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Brain-machine interfacing control of whole-body humanoid motion

We propose to tackle in this paper the problem of controlling whole-body humanoid robot behavior through non-invasive brain-machine interfacing (BMI), motivated by the perspective of mapping human motor control strategies to human-like mechanical avatar. Our solution is based on the adequate reducti...

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Autores principales: Bouyarmane, Karim, Vaillant, Joris, Sugimoto, Norikazu, Keith, François, Furukawa, Jun-ichiro, Morimoto, Jun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4122163/
https://www.ncbi.nlm.nih.gov/pubmed/25140134
http://dx.doi.org/10.3389/fnsys.2014.00138
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author Bouyarmane, Karim
Vaillant, Joris
Sugimoto, Norikazu
Keith, François
Furukawa, Jun-ichiro
Morimoto, Jun
author_facet Bouyarmane, Karim
Vaillant, Joris
Sugimoto, Norikazu
Keith, François
Furukawa, Jun-ichiro
Morimoto, Jun
author_sort Bouyarmane, Karim
collection PubMed
description We propose to tackle in this paper the problem of controlling whole-body humanoid robot behavior through non-invasive brain-machine interfacing (BMI), motivated by the perspective of mapping human motor control strategies to human-like mechanical avatar. Our solution is based on the adequate reduction of the controllable dimensionality of a high-DOF humanoid motion in line with the state-of-the-art possibilities of non-invasive BMI technologies, leaving the complement subspace part of the motion to be planned and executed by an autonomous humanoid whole-body motion planning and control framework. The results are shown in full physics-based simulation of a 36-degree-of-freedom humanoid motion controlled by a user through EEG-extracted brain signals generated with motor imagery task.
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spelling pubmed-41221632014-08-19 Brain-machine interfacing control of whole-body humanoid motion Bouyarmane, Karim Vaillant, Joris Sugimoto, Norikazu Keith, François Furukawa, Jun-ichiro Morimoto, Jun Front Syst Neurosci Neuroscience We propose to tackle in this paper the problem of controlling whole-body humanoid robot behavior through non-invasive brain-machine interfacing (BMI), motivated by the perspective of mapping human motor control strategies to human-like mechanical avatar. Our solution is based on the adequate reduction of the controllable dimensionality of a high-DOF humanoid motion in line with the state-of-the-art possibilities of non-invasive BMI technologies, leaving the complement subspace part of the motion to be planned and executed by an autonomous humanoid whole-body motion planning and control framework. The results are shown in full physics-based simulation of a 36-degree-of-freedom humanoid motion controlled by a user through EEG-extracted brain signals generated with motor imagery task. Frontiers Media S.A. 2014-08-05 /pmc/articles/PMC4122163/ /pubmed/25140134 http://dx.doi.org/10.3389/fnsys.2014.00138 Text en Copyright © 2014 Bouyarmane, Vaillant, Sugimoto, Keith, Furukawa and Morimoto. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Bouyarmane, Karim
Vaillant, Joris
Sugimoto, Norikazu
Keith, François
Furukawa, Jun-ichiro
Morimoto, Jun
Brain-machine interfacing control of whole-body humanoid motion
title Brain-machine interfacing control of whole-body humanoid motion
title_full Brain-machine interfacing control of whole-body humanoid motion
title_fullStr Brain-machine interfacing control of whole-body humanoid motion
title_full_unstemmed Brain-machine interfacing control of whole-body humanoid motion
title_short Brain-machine interfacing control of whole-body humanoid motion
title_sort brain-machine interfacing control of whole-body humanoid motion
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4122163/
https://www.ncbi.nlm.nih.gov/pubmed/25140134
http://dx.doi.org/10.3389/fnsys.2014.00138
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