Cargando…

Drift-Free Foot Orientation Estimation in Running Using Wearable IMU

This study aimed to introduce and validate a new method to estimate and correct the orientation drift measured from foot-worn inertial sensors. A modified strap-down integration (MSDI) was proposed to decrease the orientation drift, which, in turn, was further compensated by estimation of the joint...

Descripción completa

Detalles Bibliográficos
Autores principales: Falbriard, Mathieu, Meyer, Frédéric, Mariani, Benoît, Millet, Grégoire P., Aminian, Kamiar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7031162/
https://www.ncbi.nlm.nih.gov/pubmed/32117943
http://dx.doi.org/10.3389/fbioe.2020.00065
_version_ 1783499316234551296
author Falbriard, Mathieu
Meyer, Frédéric
Mariani, Benoît
Millet, Grégoire P.
Aminian, Kamiar
author_facet Falbriard, Mathieu
Meyer, Frédéric
Mariani, Benoît
Millet, Grégoire P.
Aminian, Kamiar
author_sort Falbriard, Mathieu
collection PubMed
description This study aimed to introduce and validate a new method to estimate and correct the orientation drift measured from foot-worn inertial sensors. A modified strap-down integration (MSDI) was proposed to decrease the orientation drift, which, in turn, was further compensated by estimation of the joint center acceleration (JCA) of a two-segment model of the foot. This method was designed to fit the different foot strike patterns observed in running and was validated against an optical motion-tracking system during level treadmill running at 8, 12, and 16 km/h. The sagittal and frontal plane angles obtained from the inertial sensors and the motion tracking system were compared at different moments of the ground contact phase. The results obtained from 26 runners showed that the foot orientation at mean stance was estimated with an accuracy (inter-trial median ± IQR) of 0.4 ± 3.8° and a precision (inter-trial precision median ± IQR) of 3.0 ± 1.8°. The orientation of the foot shortly before initial contact (IC) was estimated with an accuracy of 2.0 ± 5.9° and a precision of 1.6 ± 1.1°; which is more accurate than commonly used zero-velocity update methods derived from gait analysis and not explicitly designed for running. Finally, the study presented the effect initial and terminal contact (TC) detection errors have on the orientation parameters reported.
format Online
Article
Text
id pubmed-7031162
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-70311622020-02-28 Drift-Free Foot Orientation Estimation in Running Using Wearable IMU Falbriard, Mathieu Meyer, Frédéric Mariani, Benoît Millet, Grégoire P. Aminian, Kamiar Front Bioeng Biotechnol Bioengineering and Biotechnology This study aimed to introduce and validate a new method to estimate and correct the orientation drift measured from foot-worn inertial sensors. A modified strap-down integration (MSDI) was proposed to decrease the orientation drift, which, in turn, was further compensated by estimation of the joint center acceleration (JCA) of a two-segment model of the foot. This method was designed to fit the different foot strike patterns observed in running and was validated against an optical motion-tracking system during level treadmill running at 8, 12, and 16 km/h. The sagittal and frontal plane angles obtained from the inertial sensors and the motion tracking system were compared at different moments of the ground contact phase. The results obtained from 26 runners showed that the foot orientation at mean stance was estimated with an accuracy (inter-trial median ± IQR) of 0.4 ± 3.8° and a precision (inter-trial precision median ± IQR) of 3.0 ± 1.8°. The orientation of the foot shortly before initial contact (IC) was estimated with an accuracy of 2.0 ± 5.9° and a precision of 1.6 ± 1.1°; which is more accurate than commonly used zero-velocity update methods derived from gait analysis and not explicitly designed for running. Finally, the study presented the effect initial and terminal contact (TC) detection errors have on the orientation parameters reported. Frontiers Media S.A. 2020-02-13 /pmc/articles/PMC7031162/ /pubmed/32117943 http://dx.doi.org/10.3389/fbioe.2020.00065 Text en Copyright © 2020 Falbriard, Meyer, Mariani, Millet and Aminian. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Bioengineering and Biotechnology
Falbriard, Mathieu
Meyer, Frédéric
Mariani, Benoît
Millet, Grégoire P.
Aminian, Kamiar
Drift-Free Foot Orientation Estimation in Running Using Wearable IMU
title Drift-Free Foot Orientation Estimation in Running Using Wearable IMU
title_full Drift-Free Foot Orientation Estimation in Running Using Wearable IMU
title_fullStr Drift-Free Foot Orientation Estimation in Running Using Wearable IMU
title_full_unstemmed Drift-Free Foot Orientation Estimation in Running Using Wearable IMU
title_short Drift-Free Foot Orientation Estimation in Running Using Wearable IMU
title_sort drift-free foot orientation estimation in running using wearable imu
topic Bioengineering and Biotechnology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7031162/
https://www.ncbi.nlm.nih.gov/pubmed/32117943
http://dx.doi.org/10.3389/fbioe.2020.00065
work_keys_str_mv AT falbriardmathieu driftfreefootorientationestimationinrunningusingwearableimu
AT meyerfrederic driftfreefootorientationestimationinrunningusingwearableimu
AT marianibenoit driftfreefootorientationestimationinrunningusingwearableimu
AT milletgregoirep driftfreefootorientationestimationinrunningusingwearableimu
AT aminiankamiar driftfreefootorientationestimationinrunningusingwearableimu