2006
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
KR7
L7M
L~C
L~D
P64
7X8
DOI 10.1109/TBME.2005.859811
DatabaseName IEEE All-Society Periodicals Package (ASPP) 2005–Present
IEEE All-Society Periodicals Package (ASPP) 1998–Present
IEEE Xplore
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
Civil Engineering Abstracts
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
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
Ceramic Abstracts
Materials Business File
METADEX
Biotechnology and BioEngineering Abstracts
Computer and Information Systems Abstracts Professional
Aerospace Database
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 Technology Research Database
Engineering Research Database
MEDLINE
MEDLINE - Academic
Engineering Research Database
Engineering Research Database

Engineering Research Database
Engineering Research Database
Database_xml – sequence: 1
  dbid: NPM
  name: PubMed
  url: http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 2
  dbid: RIE
  name: IEEE/IET Electronic Library
  url: https://ieeexplore.ieee.org/
  sourceTypes: Publisher
– sequence: 3
  dbid: 7X8
  name: MEDLINE - Academic
  url: https://search.proquest.com/medline
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Medicine
Engineering
EISSN 1558-2531
EndPage 139
ExternalDocumentID 2340529441
16402613
10_1109_TBME_2005_859811
1561530
Genre orig-research
Clinical Trial
Research Support, Non-U.S. Gov't
Journal Article
GroupedDBID ---
-~X
.55
.DC
.GJ
0R~
29I
4.4
53G
5GY
5RE
5VS
6IF
6IK
6IL
6IN
85S
97E
AAJGR
AARMG
AASAJ
AAWTH
AAYJJ
ABAZT
ABJNI
ABQJQ
ABVLG
ACGFO
ACGFS
ACIWK
ACKIV
ACNCT
ACPRK
ADZIZ
AENEX
AETIX
AFFNX
AFRAH
AGQYO
AGSQL
AHBIQ
AI.
AIBXA
AKJIK
AKQYR
ALLEH
ALMA_UNASSIGNED_HOLDINGS
ASUFR
ATWAV
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
CHZPO
CS3
DU5
EBS
EJD
F5P
HZ~
H~9
IAAWW
IBMZZ
ICLAB
IDIHD
IEGSK
IFIPE
IFJZH
IPLJI
JAVBF
LAI
MS~
O9-
OCL
P2P
RIA
RIE
RIL
RNS
TAE
TN5
VH1
VJK
X7M
ZGI
ZXP
AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
PKN
RIG
7QF
7QO
7QQ
7SC
7SE
7SP
7SR
7TA
7TB
7U5
8BQ
8FD
F28
FR3
H8D
JG9
JQ2
KR7
L7M
L~C
L~D
P64
7X8
ID FETCH-LOGICAL-c532t-ede716dec7fa3be0369fefa7984e2d71986a7dc5d7661c1109cc68ceb892c1ed3
IEDL.DBID RIE
ISICitedReferencesCount 21
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000234197900018&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 0018-9294
IngestDate Tue Oct 21 14:08:29 EDT 2025
Sun Sep 28 01:18:13 EDT 2025
Tue Oct 07 09:19:03 EDT 2025
Tue Oct 07 09:37:48 EDT 2025
Tue Oct 07 08:35:49 EDT 2025
Mon Oct 06 18:06:28 EDT 2025
Tue Oct 07 09:38:06 EDT 2025
Mon Jun 30 08:37:36 EDT 2025
Wed Feb 19 01:43:45 EST 2025
Tue Nov 18 22:18:33 EST 2025
Sat Nov 29 08:02:34 EST 2025
Wed Aug 27 02:52:55 EDT 2025
IsPeerReviewed true
IsScholarly true
Issue 1
Language English
License https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c532t-ede716dec7fa3be0369fefa7984e2d71986a7dc5d7661c1109cc68ceb892c1ed3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
content type line 23
ObjectType-Article-2
ObjectType-Feature-1
PMID 16402613
PQID 865175722
PQPubID 23462
PageCount 7
ParticipantIDs proquest_miscellaneous_20889879
proquest_journals_865175722
crossref_primary_10_1109_TBME_2005_859811
pubmed_primary_16402613
proquest_miscellaneous_1020842327
proquest_miscellaneous_67615670
crossref_citationtrail_10_1109_TBME_2005_859811
proquest_miscellaneous_17467689
ieee_primary_1561530
proquest_miscellaneous_20310325
proquest_miscellaneous_28017362
proquest_miscellaneous_20878720
PublicationCentury 2000
PublicationDate 2006-Jan.
2006-01-00
2006-Jan
20060101
PublicationDateYYYYMMDD 2006-01-01
PublicationDate_xml – month: 01
  year: 2006
  text: 2006-Jan.
PublicationDecade 2000
PublicationPlace United States
PublicationPlace_xml – name: United States
– name: New York
PublicationTitle IEEE transactions on biomedical engineering
PublicationTitleAbbrev TBME
PublicationTitleAlternate IEEE Trans Biomed Eng
PublicationYear 2006
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 Lin (ref5) 1999; 137
ref13
ref15
ref14
ref11
ref10
Kleiger (ref7) 1991; 68
ref2
ref1
ref16
ref8
ref9
ref4
Sekioka (ref12) 1997; 8
ref6
Novak (ref3) 1997
References_xml – ident: ref15
  doi: 10.1007/978-1-4757-0450-1
– start-page: 323
  volume-title: Clinical Autonomic Disorders
  year: 1997
  ident: ref3
  article-title: Time-frequency analysis of cardiovascular function and its clinical applications
– volume: 68
  start-page: 626
  year: 1991
  ident: ref7
  article-title: Stability over time of variables measuring heart rate variability
  publication-title: Am. J. Cardiol.
  doi: 10.1016/0002-9149(91)90355-O
– ident: ref13
  doi: 10.1007/BF02513304
– ident: ref9
  doi: 10.1152/ajpheart.1985.248.1.H151
– volume: 137
  start-page: 658
  year: 1999
  ident: ref5
  article-title: Chronic $\beta$-blocker therapy improves autonomic nervous regulation in advanced congestive heart failure—a longitudinal heart rate variability study
  publication-title: Am. Heart J.
  doi: 10.1016/S0002-8703(99)70219-X
– ident: ref16
  doi: 10.1161/01.CIR.85.1.164
– volume: 8
  start-page: 253
  issue: 4
  year: 1997
  ident: ref12
  article-title: Parallel recording of physical activity on commercial Holter recorders
  publication-title: Front. Med. Biol. Eng.
– ident: ref14
  doi: 10.1109/86.547939
– ident: ref1
  doi: 10.21236/ADA106978
– ident: ref11
  doi: 10.1161/01.CIR.81.2.537
– ident: ref2
  doi: 10.1161/01.RES.59.2.178
– ident: ref4
  doi: 10.1161/01.HYP.17.4_Suppl.III36
– ident: ref6
  doi: 10.1016/0165-1838(94)00152-A
– ident: ref8
  doi: 10.1016/0002-9149(90)90503-S
– ident: ref10
  doi: 10.1067/mhj.2002.121928
SSID ssj0014846
Score 1.9308255
Snippet A portable data recorder was developed to parallel measure the electrocardiogram and body accelerations. A multilayer fuzzy clustering algorithm was proposed...
A portable data recorder was developed to parallal measure the eleotrocardiogram and body accelerations. A multilayer fuzzy clustering algorithm was proposed...
SourceID proquest
pubmed
crossref
ieee
SourceType Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 133
SubjectTerms Acceleration
Accelerometers
Activities of Daily Living
Adult
Algorithms
Cluster Analysis
Diagnosis, Computer-Assisted - methods
Discrete wavelet transform
Discrete wavelet transforms
Electrocardiography
Electrocardiography, Ambulatory - methods
Fluctuations
fuzzy clustering
Fuzzy Logic
Heart beat
Heart rate
Heart Rate - physiology
Heart rate variability
Hospitals
Humans
Male
Motor Activity - physiology
Nonhomogeneous media
Pattern Recognition, Automated
physical activity
Posture - physiology
Wavelet analysis
Title Heart rate variability characterization in daily physical activities using wavelet analysis and multilayer fuzzy activity clustering
URI https://ieeexplore.ieee.org/document/1561530
https://www.ncbi.nlm.nih.gov/pubmed/16402613
https://www.proquest.com/docview/865175722
https://www.proquest.com/docview/1020842327
https://www.proquest.com/docview/17467689
https://www.proquest.com/docview/20310325
https://www.proquest.com/docview/20878720
https://www.proquest.com/docview/20889879
https://www.proquest.com/docview/28017362
https://www.proquest.com/docview/67615670
Volume 53
WOSCitedRecordID wos000234197900018&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVIEE
  databaseName: IEEE/IET Electronic Library
  customDbUrl:
  eissn: 1558-2531
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0014846
  issn: 0018-9294
  databaseCode: RIE
  dateStart: 19640101
  isFulltext: true
  titleUrlDefault: https://ieeexplore.ieee.org/
  providerName: IEEE
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1Lb9QwELZKhRAceLRAQ6EYiQsS6SbOw-MjoFa9tOJQpL1FXnuCVlplq26yaHvuD2dsZ7MgsStxi-RxHHk88YzH832MfQRdgya3OhYmF3GuU4wnOUKMoi5zRASV1J5sQl5dwXisvu-xz0MtDLX7y2d46h59Lt_OTeeOykYUa5CBUoD-QEoZarWGjEEOoSgnScmAhcrXKclEja6_Xp6F0xMoFKSeHKbMXfCR_bUbeXqV7Z6m33HOn_3ftz5nT3vPkn8JS-EF28PmgD35A2_wgD267DPph-z-gpZ4yx1QBF9SvBzgulfcDADOoT6TTxtu9XS24je9RrkrhVh6IFbubs3_5L-0Y69oue4BTujBcn9TcabJo-d1d3e3WnejIWadQ2egni_Zj_Oz628Xcc_IEJsiE22MFim-smhkrbMJ0u6naqy1VJCjsDJVUGppTWElbfvGTb4xJRicgBImRZu9YvvNvMEjxqUFhyUIFh21eC0nUiDFTnVBHgO9X0VstNZMZXq4cseaMat82JKoyqnVsWgWVVBrxD4NPW4CVMcO2UOnso1c0FbEjtfKr3pbXlRQFuRjSSEi9mFoJSN0mRXd4Lxb0DAiAZfylhF7v03GEbuUoLZLCAfTmolilwTQD1YkOyVAgdw1CvkkktyW7RL0mTQfkkZ5Hdb_Zpp6s3nz7-k7Zo83J1Rv2X572-E79tAs2-ni9oSsdgwn3mp_A5ueQQU
linkProvider IEEE
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1Lj9MwELZWC-Jx4LHLIyywRuKCRGjiOLF9BLSrIrYVhyLtLXLtCapUpattUtQ988MZ22kKEq3ELZLHceTxxDMez_cR8lbqSmp0q2NmOIu5TiGecpAxsKrgACBVUnmyCTEey8tL9e2AvO9rYbDdXz6DD-7R5_LtwrTuqGyAsQYaKAbot3LOWRqqtfqcAZehLCdJ0YSZ4pukZKIGk0-js3B-InMlU08PU3AXfmR_7UeeYGW3r-n3nPOH__e1j8iDzrekH8NieEwOoD4i9_9AHDwid0ZdLv2Y_BriIm-og4qgK4yYA2D3mpoewjlUaNJZTa2ezdf0qtMpdcUQKw_FSt29-R_0p3b8FQ3VHcQJPljq7yrONfr0tGpvbtabbjjEvHX4DNjzCfl-fjb5PIw7TobY5BlrYrCAEZYFIyqdTQH3P1VBpYWSHJgVqZKFFtbkVuDGb9zkG1NIA1OpmEnBZk_JYb2o4TmhwkqHJigtOHLxSkwFA4yeqhx9Bny_ishgo5nSdIDljjdjXvrAJVGlU6vj0czLoNaIvOt7XAWwjj2yx05lW7mgrYicbJRfdta8LGWRo5clGIvIm74VzdDlVnQNi3aJw7BEuqS3iMjpLhlH7VJItVuCOaDWjOX7JCT-YlmyV0IqKfaNgl6JQMdltwR-Js6HwFGehfW_nabObF78e_pOyd3hZHRRXnwZfz0h97bnVS_JYXPdwity26ya2fL6tbfd38zaQ2Q
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=Heart+rate+variability+characterization+in+daily+physical+activities+using+wavelet+analysis+and+multilayer+fuzzy+activity+clustering&rft.jtitle=IEEE+transactions+on+biomedical+engineering&rft.au=Chan%2C+Hsiao-Lung&rft.au=Fang%2C+Shih-Chin&rft.au=Ko%2C+Yu-Lin&rft.au=Lin%2C+Ming-An&rft.date=2006-01-01&rft.issn=0018-9294&rft.volume=53&rft.issue=1&rft.spage=133&rft_id=info:doi/10.1109%2FTBME.2005.859811&rft.externalDBID=NO_FULL_TEXT
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0018-9294&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0018-9294&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0018-9294&client=summon