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Portable Gait Lab: Estimating Over-Ground 3D Ground Reaction Forces Using Only a Pelvis IMU

As an alternative to force plates, an inertial measurement unit (IMU) at the pelvis can offer an ambulatory method for measuring total center of mass (CoM) accelerations and, thereby, the ground reaction forces (GRF) during gait. The challenge here is to estimate the 3D components of the GRF. We emp...

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Autores principales: Mohamed Refai, Mohamed Irfan, van Beijnum, Bert-Jan F., Buurke, Jaap H., Veltink, Peter H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7664647/
https://www.ncbi.nlm.nih.gov/pubmed/33171858
http://dx.doi.org/10.3390/s20216363
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author Mohamed Refai, Mohamed Irfan
van Beijnum, Bert-Jan F.
Buurke, Jaap H.
Veltink, Peter H.
author_facet Mohamed Refai, Mohamed Irfan
van Beijnum, Bert-Jan F.
Buurke, Jaap H.
Veltink, Peter H.
author_sort Mohamed Refai, Mohamed Irfan
collection PubMed
description As an alternative to force plates, an inertial measurement unit (IMU) at the pelvis can offer an ambulatory method for measuring total center of mass (CoM) accelerations and, thereby, the ground reaction forces (GRF) during gait. The challenge here is to estimate the 3D components of the GRF. We employ a calibration procedure and an error state extended Kalman filter based on an earlier work to estimate the instantaneous 3D GRF for different over-ground walking patterns. The GRF were then expressed in a body-centric reference frame, to enable an ambulatory setup not related to a fixed global frame. The results were validated with ForceShoes(TM), and the average error in estimating instantaneous shear GRF was 5.2 ± 0.5% of body weight across different variable over-ground walking tasks. The study shows that a single pelvis IMU can measure 3D GRF in a minimal and ambulatory manner during over-ground gait.
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spelling pubmed-76646472020-11-14 Portable Gait Lab: Estimating Over-Ground 3D Ground Reaction Forces Using Only a Pelvis IMU Mohamed Refai, Mohamed Irfan van Beijnum, Bert-Jan F. Buurke, Jaap H. Veltink, Peter H. Sensors (Basel) Communication As an alternative to force plates, an inertial measurement unit (IMU) at the pelvis can offer an ambulatory method for measuring total center of mass (CoM) accelerations and, thereby, the ground reaction forces (GRF) during gait. The challenge here is to estimate the 3D components of the GRF. We employ a calibration procedure and an error state extended Kalman filter based on an earlier work to estimate the instantaneous 3D GRF for different over-ground walking patterns. The GRF were then expressed in a body-centric reference frame, to enable an ambulatory setup not related to a fixed global frame. The results were validated with ForceShoes(TM), and the average error in estimating instantaneous shear GRF was 5.2 ± 0.5% of body weight across different variable over-ground walking tasks. The study shows that a single pelvis IMU can measure 3D GRF in a minimal and ambulatory manner during over-ground gait. MDPI 2020-11-07 /pmc/articles/PMC7664647/ /pubmed/33171858 http://dx.doi.org/10.3390/s20216363 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Communication
Mohamed Refai, Mohamed Irfan
van Beijnum, Bert-Jan F.
Buurke, Jaap H.
Veltink, Peter H.
Portable Gait Lab: Estimating Over-Ground 3D Ground Reaction Forces Using Only a Pelvis IMU
title Portable Gait Lab: Estimating Over-Ground 3D Ground Reaction Forces Using Only a Pelvis IMU
title_full Portable Gait Lab: Estimating Over-Ground 3D Ground Reaction Forces Using Only a Pelvis IMU
title_fullStr Portable Gait Lab: Estimating Over-Ground 3D Ground Reaction Forces Using Only a Pelvis IMU
title_full_unstemmed Portable Gait Lab: Estimating Over-Ground 3D Ground Reaction Forces Using Only a Pelvis IMU
title_short Portable Gait Lab: Estimating Over-Ground 3D Ground Reaction Forces Using Only a Pelvis IMU
title_sort portable gait lab: estimating over-ground 3d ground reaction forces using only a pelvis imu
topic Communication
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7664647/
https://www.ncbi.nlm.nih.gov/pubmed/33171858
http://dx.doi.org/10.3390/s20216363
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