Cargando…
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...
Autores principales: | , , , , |
---|---|
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 |
_version_ | 1783652106464395264 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7888122 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT woudafrankj footprogressionangleestimationusingasinglefootworninertialsensor AT jasparstephanljo footprogressionangleestimationusingasinglefootworninertialsensor AT harlaarjaap footprogressionangleestimationusingasinglefootworninertialsensor AT vanbeijnumbertjanf footprogressionangleestimationusingasinglefootworninertialsensor AT veltinkpeterh footprogressionangleestimationusingasinglefootworninertialsensor |