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A Brain-Computer Interface Based on Bilateral Transcranial Doppler Ultrasound

In this study, we investigate the feasibility of a BCI based on transcranial Doppler ultrasound (TCD), a medical imaging technique used to monitor cerebral blood flow velocity. We classified the cerebral blood flow velocity changes associated with two mental tasks - a word generation task, and a men...

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Autores principales: Myrden, Andrew J. B., Kushki, Azadeh, Sejdić, Ervin, Guerguerian, Anne-Marie, Chau, Tom
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3168473/
https://www.ncbi.nlm.nih.gov/pubmed/21915292
http://dx.doi.org/10.1371/journal.pone.0024170
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author Myrden, Andrew J. B.
Kushki, Azadeh
Sejdić, Ervin
Guerguerian, Anne-Marie
Chau, Tom
author_facet Myrden, Andrew J. B.
Kushki, Azadeh
Sejdić, Ervin
Guerguerian, Anne-Marie
Chau, Tom
author_sort Myrden, Andrew J. B.
collection PubMed
description In this study, we investigate the feasibility of a BCI based on transcranial Doppler ultrasound (TCD), a medical imaging technique used to monitor cerebral blood flow velocity. We classified the cerebral blood flow velocity changes associated with two mental tasks - a word generation task, and a mental rotation task. Cerebral blood flow velocity was measured simultaneously within the left and right middle cerebral arteries while nine able-bodied adults alternated between mental activity (i.e. word generation or mental rotation) and relaxation. Using linear discriminant analysis and a set of time-domain features, word generation and mental rotation were classified with respective average accuracies of 82.9%[Image: see text]10.5 and 85.7%[Image: see text]10.0 across all participants. Accuracies for all participants significantly exceeded chance. These results indicate that TCD is a promising measurement modality for BCI research.
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spelling pubmed-31684732011-09-13 A Brain-Computer Interface Based on Bilateral Transcranial Doppler Ultrasound Myrden, Andrew J. B. Kushki, Azadeh Sejdić, Ervin Guerguerian, Anne-Marie Chau, Tom PLoS One Research Article In this study, we investigate the feasibility of a BCI based on transcranial Doppler ultrasound (TCD), a medical imaging technique used to monitor cerebral blood flow velocity. We classified the cerebral blood flow velocity changes associated with two mental tasks - a word generation task, and a mental rotation task. Cerebral blood flow velocity was measured simultaneously within the left and right middle cerebral arteries while nine able-bodied adults alternated between mental activity (i.e. word generation or mental rotation) and relaxation. Using linear discriminant analysis and a set of time-domain features, word generation and mental rotation were classified with respective average accuracies of 82.9%[Image: see text]10.5 and 85.7%[Image: see text]10.0 across all participants. Accuracies for all participants significantly exceeded chance. These results indicate that TCD is a promising measurement modality for BCI research. Public Library of Science 2011-09-07 /pmc/articles/PMC3168473/ /pubmed/21915292 http://dx.doi.org/10.1371/journal.pone.0024170 Text en Myrden et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Myrden, Andrew J. B.
Kushki, Azadeh
Sejdić, Ervin
Guerguerian, Anne-Marie
Chau, Tom
A Brain-Computer Interface Based on Bilateral Transcranial Doppler Ultrasound
title A Brain-Computer Interface Based on Bilateral Transcranial Doppler Ultrasound
title_full A Brain-Computer Interface Based on Bilateral Transcranial Doppler Ultrasound
title_fullStr A Brain-Computer Interface Based on Bilateral Transcranial Doppler Ultrasound
title_full_unstemmed A Brain-Computer Interface Based on Bilateral Transcranial Doppler Ultrasound
title_short A Brain-Computer Interface Based on Bilateral Transcranial Doppler Ultrasound
title_sort brain-computer interface based on bilateral transcranial doppler ultrasound
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3168473/
https://www.ncbi.nlm.nih.gov/pubmed/21915292
http://dx.doi.org/10.1371/journal.pone.0024170
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