An EEG database for the cognitive assessment of motor imagery during walking with a lower-limb exoskeleton

One important point in the development of a brain-machine Interface (BMI) commanding an exoskeleton is the assessment of the cognitive engagement of the subject during the motor imagery tasks conducted. However, there are not many databases that provide electroencephalography (EEG) data during the u...

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Authors: Ortiz, Mario, de la Ossa, Luis, Juan Poveda, Javier V., Iáñez, Eduardo, Torricelli, Diego, Tornero, Jesús, Azorín, José M.
Format: article
Publication Date:2023
Country:España
Institution:Universidad Miguel Hernández de Elche
Repository:REDIUMH. Depósito Digital de la UMH
OAI Identifier:oai:dnet:rediumh_____::2eb00e4b9d85691f9d26094e114096ca
Online Access:https://hdl.handle.net/11000/39682
Access Level:Open access
Keyword:Brain-Machine Interface (BMI)
Electroencephalography (EEG)
motor imagery
lower-limb exoskeleton
attention to gait
CDU::6 - Ciencias aplicadas::62 - Ingeniería. Tecnología
CDU::6 - Ciencias aplicadas::61 - Medicina::612 - Fisiología
CDU::0 - Generalidades.::04 - Ciencia y tecnología de los ordenadores. Informática.
id ES_3c5491e980ab0dfbefdc2ace86d76598
oai_identifier_str oai:dnet:rediumh_____::2eb00e4b9d85691f9d26094e114096ca
network_acronym_str ES
network_name_str España
repository_id_str
spelling An EEG database for the cognitive assessment of motor imagery during walking with a lower-limb exoskeletonOrtiz, Mariode la Ossa, LuisJuan Poveda, Javier V.Iáñez, EduardoTorricelli, DiegoTornero, JesúsAzorín, José M.Brain-Machine Interface (BMI)Electroencephalography (EEG)motor imagerylower-limb exoskeletonattention to gaitCDU::6 - Ciencias aplicadas::62 - Ingeniería. TecnologíaCDU::6 - Ciencias aplicadas::61 - Medicina::612 - FisiologíaCDU::0 - Generalidades.::04 - Ciencia y tecnología de los ordenadores. Informática.One important point in the development of a brain-machine Interface (BMI) commanding an exoskeleton is the assessment of the cognitive engagement of the subject during the motor imagery tasks conducted. However, there are not many databases that provide electroencephalography (EEG) data during the use of a lower-limb exoskeleton. The current paper presents a database designed with an experimental protocol aiming to assess not only motor imagery during the control of the device, but also the attention to gait on flat and inclined surfaces. The research was conducted as an EUROBENCH subproject in the facilities sited in Hospital Los Madroños, Brunete (Madrid). The data validation reaches accuracies over 70% in the assessment of motor imagery and attention to gait, which marks the present database as a valuable resource for researches interested on developing and testing new EEG-based BMIs.Nature ResearchDepartamentos de la UMH::Ingeniería Mecánica y Energía202620262023info:eu-repo/semantics/articleapplication/pdf15application/pdfhttps://hdl.handle.net/11000/39682reponame:REDIUMH. Depósito Digital de la UMHinstname:Universidad Miguel Hernández de ElcheInglésVol. 10Nº 343https://doi.org/10.1038/s41597-023-02243-7info:eu-repo/semantics/openAccessAttribution-NonCommercial-NoDerivatives 4.0 Internacionalhttp://creativecommons.org/licenses/by-nc-nd/4.0/oai:dnet:rediumh_____::2eb00e4b9d85691f9d26094e114096ca2026-05-27T13:36:21Z
dc.title.none.fl_str_mv An EEG database for the cognitive assessment of motor imagery during walking with a lower-limb exoskeleton
title An EEG database for the cognitive assessment of motor imagery during walking with a lower-limb exoskeleton
spellingShingle An EEG database for the cognitive assessment of motor imagery during walking with a lower-limb exoskeleton
Ortiz, Mario
Brain-Machine Interface (BMI)
Electroencephalography (EEG)
motor imagery
lower-limb exoskeleton
attention to gait
CDU::6 - Ciencias aplicadas::62 - Ingeniería. Tecnología
CDU::6 - Ciencias aplicadas::61 - Medicina::612 - Fisiología
CDU::0 - Generalidades.::04 - Ciencia y tecnología de los ordenadores. Informática.
title_short An EEG database for the cognitive assessment of motor imagery during walking with a lower-limb exoskeleton
title_full An EEG database for the cognitive assessment of motor imagery during walking with a lower-limb exoskeleton
title_fullStr An EEG database for the cognitive assessment of motor imagery during walking with a lower-limb exoskeleton
title_full_unstemmed An EEG database for the cognitive assessment of motor imagery during walking with a lower-limb exoskeleton
title_sort An EEG database for the cognitive assessment of motor imagery during walking with a lower-limb exoskeleton
dc.creator.none.fl_str_mv Ortiz, Mario
de la Ossa, Luis
Juan Poveda, Javier V.
Iáñez, Eduardo
Torricelli, Diego
Tornero, Jesús
Azorín, José M.
author Ortiz, Mario
author_facet Ortiz, Mario
de la Ossa, Luis
Juan Poveda, Javier V.
Iáñez, Eduardo
Torricelli, Diego
Tornero, Jesús
Azorín, José M.
author_role author
author2 de la Ossa, Luis
Juan Poveda, Javier V.
Iáñez, Eduardo
Torricelli, Diego
Tornero, Jesús
Azorín, José M.
author2_role author
author
author
author
author
author
dc.contributor.none.fl_str_mv Departamentos de la UMH::Ingeniería Mecánica y Energía
dc.subject.none.fl_str_mv Brain-Machine Interface (BMI)
Electroencephalography (EEG)
motor imagery
lower-limb exoskeleton
attention to gait
CDU::6 - Ciencias aplicadas::62 - Ingeniería. Tecnología
CDU::6 - Ciencias aplicadas::61 - Medicina::612 - Fisiología
CDU::0 - Generalidades.::04 - Ciencia y tecnología de los ordenadores. Informática.
topic Brain-Machine Interface (BMI)
Electroencephalography (EEG)
motor imagery
lower-limb exoskeleton
attention to gait
CDU::6 - Ciencias aplicadas::62 - Ingeniería. Tecnología
CDU::6 - Ciencias aplicadas::61 - Medicina::612 - Fisiología
CDU::0 - Generalidades.::04 - Ciencia y tecnología de los ordenadores. Informática.
description One important point in the development of a brain-machine Interface (BMI) commanding an exoskeleton is the assessment of the cognitive engagement of the subject during the motor imagery tasks conducted. However, there are not many databases that provide electroencephalography (EEG) data during the use of a lower-limb exoskeleton. The current paper presents a database designed with an experimental protocol aiming to assess not only motor imagery during the control of the device, but also the attention to gait on flat and inclined surfaces. The research was conducted as an EUROBENCH subproject in the facilities sited in Hospital Los Madroños, Brunete (Madrid). The data validation reaches accuracies over 70% in the assessment of motor imagery and attention to gait, which marks the present database as a valuable resource for researches interested on developing and testing new EEG-based BMIs.
publishDate 2023
dc.date.none.fl_str_mv 2023
2026
2026
dc.type.none.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.none.fl_str_mv https://hdl.handle.net/11000/39682
url https://hdl.handle.net/11000/39682
dc.language.none.fl_str_mv Inglés
language_invalid_str_mv Inglés
dc.relation.none.fl_str_mv Vol. 10
Nº 343
https://doi.org/10.1038/s41597-023-02243-7
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
Attribution-NonCommercial-NoDerivatives 4.0 Internacional
http://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
rights_invalid_str_mv Attribution-NonCommercial-NoDerivatives 4.0 Internacional
http://creativecommons.org/licenses/by-nc-nd/4.0/
dc.format.none.fl_str_mv application/pdf
15
application/pdf
dc.publisher.none.fl_str_mv Nature Research
publisher.none.fl_str_mv Nature Research
dc.source.none.fl_str_mv reponame:REDIUMH. Depósito Digital de la UMH
instname:Universidad Miguel Hernández de Elche
instname_str Universidad Miguel Hernández de Elche
reponame_str REDIUMH. Depósito Digital de la UMH
collection REDIUMH. Depósito Digital de la UMH
repository.name.fl_str_mv
repository.mail.fl_str_mv
_version_ 1869406362108166144
score 15,198674

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