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Whole-Body Human Inverse Dynamics with Distributed Micro-Accelerometers, Gyros and Force Sensing †

Human motion tracking is a powerful tool used in a large range of applications that require human movement analysis. Although it is a well-established technique, its main limitation is the lack of estimation of real-time kinetics information such as forces and torques during the motion capture. In t...

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Autores principales: Latella, Claudia, Kuppuswamy, Naveen, Romano, Francesco, Traversaro, Silvio, Nori, Francesco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4883418/
https://www.ncbi.nlm.nih.gov/pubmed/27213394
http://dx.doi.org/10.3390/s16050727
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author Latella, Claudia
Kuppuswamy, Naveen
Romano, Francesco
Traversaro, Silvio
Nori, Francesco
author_facet Latella, Claudia
Kuppuswamy, Naveen
Romano, Francesco
Traversaro, Silvio
Nori, Francesco
author_sort Latella, Claudia
collection PubMed
description Human motion tracking is a powerful tool used in a large range of applications that require human movement analysis. Although it is a well-established technique, its main limitation is the lack of estimation of real-time kinetics information such as forces and torques during the motion capture. In this paper, we present a novel approach for a human soft wearable force tracking for the simultaneous estimation of whole-body forces along with the motion. The early stage of our framework encompasses traditional passive marker based methods, inertial and contact force sensor modalities and harnesses a probabilistic computational technique for estimating dynamic quantities, originally proposed in the domain of humanoid robot control. We present experimental analysis on subjects performing a two degrees-of-freedom bowing task, and we estimate the motion and kinetics quantities. The results demonstrate the validity of the proposed method. We discuss the possible use of this technique in the design of a novel soft wearable force tracking device and its potential applications.
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spelling pubmed-48834182016-05-27 Whole-Body Human Inverse Dynamics with Distributed Micro-Accelerometers, Gyros and Force Sensing † Latella, Claudia Kuppuswamy, Naveen Romano, Francesco Traversaro, Silvio Nori, Francesco Sensors (Basel) Article Human motion tracking is a powerful tool used in a large range of applications that require human movement analysis. Although it is a well-established technique, its main limitation is the lack of estimation of real-time kinetics information such as forces and torques during the motion capture. In this paper, we present a novel approach for a human soft wearable force tracking for the simultaneous estimation of whole-body forces along with the motion. The early stage of our framework encompasses traditional passive marker based methods, inertial and contact force sensor modalities and harnesses a probabilistic computational technique for estimating dynamic quantities, originally proposed in the domain of humanoid robot control. We present experimental analysis on subjects performing a two degrees-of-freedom bowing task, and we estimate the motion and kinetics quantities. The results demonstrate the validity of the proposed method. We discuss the possible use of this technique in the design of a novel soft wearable force tracking device and its potential applications. MDPI 2016-05-20 /pmc/articles/PMC4883418/ /pubmed/27213394 http://dx.doi.org/10.3390/s16050727 Text en © 2016 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 Article
Latella, Claudia
Kuppuswamy, Naveen
Romano, Francesco
Traversaro, Silvio
Nori, Francesco
Whole-Body Human Inverse Dynamics with Distributed Micro-Accelerometers, Gyros and Force Sensing †
title Whole-Body Human Inverse Dynamics with Distributed Micro-Accelerometers, Gyros and Force Sensing †
title_full Whole-Body Human Inverse Dynamics with Distributed Micro-Accelerometers, Gyros and Force Sensing †
title_fullStr Whole-Body Human Inverse Dynamics with Distributed Micro-Accelerometers, Gyros and Force Sensing †
title_full_unstemmed Whole-Body Human Inverse Dynamics with Distributed Micro-Accelerometers, Gyros and Force Sensing †
title_short Whole-Body Human Inverse Dynamics with Distributed Micro-Accelerometers, Gyros and Force Sensing †
title_sort whole-body human inverse dynamics with distributed micro-accelerometers, gyros and force sensing †
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4883418/
https://www.ncbi.nlm.nih.gov/pubmed/27213394
http://dx.doi.org/10.3390/s16050727
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