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Foot progression angle estimation using a single foot-worn inertial sensor

BACKGROUND: The foot progression angle is an important measure used to help patients reduce their knee adduction moment. Current measurement systems are either lab-bounded or do not function in all environments (e.g., magnetically distorted). This work proposes a novel approach to estimate foot prog...

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Autores principales: Wouda, Frank J., Jaspar, Stephan L. J. O., Harlaar, Jaap, van Beijnum, Bert-Jan F., Veltink, Peter H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7888122/
https://www.ncbi.nlm.nih.gov/pubmed/33596942
http://dx.doi.org/10.1186/s12984-021-00816-4
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author Wouda, Frank J.
Jaspar, Stephan L. J. O.
Harlaar, Jaap
van Beijnum, Bert-Jan F.
Veltink, Peter H.
author_facet Wouda, Frank J.
Jaspar, Stephan L. J. O.
Harlaar, Jaap
van Beijnum, Bert-Jan F.
Veltink, Peter H.
author_sort Wouda, Frank J.
collection PubMed
description BACKGROUND: The foot progression angle is an important measure used to help patients reduce their knee adduction moment. Current measurement systems are either lab-bounded or do not function in all environments (e.g., magnetically distorted). This work proposes a novel approach to estimate foot progression angle using a single foot-worn inertial sensor (accelerometer and gyroscope). METHODS: The approach uses a dynamic step frame that is recalculated for the stance phase of each step to calculate the foot trajectory relative to that frame, to minimize effects of drift and to eliminate the need for a magnetometer. The foot progression angle (FPA) is then calculated as the angle between walking direction and the dynamic step frame. This approach was validated by gait measurements with five subjects walking with three gait types (normal, toe-in and toe-out). RESULTS: The FPA was estimated with a maximum mean error of ~ 2.6° over all gait conditions. Additionally, the proposed inertial approach can significantly differentiate between the three different gait types. CONCLUSION: The proposed approach can effectively estimate differences in FPA without requiring a heading reference (magnetometer). This work enables feedback applications on FPA for patients with gait disorders that function in any environment, i.e. outside of a gait lab or in magnetically distorted environments.
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spelling pubmed-78881222021-02-22 Foot progression angle estimation using a single foot-worn inertial sensor Wouda, Frank J. Jaspar, Stephan L. J. O. Harlaar, Jaap van Beijnum, Bert-Jan F. Veltink, Peter H. J Neuroeng Rehabil Research BACKGROUND: The foot progression angle is an important measure used to help patients reduce their knee adduction moment. Current measurement systems are either lab-bounded or do not function in all environments (e.g., magnetically distorted). This work proposes a novel approach to estimate foot progression angle using a single foot-worn inertial sensor (accelerometer and gyroscope). METHODS: The approach uses a dynamic step frame that is recalculated for the stance phase of each step to calculate the foot trajectory relative to that frame, to minimize effects of drift and to eliminate the need for a magnetometer. The foot progression angle (FPA) is then calculated as the angle between walking direction and the dynamic step frame. This approach was validated by gait measurements with five subjects walking with three gait types (normal, toe-in and toe-out). RESULTS: The FPA was estimated with a maximum mean error of ~ 2.6° over all gait conditions. Additionally, the proposed inertial approach can significantly differentiate between the three different gait types. CONCLUSION: The proposed approach can effectively estimate differences in FPA without requiring a heading reference (magnetometer). This work enables feedback applications on FPA for patients with gait disorders that function in any environment, i.e. outside of a gait lab or in magnetically distorted environments. BioMed Central 2021-02-17 /pmc/articles/PMC7888122/ /pubmed/33596942 http://dx.doi.org/10.1186/s12984-021-00816-4 Text en © The Author(s) 2021 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Wouda, Frank J.
Jaspar, Stephan L. J. O.
Harlaar, Jaap
van Beijnum, Bert-Jan F.
Veltink, Peter H.
Foot progression angle estimation using a single foot-worn inertial sensor
title Foot progression angle estimation using a single foot-worn inertial sensor
title_full Foot progression angle estimation using a single foot-worn inertial sensor
title_fullStr Foot progression angle estimation using a single foot-worn inertial sensor
title_full_unstemmed Foot progression angle estimation using a single foot-worn inertial sensor
title_short Foot progression angle estimation using a single foot-worn inertial sensor
title_sort foot progression angle estimation using a single foot-worn inertial sensor
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7888122/
https://www.ncbi.nlm.nih.gov/pubmed/33596942
http://dx.doi.org/10.1186/s12984-021-00816-4
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