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Integration of force and IMU sensors for developing low-cost portable gait measurement system in lower extremities
Gait analysis is the method to accumulate walking data. It is useful in diagnosing diseases, follow-up of symptoms, and rehabilitation post-treatment. Several techniques have been developed to assess human gait. In the laboratory, gait parameters are analyzed by using a camera capture and a force pl...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10313649/ https://www.ncbi.nlm.nih.gov/pubmed/37391570 http://dx.doi.org/10.1038/s41598-023-37761-2 |
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author | Manupibul, Udomporn Tanthuwapathom, Ratikanlaya Jarumethitanont, Wimonrat Kaimuk, Panya Limroongreungrat, Weerawat Charoensuk, Warakorn |
author_facet | Manupibul, Udomporn Tanthuwapathom, Ratikanlaya Jarumethitanont, Wimonrat Kaimuk, Panya Limroongreungrat, Weerawat Charoensuk, Warakorn |
author_sort | Manupibul, Udomporn |
collection | PubMed |
description | Gait analysis is the method to accumulate walking data. It is useful in diagnosing diseases, follow-up of symptoms, and rehabilitation post-treatment. Several techniques have been developed to assess human gait. In the laboratory, gait parameters are analyzed by using a camera capture and a force plate. However, there are several limitations, such as high operating costs, the need for a laboratory and a specialist to operate the system, and long preparation time. This paper presents the development of a low-cost portable gait measurement system by using the integration of flexible force sensors and IMU sensors in outdoor applications for early detection of abnormal gait in daily living. The developed device is designed to measure ground reaction force, acceleration, angular velocity, and joint angles of the lower extremities. The commercialized device, including the motion capture system (Motive-OptiTrack) and force platform (MatScan), is used as the reference system to validate the performance of the developed system. The results of the system show that it has high accuracy in measuring gait parameters such as ground reaction force and joint angles in lower limbs. The developed device has a strong correlation coefficient compared with the commercialized system. The percent error of the motion sensor is below 8%, and the force sensor is lower than 3%. The low-cost portable device with a user interface was successfully developed to measure gait parameters for non-laboratory applications to support healthcare applications. |
format | Online Article Text |
id | pubmed-10313649 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-103136492023-07-02 Integration of force and IMU sensors for developing low-cost portable gait measurement system in lower extremities Manupibul, Udomporn Tanthuwapathom, Ratikanlaya Jarumethitanont, Wimonrat Kaimuk, Panya Limroongreungrat, Weerawat Charoensuk, Warakorn Sci Rep Article Gait analysis is the method to accumulate walking data. It is useful in diagnosing diseases, follow-up of symptoms, and rehabilitation post-treatment. Several techniques have been developed to assess human gait. In the laboratory, gait parameters are analyzed by using a camera capture and a force plate. However, there are several limitations, such as high operating costs, the need for a laboratory and a specialist to operate the system, and long preparation time. This paper presents the development of a low-cost portable gait measurement system by using the integration of flexible force sensors and IMU sensors in outdoor applications for early detection of abnormal gait in daily living. The developed device is designed to measure ground reaction force, acceleration, angular velocity, and joint angles of the lower extremities. The commercialized device, including the motion capture system (Motive-OptiTrack) and force platform (MatScan), is used as the reference system to validate the performance of the developed system. The results of the system show that it has high accuracy in measuring gait parameters such as ground reaction force and joint angles in lower limbs. The developed device has a strong correlation coefficient compared with the commercialized system. The percent error of the motion sensor is below 8%, and the force sensor is lower than 3%. The low-cost portable device with a user interface was successfully developed to measure gait parameters for non-laboratory applications to support healthcare applications. Nature Publishing Group UK 2023-06-30 /pmc/articles/PMC10313649/ /pubmed/37391570 http://dx.doi.org/10.1038/s41598-023-37761-2 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This 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/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Manupibul, Udomporn Tanthuwapathom, Ratikanlaya Jarumethitanont, Wimonrat Kaimuk, Panya Limroongreungrat, Weerawat Charoensuk, Warakorn Integration of force and IMU sensors for developing low-cost portable gait measurement system in lower extremities |
title | Integration of force and IMU sensors for developing low-cost portable gait measurement system in lower extremities |
title_full | Integration of force and IMU sensors for developing low-cost portable gait measurement system in lower extremities |
title_fullStr | Integration of force and IMU sensors for developing low-cost portable gait measurement system in lower extremities |
title_full_unstemmed | Integration of force and IMU sensors for developing low-cost portable gait measurement system in lower extremities |
title_short | Integration of force and IMU sensors for developing low-cost portable gait measurement system in lower extremities |
title_sort | integration of force and imu sensors for developing low-cost portable gait measurement system in lower extremities |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10313649/ https://www.ncbi.nlm.nih.gov/pubmed/37391570 http://dx.doi.org/10.1038/s41598-023-37761-2 |
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