Assessment of Upper Body Kinematic Using Multiple Inertial Measurement Units

The use of a universal goniometer or expensive laboratory kinematic analysis equipment has traditionally served as the gold standard to quantify human body joint angle or joint range of motion measurement. However, the measurement of these human body kinematic parameters is now possible using a tiny...

Full description

Saved in:
Bibliographic Details
Published inIEEE sensors journal Vol. 25; no. 6; pp. 9467 - 9477
Main Authors Rahman, Md. Mahmudur, Gan, Kok Beng, Woon, You Huay, Aziz, Noor Azah Abd, Huong, Audrey, Sim, Kok Swee
Format Journal Article
LanguageEnglish
Published New York IEEE 15.03.2025
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects
Online AccessGet full text

Cover

Loading…
Abstract The use of a universal goniometer or expensive laboratory kinematic analysis equipment has traditionally served as the gold standard to quantify human body joint angle or joint range of motion measurement. However, the measurement of these human body kinematic parameters is now possible using a tiny, inexpensive, and portable wearable inertial measurement unit (IMU). The primary objective of this research is to assess the feasibility and accuracy of upper body kinematic measurement using multiple IMUs. The analysis in this study has considered the elbow and wrist joint angles, and the 12 healthy participants performed the assigned wrist (flexion/extension) and elbow (flexion/extension) movements with both hands. Three IMUs were used to measure the motion, and each joint angle was also measured with an electrogoniometer (EG). The data obtained from the IMUs were used to determine the joint angle, and the mean absolute error (MAE), mean squared error (MSE), and root-mean-square errors (RMSEs) were computed in comparison to the EG readings to evaluate the performance. An average RMSEs of 2.35° and 2.30° for elbow and wrist, respectively, were found for joint motion among the 12 subjects for all tasks. The maximum RMSE for both elbow and wrist joint angles was less than 5°, except for one measurement. A graphical user interface (GUI) was also designed and developed to help clinicians and therapists to assess patient progress, provide feedback, and motivate patients. The outcomes of our study revealed that the IMU system could be used to assess the upper extremity joint angles during functional motions.
AbstractList The use of a universal goniometer or expensive laboratory kinematic analysis equipment has traditionally served as the gold standard to quantify human body joint angle or joint range of motion measurement. However, the measurement of these human body kinematic parameters is now possible using a tiny, inexpensive, and portable wearable inertial measurement unit (IMU). The primary objective of this research is to assess the feasibility and accuracy of upper body kinematic measurement using multiple IMUs. The analysis in this study has considered the elbow and wrist joint angles, and the 12 healthy participants performed the assigned wrist (flexion/extension) and elbow (flexion/extension) movements with both hands. Three IMUs were used to measure the motion, and each joint angle was also measured with an electrogoniometer (EG). The data obtained from the IMUs were used to determine the joint angle, and the mean absolute error (MAE), mean squared error (MSE), and root-mean-square errors (RMSEs) were computed in comparison to the EG readings to evaluate the performance. An average RMSEs of 2.35° and 2.30° for elbow and wrist, respectively, were found for joint motion among the 12 subjects for all tasks. The maximum RMSE for both elbow and wrist joint angles was less than 5°, except for one measurement. A graphical user interface (GUI) was also designed and developed to help clinicians and therapists to assess patient progress, provide feedback, and motivate patients. The outcomes of our study revealed that the IMU system could be used to assess the upper extremity joint angles during functional motions.
Author Rahman, Md. Mahmudur
Gan, Kok Beng
Woon, You Huay
Sim, Kok Swee
Aziz, Noor Azah Abd
Huong, Audrey
Author_xml – sequence: 1
  givenname: Md. Mahmudur
  orcidid: 0009-0003-9613-5830
  surname: Rahman
  fullname: Rahman, Md. Mahmudur
  email: P138505@siswa.ukm.edu.my
  organization: Department of Electrical, Electronic and Systems Engineering, Universiti Kebangsaan Malaysia, Bangi, Malaysia
– sequence: 2
  givenname: Kok Beng
  orcidid: 0000-0002-8776-5502
  surname: Gan
  fullname: Gan, Kok Beng
  email: kbgan@ukm.edu.my
  organization: Department of Electrical, Electronic and Systems Engineering, Universiti Kebangsaan Malaysia, Bangi, Malaysia
– sequence: 3
  givenname: You Huay
  orcidid: 0000-0003-0305-0911
  surname: Woon
  fullname: Woon, You Huay
  email: hwyou@ukm.edu.my
  organization: Pusat PERMATA@Pintar Negara, Universiti Kebangsaan Malaysia, Bangi, Malaysia
– sequence: 4
  givenname: Noor Azah Abd
  surname: Aziz
  fullname: Aziz, Noor Azah Abd
  email: azah@ppukm.ukm.edu.my
  organization: Department of Family Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia Medical Centre, Kuala Lumpur, Malaysia
– sequence: 5
  givenname: Audrey
  surname: Huong
  fullname: Huong, Audrey
  email: audrey@uthm.edu.my
  organization: Department of Electronic Engineering, Universiti Tun Hussein Onn Malaysia, Parit Raja, Malaysia
– sequence: 6
  givenname: Kok Swee
  orcidid: 0000-0003-2976-8825
  surname: Sim
  fullname: Sim, Kok Swee
  email: sksbg2022@gmail.com
  organization: Faculty of Engineering and Technology (FET), Multimedia University, Melaka, Malaysia
BookMark eNpNkD1PwzAQhi1UJNrCD0BisMSc4o84dsZSFSi0MNBKbJbjnFGqNAl2MvTfk9AOTHfS-7x30jNBo6quAKFbSmaUkvTh9XP5PmOEiRkXPFaEXKAxFUJFVMZqNOycRDGXX1doEsKeEJpKIcdoPQ8BQjhA1eLa4V3TgMePdX7Eb0UFB9MWFu9CUX3jTVe2RVMCXlXg28KUeAMmdB7-uruqaMM1unSmDHBznlO0fVpuFy_R-uN5tZivI8ti1UbS2ZwnIHkWS-ZowkFlNnMsTZLcGJJaZxRxjipLjeW5FY71SUa5dMoSwqfo_nS28fVPB6HV-7rzVf9RcyolY0QI2lP0RFlfh-DB6cYXB-OPmhI9ONODMz0402dnfefu1CkA4B-vZB8q_guFA2q2
CODEN ISJEAZ
Cites_doi 10.3390/math11040970
10.1109/ICUAS.2018.8453465
10.3390/s23146489
10.3390/s19102372
10.3390/s22051722
10.3390/s19081781
10.3390/s21186318
10.3390/electronics11111741
10.1186/s13102-019-0116-x
10.1016/j.conengprac.2023.105774
10.1109/SCOReD57082.2022.9974096
10.1109/EHB55594.2022.9991526
10.3390/ijms21207609
10.1109/BIBE55377.2022.00035
10.3390/aerospace8090236
10.3390/s22134684
10.1177/1550147716665520
10.1007/978-981-97-0142-1_34
10.1109/TIM.2023.3237821
10.3390/app11083543
10.1109/nbec58134.2023.10352623
10.1109/CONFLUENCE.2016.7508177
10.3390/s21165589
10.1109/scored57082.2022.9974023
10.1109/JSEN.2020.3022326
10.1109/JSEN.2022.3225931
10.1007/s12541-017-0202-5
10.3390/s22197605
10.1142/S0219519417500993
10.1111/sms.13851
10.1109/TIM.2019.2945467
10.1109/TASE.2018.2888908
10.1080/17461391.2018.1463397
10.1016/j.jbiomech.2006.02.001
10.3390/s19091988
10.1109/ISQED48828.2020.9137026
10.3390/s18030719
10.1109/JSEN.2021.3101295
10.1109/iconspace53224.2021.9768699
10.1155/2021/9674015
10.3390/s22030863
10.17576/jkukm-2023-35(3)-05
10.1038/s41467-020-17807-z
10.1016/j.ast.2017.07.011
10.3389/fmedt.2022.901331
ContentType Journal Article
Copyright Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2025
Copyright_xml – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2025
DBID 97E
RIA
RIE
AAYXX
CITATION
7SP
7U5
8FD
L7M
DOI 10.1109/JSEN.2025.3534800
DatabaseName IEEE All-Society Periodicals Package (ASPP) 2005-present
IEEE All-Society Periodicals Package (ASPP) 1998-Present
IEEE Electronic Library (IEL)
CrossRef
Electronics & Communications Abstracts
Solid State and Superconductivity Abstracts
Technology Research Database
Advanced Technologies Database with Aerospace
DatabaseTitle CrossRef
Solid State and Superconductivity Abstracts
Technology Research Database
Advanced Technologies Database with Aerospace
Electronics & Communications Abstracts
DatabaseTitleList
Solid State and Superconductivity Abstracts
Database_xml – sequence: 1
  dbid: RIE
  name: IEEE Electronic Library (IEL)
  url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Geography
Engineering
EISSN 1558-1748
EndPage 9477
ExternalDocumentID 10_1109_JSEN_2025_3534800
10870038
Genre orig-research
GrantInformation_xml – fundername: Ministry of Higher Education through Fundamental Research Grant Scheme
  grantid: FRGS/1/2023/TK07/UKM/02/12
GroupedDBID -~X
0R~
29I
4.4
5GY
6IK
97E
AAJGR
AARMG
AASAJ
AAWTH
ABAZT
ABQJQ
ABVLG
ACGFO
ACGFS
ACIWK
AENEX
AGQYO
AHBIQ
AJQPL
AKJIK
AKQYR
ALMA_UNASSIGNED_HOLDINGS
ATWAV
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
CS3
EBS
F5P
HZ~
IFIPE
IPLJI
JAVBF
LAI
M43
O9-
OCL
P2P
RIA
RIE
RNS
TWZ
AAYXX
CITATION
7SP
7U5
8FD
L7M
ID FETCH-LOGICAL-c248t-7fcd36e73b472f163e8bcbf2966daa09cfa80ff18c1ac3dc5f266db137f8c003
IEDL.DBID RIE
ISSN 1530-437X
IngestDate Mon Jun 30 10:19:08 EDT 2025
Tue Jul 01 05:20:26 EDT 2025
Wed Aug 27 01:42:13 EDT 2025
IsPeerReviewed true
IsScholarly true
Issue 6
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-c248t-7fcd36e73b472f163e8bcbf2966daa09cfa80ff18c1ac3dc5f266db137f8c003
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0009-0003-9613-5830
0000-0003-2976-8825
0000-0002-8776-5502
0000-0003-0305-0911
PQID 3177220551
PQPubID 75733
PageCount 11
ParticipantIDs crossref_primary_10_1109_JSEN_2025_3534800
ieee_primary_10870038
proquest_journals_3177220551
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2025-03-15
PublicationDateYYYYMMDD 2025-03-15
PublicationDate_xml – month: 03
  year: 2025
  text: 2025-03-15
  day: 15
PublicationDecade 2020
PublicationPlace New York
PublicationPlace_xml – name: New York
PublicationTitle IEEE sensors journal
PublicationTitleAbbrev JSEN
PublicationYear 2025
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 ref13
ref15
ref14
ref11
ref10
ref17
ref16
ref19
ref18
Hii (ref12) 2024; 36
ref45
ref48
ref47
ref42
ref41
ref44
ref43
ref49
ref8
ref7
ref9
ref4
ref3
ref6
ref5
ref40
Chen (ref46) 2022; 4
ref35
ref37
ref36
ref31
ref30
ref33
ref32
ref2
ref1
ref39
ref38
ref24
Glowiński (ref50) 2019; 21
ref23
ref26
ref20
ref22
ref21
Madgwick (ref25)
ref28
Komarizadehasl (ref34)
ref27
ref29
References_xml – ident: ref29
  doi: 10.3390/math11040970
– ident: ref27
  doi: 10.1109/ICUAS.2018.8453465
– ident: ref31
  doi: 10.3390/s23146489
– volume: 4
  start-page: 1
  year: 2022
  ident: ref46
  article-title: Upper limbs extension and flexion angles calculation and visualization using two wearable inertial measurement units
  publication-title: Int. J. Robot., Automat. Sci.
– ident: ref20
  doi: 10.3390/s19102372
– ident: ref30
  doi: 10.3390/s22051722
– ident: ref19
  doi: 10.3390/s19081781
– ident: ref26
  doi: 10.3390/s21186318
– ident: ref17
  doi: 10.3390/electronics11111741
– ident: ref35
  doi: 10.1186/s13102-019-0116-x
– ident: ref41
  doi: 10.1016/j.conengprac.2023.105774
– ident: ref8
  doi: 10.1109/SCOReD57082.2022.9974096
– ident: ref44
  doi: 10.1109/EHB55594.2022.9991526
– ident: ref36
  doi: 10.3390/ijms21207609
– ident: ref45
  doi: 10.1109/BIBE55377.2022.00035
– ident: ref22
  doi: 10.3390/aerospace8090236
– ident: ref40
  doi: 10.3390/s22134684
– ident: ref11
  doi: 10.1177/1550147716665520
– ident: ref6
  doi: 10.1007/978-981-97-0142-1_34
– ident: ref43
  doi: 10.1109/TIM.2023.3237821
– ident: ref28
  doi: 10.3390/app11083543
– ident: ref3
  doi: 10.1109/nbec58134.2023.10352623
– ident: ref13
  doi: 10.1109/CONFLUENCE.2016.7508177
– start-page: 1
  volume-title: Proc. Int. Conf. Recent Trends Geotech. Geo-Environmental Eng. Educ.
  ident: ref34
  article-title: Evaluation of low-cost angular measuring sensors
– volume: 36
  start-page: 1561
  issue: 4
  year: 2024
  ident: ref12
  article-title: Penilaian spatial dan temporal gaya berjalan dalam satah hadapan menggunakan MediaPipe pose
  publication-title: Jurnal Kejuruteraan
– start-page: 1
  volume-title: Proc. IEEE Int. Conf. Rehabil. Robot.
  ident: ref25
  article-title: Estimation of IMU and MARG orientation using a gradient descent algorithm
– ident: ref18
  doi: 10.3390/s21165589
– volume: 21
  start-page: 45
  issue: 1
  year: 2019
  ident: ref50
  article-title: An exoskeleton arm optimal configuration determination using inverse kinematics and genetic algorithm
  publication-title: Acta Bioeng. Biomech.
– ident: ref5
  doi: 10.1109/scored57082.2022.9974023
– ident: ref16
  doi: 10.1109/JSEN.2020.3022326
– ident: ref42
  doi: 10.1109/JSEN.2022.3225931
– ident: ref49
  doi: 10.1007/s12541-017-0202-5
– ident: ref39
  doi: 10.3390/s22197605
– ident: ref37
  doi: 10.1142/S0219519417500993
– ident: ref33
  doi: 10.1111/sms.13851
– ident: ref14
  doi: 10.1109/TIM.2019.2945467
– ident: ref21
  doi: 10.1109/TASE.2018.2888908
– ident: ref9
  doi: 10.1080/17461391.2018.1463397
– ident: ref38
  doi: 10.1016/j.jbiomech.2006.02.001
– ident: ref15
  doi: 10.3390/s19091988
– ident: ref48
  doi: 10.1109/ISQED48828.2020.9137026
– ident: ref32
  doi: 10.3390/s18030719
– ident: ref47
  doi: 10.1109/JSEN.2021.3101295
– ident: ref1
  doi: 10.1109/iconspace53224.2021.9768699
– ident: ref23
  doi: 10.1155/2021/9674015
– ident: ref2
  doi: 10.3390/s22030863
– ident: ref10
  doi: 10.17576/jkukm-2023-35(3)-05
– ident: ref7
  doi: 10.1038/s41467-020-17807-z
– ident: ref24
  doi: 10.1016/j.ast.2017.07.011
– ident: ref4
  doi: 10.3389/fmedt.2022.901331
SSID ssj0019757
Score 2.4223142
Snippet The use of a universal goniometer or expensive laboratory kinematic analysis equipment has traditionally served as the gold standard to quantify human body...
SourceID proquest
crossref
ieee
SourceType Aggregation Database
Index Database
Publisher
StartPage 9467
SubjectTerms Atmospheric measurements
Cameras
Costs
Elbow (anatomy)
Electrogoniometer (EG)
Graphical user interface
graphical user interface (GUI)
Graphical user interfaces
Gyroscopes
Human body
inertial measurement unit (IMU)
Inertial navigation
Inertial platforms
joint angle
Joints (anatomy)
Kinematics
Magnetometers
Measurement units
Particle measurements
Sensors
Wrist
Title Assessment of Upper Body Kinematic Using Multiple Inertial Measurement Units
URI https://ieeexplore.ieee.org/document/10870038
https://www.proquest.com/docview/3177220551
Volume 25
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV07T8MwED7RLsDAoxRRKMgDE1JCEie1MxZEVQrtQit1i2LHFhJSUvUxlF_P2UlLBUJi8xA7zp0v95393RngFl2ap3wdOghWNQYooeekPNZo7jpIqRQUG4ZtMer0J-FgGk2rZHWbC6OUsuQz5ZqmPcvPCrkyW2Vo4bi6PMprUMPIrUzW2h4ZxMyW9UQL9pyQsml1hOl78f3g7WmEoWAQuTSiITfZbDtOyN6q8utXbP1L7xhGm5mVtJIPd7UUrvz8UbTx31M_gaMKaZJuuTROYU_lDTjcqT_YgP3qCvT39Rm8drc1OkmhyWQ2U3PyUGRr8oIdbGFXYvkFZFhxEMlzbkjZ-I7h90YjMSB20YRx72n82HeqqxYcGYR86TAtM9pRjIqQBRoxmuJCCh1gMJSlqRdLnXJPa59LP5U0k5FGx54JnzLNJX7XOdTzIlcXQCIVqTTVSrLM0FMVej8uuM4Q6iHSFHEL7jaiT2ZlQY3EBiJenBg9JUZPSaWnFjSNKHceLKXYgvZGW0llc4sEkRAzacORf_lHtys4MKMbCpkftaG-nK_UNWKKpbixa-kLmrHIaQ
linkProvider IEEE
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV07T8MwED5BGQoDj1JEoYAHJqSUJI4bZyyoVd8LrdQtih1bSEht1cdQfj1nJy0VCInNQyw7Pp_vO993Z4BHNGmu8nTgIFjV6KAErpPwSKO6az-hUlBsGLbFsN4eB90Jm-TJ6jYXRillyWeqZpo2lp_O5NpclaGG4-5yKT-EIzT8zMvStXZBgyi0hT1Rh10noOEkD2J6bvTcfWsO0Rn0WY0yGnCTz7Znhuy7Kr8OY2thWmcw3M4tI5Z81NYrUZOfP8o2_nvy53CaY03SyDbHBRyoaQlO9ioQlqCYP4L-vrmEfmNXpZPMNBnP52pBXmbphvSwgy3tSizDgAxyFiLpTA0tG8cYfF81EgNjl2UYtZqj17aTP7bgSD_gKyfUMqV1FVIRhL5GlKa4kEL76A6lSeJGUifc1drj0kskTSXTaNpT4dFQc4n_dQWF6WyqroEwxVSSaCXD1BBUFdo_LrhOEewh1hRRBZ62Sx_Ps5IasXVF3Cg2coqNnOJcThUom6Xc-zBbxQpUt9KKc61bxoiFQpM4zLybP7o9QLE9GvTjfmfYu4VjM5IhlHmsCoXVYq3uEGGsxL3dV187NMuy
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=Assessment+of+Upper+Body+Kinematic+Using+Multiple+Inertial+Measurement+Units&rft.jtitle=IEEE+sensors+journal&rft.au=Rahman%2C+Md.+Mahmudur&rft.au=Gan%2C+Kok+Beng&rft.au=Woon%2C+You+Huay&rft.au=Aziz%2C+Noor+Azah+Abd&rft.date=2025-03-15&rft.pub=IEEE&rft.issn=1530-437X&rft.volume=25&rft.issue=6&rft.spage=9467&rft.epage=9477&rft_id=info:doi/10.1109%2FJSEN.2025.3534800&rft.externalDocID=10870038
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1530-437X&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1530-437X&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1530-437X&client=summon