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The Estimation of Cortical Activity for Brain-Computer Interface: Applications in a Domotic Context

In order to analyze whether the use of the cortical activity, estimated from noninvasive EEG recordings, could be useful to detect mental states related to the imagination of limb movements, we estimate cortical activity from high-resolution EEG recordings in a group of healthy subjects by using rea...

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Autores principales: Babiloni, F., Cincotti, F., Marciani, M., Salinari, S., Astolfi, L., Tocci, A., Aloise, F., Fallani, F. De Vico, Bufalari, S., Mattia, D.
Formato: Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2007
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2266132/
https://www.ncbi.nlm.nih.gov/pubmed/18350134
http://dx.doi.org/10.1155/2007/91651
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author Babiloni, F.
Cincotti, F.
Marciani, M.
Salinari, S.
Astolfi, L.
Tocci, A.
Aloise, F.
Fallani, F. De Vico
Bufalari, S.
Mattia, D.
author_facet Babiloni, F.
Cincotti, F.
Marciani, M.
Salinari, S.
Astolfi, L.
Tocci, A.
Aloise, F.
Fallani, F. De Vico
Bufalari, S.
Mattia, D.
author_sort Babiloni, F.
collection PubMed
description In order to analyze whether the use of the cortical activity, estimated from noninvasive EEG recordings, could be useful to detect mental states related to the imagination of limb movements, we estimate cortical activity from high-resolution EEG recordings in a group of healthy subjects by using realistic head models. Such cortical activity was estimated in region of interest associated with the subject's Brodmann areas by using a depth-weighted minimum norm technique. Results showed that the use of the cortical-estimated activity instead of the unprocessed EEG improves the recognition of the mental states associated to the limb movement imagination in the group of normal subjects. The BCI methodology presented here has been used in a group of disabled patients in order to give them a suitable control of several electronic devices disposed in a three-room environment devoted to the neurorehabilitation. Four of six patients were able to control several electronic devices in this domotic context with the BCI system.
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spelling pubmed-22661322008-03-18 The Estimation of Cortical Activity for Brain-Computer Interface: Applications in a Domotic Context Babiloni, F. Cincotti, F. Marciani, M. Salinari, S. Astolfi, L. Tocci, A. Aloise, F. Fallani, F. De Vico Bufalari, S. Mattia, D. Comput Intell Neurosci Research Article In order to analyze whether the use of the cortical activity, estimated from noninvasive EEG recordings, could be useful to detect mental states related to the imagination of limb movements, we estimate cortical activity from high-resolution EEG recordings in a group of healthy subjects by using realistic head models. Such cortical activity was estimated in region of interest associated with the subject's Brodmann areas by using a depth-weighted minimum norm technique. Results showed that the use of the cortical-estimated activity instead of the unprocessed EEG improves the recognition of the mental states associated to the limb movement imagination in the group of normal subjects. The BCI methodology presented here has been used in a group of disabled patients in order to give them a suitable control of several electronic devices disposed in a three-room environment devoted to the neurorehabilitation. Four of six patients were able to control several electronic devices in this domotic context with the BCI system. Hindawi Publishing Corporation 2007 2007-09-03 /pmc/articles/PMC2266132/ /pubmed/18350134 http://dx.doi.org/10.1155/2007/91651 Text en Copyright © 2007 F. Babiloni et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Babiloni, F.
Cincotti, F.
Marciani, M.
Salinari, S.
Astolfi, L.
Tocci, A.
Aloise, F.
Fallani, F. De Vico
Bufalari, S.
Mattia, D.
The Estimation of Cortical Activity for Brain-Computer Interface: Applications in a Domotic Context
title The Estimation of Cortical Activity for Brain-Computer Interface: Applications in a Domotic Context
title_full The Estimation of Cortical Activity for Brain-Computer Interface: Applications in a Domotic Context
title_fullStr The Estimation of Cortical Activity for Brain-Computer Interface: Applications in a Domotic Context
title_full_unstemmed The Estimation of Cortical Activity for Brain-Computer Interface: Applications in a Domotic Context
title_short The Estimation of Cortical Activity for Brain-Computer Interface: Applications in a Domotic Context
title_sort estimation of cortical activity for brain-computer interface: applications in a domotic context
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2266132/
https://www.ncbi.nlm.nih.gov/pubmed/18350134
http://dx.doi.org/10.1155/2007/91651
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