Three-Dimensional Lower-Limb Kinematics from Accelerometers and Gyroscopes with Simple and Minimal Functional Calibration Tasks: Validation on Asymptomatic Participants
The use of inertial measurement units (IMUs) to compute gait outputs, such as the 3D lower-limb kinematics is of huge potential, but no consensus on the procedures and algorithms exists. This study aimed at evaluating the validity of a 7-IMUs system against the optoelectronic system. Ten asymptomati...
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Published in | Sensors (Basel, Switzerland) Vol. 22; no. 15; p. 5657 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
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MDPI AG
28.07.2022
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Online Access | Get full text |
ISSN | 1424-8220 1424-8220 |
DOI | 10.3390/s22155657 |
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Abstract | The use of inertial measurement units (IMUs) to compute gait outputs, such as the 3D lower-limb kinematics is of huge potential, but no consensus on the procedures and algorithms exists. This study aimed at evaluating the validity of a 7-IMUs system against the optoelectronic system. Ten asymptomatic subjects were included. They wore IMUs on their feet, shanks, thighs and pelvis. The IMUs were embedded in clusters with reflective markers. Reference kinematics was computed from anatomical markers. Gait kinematics was obtained from accelerometer and gyroscope data after sensor orientation estimation and sensor-to-segment (S2S) calibration steps. The S2S calibration steps were also applied to the cluster data. IMU-based and cluster-based kinematics were compared to the reference through root mean square errors (RMSEs), centered RMSEs (after mean removal), correlation coefficients (CCs) and differences in amplitude. The mean RMSE and centered RMSE were, respectively, 7.5° and 4.0° for IMU-kinematics, and 7.9° and 3.8° for cluster-kinematics. Very good CCs were found in the sagittal plane for both IMUs and cluster-based kinematics at the hip, knee and ankle levels (CCs > 0.85). The overall mean amplitude difference was about 7°. These results reflected good accordance in our system with the reference, especially in the sagittal plane, but the presence of offsets requires caution for clinical use. |
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AbstractList | The use of inertial measurement units (IMUs) to compute gait outputs, such as the 3D lower-limb kinematics is of huge potential, but no consensus on the procedures and algorithms exists. This study aimed at evaluating the validity of a 7-IMUs system against the optoelectronic system. Ten asymptomatic subjects were included. They wore IMUs on their feet, shanks, thighs and pelvis. The IMUs were embedded in clusters with reflective markers. Reference kinematics was computed from anatomical markers. Gait kinematics was obtained from accelerometer and gyroscope data after sensor orientation estimation and sensor-to-segment (S2S) calibration steps. The S2S calibration steps were also applied to the cluster data. IMU-based and cluster-based kinematics were compared to the reference through root mean square errors (RMSEs), centered RMSEs (after mean removal), correlation coefficients (CCs) and differences in amplitude. The mean RMSE and centered RMSE were, respectively, 7.5° and 4.0° for IMU-kinematics, and 7.9° and 3.8° for cluster-kinematics. Very good CCs were found in the sagittal plane for both IMUs and cluster-based kinematics at the hip, knee and ankle levels (CCs > 0.85). The overall mean amplitude difference was about 7°. These results reflected good accordance in our system with the reference, especially in the sagittal plane, but the presence of offsets requires caution for clinical use. The use of inertial measurement units (IMUs) to compute gait outputs, such as the 3D lower-limb kinematics is of huge potential, but no consensus on the procedures and algorithms exists. This study aimed at evaluating the validity of a 7-IMUs system against the optoelectronic system. Ten asymptomatic subjects were included. They wore IMUs on their feet, shanks, thighs and pelvis. The IMUs were embedded in clusters with reflective markers. Reference kinematics was computed from anatomical markers. Gait kinematics was obtained from accelerometer and gyroscope data after sensor orientation estimation and sensor-to-segment (S2S) calibration steps. The S2S calibration steps were also applied to the cluster data. IMU-based and cluster-based kinematics were compared to the reference through root mean square errors (RMSEs), centered RMSEs (after mean removal), correlation coefficients (CCs) and differences in amplitude. The mean RMSE and centered RMSE were, respectively, 7.5° and 4.0° for IMU-kinematics, and 7.9° and 3.8° for cluster-kinematics. Very good CCs were found in the sagittal plane for both IMUs and cluster-based kinematics at the hip, knee and ankle levels (CCs > 0.85). The overall mean amplitude difference was about 7°. These results reflected good accordance in our system with the reference, especially in the sagittal plane, but the presence of offsets requires caution for clinical use.The use of inertial measurement units (IMUs) to compute gait outputs, such as the 3D lower-limb kinematics is of huge potential, but no consensus on the procedures and algorithms exists. This study aimed at evaluating the validity of a 7-IMUs system against the optoelectronic system. Ten asymptomatic subjects were included. They wore IMUs on their feet, shanks, thighs and pelvis. The IMUs were embedded in clusters with reflective markers. Reference kinematics was computed from anatomical markers. Gait kinematics was obtained from accelerometer and gyroscope data after sensor orientation estimation and sensor-to-segment (S2S) calibration steps. The S2S calibration steps were also applied to the cluster data. IMU-based and cluster-based kinematics were compared to the reference through root mean square errors (RMSEs), centered RMSEs (after mean removal), correlation coefficients (CCs) and differences in amplitude. The mean RMSE and centered RMSE were, respectively, 7.5° and 4.0° for IMU-kinematics, and 7.9° and 3.8° for cluster-kinematics. Very good CCs were found in the sagittal plane for both IMUs and cluster-based kinematics at the hip, knee and ankle levels (CCs > 0.85). The overall mean amplitude difference was about 7°. These results reflected good accordance in our system with the reference, especially in the sagittal plane, but the presence of offsets requires caution for clinical use. |
Author | Payen, Gabriel Carcreff, Lena Grouvel, Gautier Massé, Fabien Armand, Stéphane |
AuthorAffiliation | 2 Nantes Université, Movement-Interactions-Performance, MIP, UR4334, F-44000 Nantes, France 3 Gait Up SA, 1020 Renens, Switzerland; gabriel.payen@gaitup.com (G.P.); fabien.masse@gaitup.com (F.M.) 1 Kinesiology Laboratory, Geneva University Hospitals, University of Geneva, 1205 Geneva, Switzerland; gautier.grouvel@unige.ch (G.G.); stephane.armand@hcuge.ch (S.A.) |
AuthorAffiliation_xml | – name: 1 Kinesiology Laboratory, Geneva University Hospitals, University of Geneva, 1205 Geneva, Switzerland; gautier.grouvel@unige.ch (G.G.); stephane.armand@hcuge.ch (S.A.) – name: 2 Nantes Université, Movement-Interactions-Performance, MIP, UR4334, F-44000 Nantes, France – name: 3 Gait Up SA, 1020 Renens, Switzerland; gabriel.payen@gaitup.com (G.P.); fabien.masse@gaitup.com (F.M.) |
Author_xml | – sequence: 1 givenname: Lena orcidid: 0000-0003-0086-4944 surname: Carcreff fullname: Carcreff, Lena – sequence: 2 givenname: Gabriel surname: Payen fullname: Payen, Gabriel – sequence: 3 givenname: Gautier orcidid: 0000-0002-2797-7677 surname: Grouvel fullname: Grouvel, Gautier – sequence: 4 givenname: Fabien surname: Massé fullname: Massé, Fabien – sequence: 5 givenname: Stéphane orcidid: 0000-0001-9144-4982 surname: Armand fullname: Armand, Stéphane |
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Cites_doi | 10.1016/j.measurement.2014.03.004 10.3390/s20030715 10.1109/IEMBS.2008.4650232 10.1109/JSEN.2016.2515101 10.1109/TBME.2012.2216263 10.1016/j.gaitpost.2006.12.018 10.3390/s22072544 10.3390/s18030719 10.1016/j.gaitpost.2007.07.007 10.3390/s22114237 10.1186/s12984-018-0419-2 10.3390/s20113322 10.1109/JSEN.2019.2939981 10.5535/arm.2018.42.6.872 10.1016/j.gaitpost.2020.01.029 10.3390/s130709321 10.3390/s18071980 10.1016/j.jbiomech.2009.06.025 10.1016/j.gaitpost.2008.09.003 10.1016/j.gaitpost.2019.04.015 10.1080/10255842.2020.1714227 10.1111/dmcn.12892 10.1016/j.jbmt.2020.06.008 10.1016/j.gaitpost.2017.10.016 10.1186/s12984-022-01001-x 10.3390/s19071555 10.1109/ICORR.2011.5975346 10.1088/0967-3334/34/8/N63 10.1016/j.gaitpost.2011.05.019 10.1371/journal.pone.0152616 10.1016/j.jbiomech.2019.07.022 10.3390/s20123338 10.1302/2058-5241.1.000052 10.1186/s12984-020-00685-3 10.1016/j.inffus.2020.10.018 10.1016/j.jbiomech.2020.109832 10.1109/JSEN.2020.2983695 10.1016/j.gaitpost.2008.04.003 10.1016/j.gaitpost.2014.03.189 10.1109/TBME.2016.2523512 10.1186/1743-0003-3-4 10.1101/2021.09.27.461967 10.3390/s20092660 10.1109/ICSENS.2018.8589825 10.3389/fbioe.2021.721900 10.1016/j.jbiomech.2017.03.015 10.3390/s20216116 10.1016/0268-0033(95)91394-T |
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Keywords | lower limbs gait kinematics tridimensional kinematics clinical gait analysis inertial measurement units Inertial measurement units Tridimensional kinematics Clinical gait analysis Gait kinematics |
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References | Armand (ref_11) 2016; 1 Zeni (ref_17) 2008; 27 Ligorio (ref_35) 2020; 20 ref_12 Sangeux (ref_50) 2011; 34 Favre (ref_9) 2009; 42 Shull (ref_40) 2014; 40 Scalera (ref_14) 2021; 9 ref_18 ref_16 Huang (ref_41) 2016; 63 Palermo (ref_26) 2014; 52 Cho (ref_32) 2018; 42 McGinley (ref_47) 2009; 29 Vitali (ref_4) 2020; 106 Picerno (ref_10) 2008; 28 Tadano (ref_31) 2013; 13 Kobsar (ref_7) 2020; 17 Nuesch (ref_21) 2017; 57 ref_22 ref_20 ref_28 Nieuwenhuys (ref_46) 2016; 58 Nazarahari (ref_2) 2020; 68 Lebel (ref_23) 2018; 59 Nazarahari (ref_29) 2019; 19 Cappozzo (ref_48) 1995; 10 Dorschky (ref_27) 2019; 95 ref_36 ref_34 ref_33 ref_30 Li (ref_25) 2016; 16 ref_39 Zhang (ref_13) 2013; 34 Karatsidis (ref_42) 2018; 15 Mariani (ref_19) 2012; 59 Pacher (ref_38) 2019; 22 Leardini (ref_49) 2007; 26 Ibarra (ref_3) 2022; 19 Parent (ref_24) 2020; 77 ref_45 ref_44 ref_43 Berner (ref_37) 2020; 24 ref_1 Leboeuf (ref_15) 2019; 69 ref_5 Baker (ref_8) 2006; 3 ref_6 |
References_xml | – volume: 52 start-page: 145 year: 2014 ident: ref_26 article-title: Experimental Evaluation of Accuracy and Repeatability of a Novel Body-to-Sensor Calibration Procedure for Inertial Sensor-Based Gait Analysis publication-title: Meas. J. Int. Meas. Confed. doi: 10.1016/j.measurement.2014.03.004 – ident: ref_28 doi: 10.3390/s20030715 – ident: ref_12 doi: 10.1109/IEMBS.2008.4650232 – volume: 16 start-page: 2627 year: 2016 ident: ref_25 article-title: The Lower Limbs Kinematics Analysis by Wearable Sensor Shoes publication-title: IEEE Sens. J. doi: 10.1109/JSEN.2016.2515101 – volume: 59 start-page: 3162 year: 2012 ident: ref_19 article-title: Heel and Toe Clearance Estimation for Gait Analysis Using Wireless Inertial Sensors publication-title: IEEE Trans. Biomed. Eng. doi: 10.1109/TBME.2012.2216263 – volume: 26 start-page: 560 year: 2007 ident: ref_49 article-title: A New Anatomically Based Protocol for Gait Analysis in Children publication-title: Gait Posture doi: 10.1016/j.gaitpost.2006.12.018 – ident: ref_34 doi: 10.3390/s22072544 – ident: ref_39 doi: 10.3390/s18030719 – volume: 27 start-page: 710 year: 2008 ident: ref_17 article-title: Two Simple Methods for Determining Gait Events during Treadmill and Overground Walking Using Kinematic Data publication-title: Gait Posture doi: 10.1016/j.gaitpost.2007.07.007 – ident: ref_43 doi: 10.3390/s22114237 – volume: 15 start-page: 78 year: 2018 ident: ref_42 article-title: Validation of Wearable Visual Feedback for Retraining Foot Progression Angle Using Inertial Sensors and an Augmented Reality Headset publication-title: J. Neuroeng. Rehabil. doi: 10.1186/s12984-018-0419-2 – ident: ref_5 doi: 10.3390/s20113322 – volume: 19 start-page: 12465 year: 2019 ident: ref_29 article-title: Semi-Automatic Sensor-to-Body Calibration of Inertial Sensors on Lower Limb Using Gait Recording publication-title: IEEE Sens. J. doi: 10.1109/JSEN.2019.2939981 – volume: 42 start-page: 872 year: 2018 ident: ref_32 article-title: Evaluation of Validity and Reliability of Inertial Measurement Unit-Based Gait Analysis Systems publication-title: Ann. Rehabil. Med. doi: 10.5535/arm.2018.42.6.872 – volume: 77 start-page: 132 year: 2020 ident: ref_24 article-title: Inertial Motion Capture Validation of 3D Knee Kinematics at Various Gait Speed on the Treadmill with a Double-Pose Calibration publication-title: Gait Posture doi: 10.1016/j.gaitpost.2020.01.029 – volume: 13 start-page: 9321 year: 2013 ident: ref_31 article-title: Three Dimensional Gait Analysis Using Wearable Acceleration and Gyro Sensors Based on Quaternion Calculations publication-title: Sensors doi: 10.3390/s130709321 – ident: ref_30 doi: 10.3390/s18071980 – volume: 42 start-page: 2330 year: 2009 ident: ref_9 article-title: Functional Calibration Procedure for 3D Knee Joint Angle Description Using Inertial Sensors publication-title: J. Biomech. doi: 10.1016/j.jbiomech.2009.06.025 – volume: 29 start-page: 360 year: 2009 ident: ref_47 article-title: The Reliability of Three-Dimensional Kinematic Gait Measurements: A Systematic Review publication-title: Gait Posture doi: 10.1016/j.gaitpost.2008.09.003 – volume: 69 start-page: 235 year: 2019 ident: ref_15 article-title: The Conventional Gait Model, an Open-Source Implementation That Reproduces the Past but Prepares for the Future publication-title: Gait Posture doi: 10.1016/j.gaitpost.2019.04.015 – volume: 22 start-page: S166 year: 2019 ident: ref_38 article-title: Pelvis and Hip Calibration Methods for Movement Analysis with Inertial Sensors publication-title: Comput. Methods Biomech. Biomed. Eng. doi: 10.1080/10255842.2020.1714227 – volume: 58 start-page: 306 year: 2016 ident: ref_46 article-title: Identification of Joint Patterns during Gait in Children with Cerebral Palsy: A Delphi Consensus Study publication-title: Dev. Med. Child Neurol. doi: 10.1111/dmcn.12892 – volume: 24 start-page: 251 year: 2020 ident: ref_37 article-title: Concurrent Validity and Within-Session Reliability of Gait Kinematics Measured Using an Inertial Motion Capture System with Repeated Calibration publication-title: J. Bodyw. Mov. Ther. doi: 10.1016/j.jbmt.2020.06.008 – volume: 59 start-page: 199 year: 2018 ident: ref_23 article-title: Camera Pose Estimation to Improve Accuracy and Reliability of Joint Angles Assessed with Attitude and Heading Reference Systems publication-title: Gait Posture doi: 10.1016/j.gaitpost.2017.10.016 – volume: 19 start-page: 22 year: 2022 ident: ref_3 article-title: OpenSense: An Open-Source Toolbox for Inertial-Measurement-Unit-Based Measurement of Lower Extremity Kinematics over Long Durations publication-title: J. NeuroEngineering Rehabil. doi: 10.1186/s12984-022-01001-x – ident: ref_6 doi: 10.3390/s19071555 – ident: ref_18 doi: 10.1109/ICORR.2011.5975346 – volume: 34 start-page: N63 year: 2013 ident: ref_13 article-title: Concurrent Validation of Xsens MVN Measurement of Lower Limb Joint Angular Kinematics publication-title: Physiol. Meas. doi: 10.1088/0967-3334/34/8/N63 – ident: ref_20 – volume: 34 start-page: 324 year: 2011 ident: ref_50 article-title: Hip Joint Centre Localization: Evaluation on Normal Subjects in the Context of Gait Analysis publication-title: Gait Posture doi: 10.1016/j.gaitpost.2011.05.019 – ident: ref_16 doi: 10.1371/journal.pone.0152616 – volume: 95 start-page: 109278 year: 2019 ident: ref_27 article-title: Estimation of Gait Kinematics and Kinetics from Inertial Sensor Data Using Optimal Control of Musculoskeletal Models publication-title: J. Biomech. doi: 10.1016/j.jbiomech.2019.07.022 – ident: ref_36 doi: 10.3390/s20123338 – volume: 1 start-page: 448 year: 2016 ident: ref_11 article-title: Gait Analysis in Children with Cerebral Palsy publication-title: EFORT Open Rev. doi: 10.1302/2058-5241.1.000052 – volume: 17 start-page: 62 year: 2020 ident: ref_7 article-title: Validity and Reliability of Wearable Inertial Sensors in Healthy Adult Walking: A Systematic Review and Meta-Analysis publication-title: J. Neuroeng. Rehabil. doi: 10.1186/s12984-020-00685-3 – volume: 68 start-page: 67 year: 2020 ident: ref_2 article-title: 40 Years of Sensor Fusion for Orientation Tracking via Magnetic and Inertial Measurement Units: Methods, Lessons Learned, and Future Challenges publication-title: Inf. Fusion doi: 10.1016/j.inffus.2020.10.018 – volume: 106 start-page: 109832 year: 2020 ident: ref_4 article-title: Determining Anatomical Frames via Inertial Motion Capture: A Survey of Methods publication-title: J. Biomech. doi: 10.1016/j.jbiomech.2020.109832 – volume: 20 start-page: 8844 year: 2020 ident: ref_35 article-title: A Wearable Magnetometer-Free Motion Capture System: Innovative Solutions for Real-World Applications publication-title: IEEE Sens. J. doi: 10.1109/JSEN.2020.2983695 – volume: 28 start-page: 588 year: 2008 ident: ref_10 article-title: Joint Kinematics Estimate Using Wearable Inertial and Magnetic Sensing Modules publication-title: Gait Posture doi: 10.1016/j.gaitpost.2008.04.003 – volume: 40 start-page: 11 year: 2014 ident: ref_40 article-title: Quantified Self and Human Movement: A Review on the Clinical Impact of Wearable Sensing and Feedback for Gait Analysis and Intervention publication-title: Gait Posture doi: 10.1016/j.gaitpost.2014.03.189 – volume: 63 start-page: 2278 year: 2016 ident: ref_41 article-title: Novel Foot Progression Angle Algorithm Estimation via Foot-Worn, Magneto-Inertial Sensing publication-title: IEEE Trans. Biomed. Eng. doi: 10.1109/TBME.2016.2523512 – volume: 3 start-page: 4 year: 2006 ident: ref_8 article-title: Gait Analysis Methods in Rehabilitation publication-title: J. Neuroeng. Rehabil. doi: 10.1186/1743-0003-3-4 – ident: ref_44 doi: 10.1101/2021.09.27.461967 – ident: ref_1 doi: 10.3390/s20092660 – ident: ref_33 doi: 10.1109/ICSENS.2018.8589825 – volume: 9 start-page: 721900 year: 2021 ident: ref_14 article-title: Assessment of Stability of MIMU Probes to Skin-Marker-Based Anatomical Reference Frames During Locomotion Tasks: Effect of Different Locations on the Lower Limb publication-title: Front. Bioeng. Biotechnol. doi: 10.3389/fbioe.2021.721900 – volume: 57 start-page: 32 year: 2017 ident: ref_21 article-title: Measuring Joint Kinematics of Treadmill Walking and Running: Comparison Be- Tween an Inertial Sensor Based System and a Camera-Based System publication-title: J. Biomech. doi: 10.1016/j.jbiomech.2017.03.015 – ident: ref_22 – ident: ref_45 doi: 10.3390/s20216116 – volume: 10 start-page: 171 year: 1995 ident: ref_48 article-title: Position and Orientation in Space of Bones during Movement: Anatomical Frame Definition and Determination publication-title: Clin. Biomech. doi: 10.1016/0268-0033(95)91394-T |
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SubjectTerms | Accelerometers Accelerometry Ankle Asymptomatic Biomechanical Phenomena Calibration clinical gait analysis Data processing Gait gait kinematics Human health and pathology Humans inertial measurement units Kinematics Laboratories Life Sciences Lower Extremity lower limbs Methods Sensors Software tridimensional kinematics Validity |
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Title | Three-Dimensional Lower-Limb Kinematics from Accelerometers and Gyroscopes with Simple and Minimal Functional Calibration Tasks: Validation on Asymptomatic Participants |
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