Cargando…

Custom IMU-Based Wearable System for Robust 2.4 GHz Wireless Human Body Parts Orientation Tracking and 3D Movement Visualization on an Avatar

Recent studies confirm the applicability of Inertial Measurement Unit (IMU)-based systems for human motion analysis. Notwithstanding, high-end IMU-based commercial solutions are yet too expensive and complex to democratize their use among a wide range of potential users. Less featured entry-level co...

Descripción completa

Detalles Bibliográficos
Autores principales: González-Alonso, Javier, Oviedo-Pastor, David, Aguado, Héctor J., Díaz-Pernas, Francisco J., González-Ortega, David, Martínez-Zarzuela, Mario
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8512038/
https://www.ncbi.nlm.nih.gov/pubmed/34640961
http://dx.doi.org/10.3390/s21196642
_version_ 1784582893027196928
author González-Alonso, Javier
Oviedo-Pastor, David
Aguado, Héctor J.
Díaz-Pernas, Francisco J.
González-Ortega, David
Martínez-Zarzuela, Mario
author_facet González-Alonso, Javier
Oviedo-Pastor, David
Aguado, Héctor J.
Díaz-Pernas, Francisco J.
González-Ortega, David
Martínez-Zarzuela, Mario
author_sort González-Alonso, Javier
collection PubMed
description Recent studies confirm the applicability of Inertial Measurement Unit (IMU)-based systems for human motion analysis. Notwithstanding, high-end IMU-based commercial solutions are yet too expensive and complex to democratize their use among a wide range of potential users. Less featured entry-level commercial solutions are being introduced in the market, trying to fill this gap, but still present some limitations that need to be overcome. At the same time, there is a growing number of scientific papers using not commercial, but custom do-it-yourself IMU-based systems in medical and sports applications. Even though these solutions can help to popularize the use of this technology, they have more limited features and the description on how to design and build them from scratch is yet too scarce in the literature. The aim of this work is two-fold: (1) Proving the feasibility of building an affordable custom solution aimed at simultaneous multiple body parts orientation tracking; while providing a detailed bottom-up description of the required hardware, tools, and mathematical operations to estimate and represent 3D movement in real-time. (2) Showing how the introduction of a custom 2.4 GHz communication protocol including a channel hopping strategy can address some of the current communication limitations of entry-level commercial solutions. The proposed system can be used for wireless real-time human body parts orientation tracking with up to 10 custom sensors, at least at 50 Hz. In addition, it provides a more reliable motion data acquisition in Bluetooth and Wi-Fi crowded environments, where the use of entry-level commercial solutions might be unfeasible. This system can be used as a groundwork for developing affordable human motion analysis solutions that do not require an accurate kinematic analysis.
format Online
Article
Text
id pubmed-8512038
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-85120382021-10-14 Custom IMU-Based Wearable System for Robust 2.4 GHz Wireless Human Body Parts Orientation Tracking and 3D Movement Visualization on an Avatar González-Alonso, Javier Oviedo-Pastor, David Aguado, Héctor J. Díaz-Pernas, Francisco J. González-Ortega, David Martínez-Zarzuela, Mario Sensors (Basel) Article Recent studies confirm the applicability of Inertial Measurement Unit (IMU)-based systems for human motion analysis. Notwithstanding, high-end IMU-based commercial solutions are yet too expensive and complex to democratize their use among a wide range of potential users. Less featured entry-level commercial solutions are being introduced in the market, trying to fill this gap, but still present some limitations that need to be overcome. At the same time, there is a growing number of scientific papers using not commercial, but custom do-it-yourself IMU-based systems in medical and sports applications. Even though these solutions can help to popularize the use of this technology, they have more limited features and the description on how to design and build them from scratch is yet too scarce in the literature. The aim of this work is two-fold: (1) Proving the feasibility of building an affordable custom solution aimed at simultaneous multiple body parts orientation tracking; while providing a detailed bottom-up description of the required hardware, tools, and mathematical operations to estimate and represent 3D movement in real-time. (2) Showing how the introduction of a custom 2.4 GHz communication protocol including a channel hopping strategy can address some of the current communication limitations of entry-level commercial solutions. The proposed system can be used for wireless real-time human body parts orientation tracking with up to 10 custom sensors, at least at 50 Hz. In addition, it provides a more reliable motion data acquisition in Bluetooth and Wi-Fi crowded environments, where the use of entry-level commercial solutions might be unfeasible. This system can be used as a groundwork for developing affordable human motion analysis solutions that do not require an accurate kinematic analysis. MDPI 2021-10-06 /pmc/articles/PMC8512038/ /pubmed/34640961 http://dx.doi.org/10.3390/s21196642 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
González-Alonso, Javier
Oviedo-Pastor, David
Aguado, Héctor J.
Díaz-Pernas, Francisco J.
González-Ortega, David
Martínez-Zarzuela, Mario
Custom IMU-Based Wearable System for Robust 2.4 GHz Wireless Human Body Parts Orientation Tracking and 3D Movement Visualization on an Avatar
title Custom IMU-Based Wearable System for Robust 2.4 GHz Wireless Human Body Parts Orientation Tracking and 3D Movement Visualization on an Avatar
title_full Custom IMU-Based Wearable System for Robust 2.4 GHz Wireless Human Body Parts Orientation Tracking and 3D Movement Visualization on an Avatar
title_fullStr Custom IMU-Based Wearable System for Robust 2.4 GHz Wireless Human Body Parts Orientation Tracking and 3D Movement Visualization on an Avatar
title_full_unstemmed Custom IMU-Based Wearable System for Robust 2.4 GHz Wireless Human Body Parts Orientation Tracking and 3D Movement Visualization on an Avatar
title_short Custom IMU-Based Wearable System for Robust 2.4 GHz Wireless Human Body Parts Orientation Tracking and 3D Movement Visualization on an Avatar
title_sort custom imu-based wearable system for robust 2.4 ghz wireless human body parts orientation tracking and 3d movement visualization on an avatar
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8512038/
https://www.ncbi.nlm.nih.gov/pubmed/34640961
http://dx.doi.org/10.3390/s21196642
work_keys_str_mv AT gonzalezalonsojavier customimubasedwearablesystemforrobust24ghzwirelesshumanbodypartsorientationtrackingand3dmovementvisualizationonanavatar
AT oviedopastordavid customimubasedwearablesystemforrobust24ghzwirelesshumanbodypartsorientationtrackingand3dmovementvisualizationonanavatar
AT aguadohectorj customimubasedwearablesystemforrobust24ghzwirelesshumanbodypartsorientationtrackingand3dmovementvisualizationonanavatar
AT diazpernasfranciscoj customimubasedwearablesystemforrobust24ghzwirelesshumanbodypartsorientationtrackingand3dmovementvisualizationonanavatar
AT gonzalezortegadavid customimubasedwearablesystemforrobust24ghzwirelesshumanbodypartsorientationtrackingand3dmovementvisualizationonanavatar
AT martinezzarzuelamario customimubasedwearablesystemforrobust24ghzwirelesshumanbodypartsorientationtrackingand3dmovementvisualizationonanavatar