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 ment...
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Public Library of Science (PLoS)
2011
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oai:doaj.org-article:0fa2be1bcda24dd8a94bf95910c6255d2021-11-18T06:46:33ZA brain-computer interface based on bilateral transcranial Doppler ultrasound.1932-620310.1371/journal.pone.0024170https://doaj.org/article/0fa2be1bcda24dd8a94bf95910c6255d2011-01-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/pmid/21915292/pdf/?tool=EBIhttps://doaj.org/toc/1932-6203In 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%±10.5 and 85.7%±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.Andrew J B MyrdenAzadeh KushkiErvin SejdićAnne-Marie GuerguerianTom ChauPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 6, Iss 9, p e24170 (2011) |
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Medicine R Science Q Andrew J B Myrden Azadeh Kushki Ervin Sejdić Anne-Marie Guerguerian Tom Chau A brain-computer interface based on bilateral transcranial Doppler ultrasound. |
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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%±10.5 and 85.7%±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. |
format |
article |
author |
Andrew J B Myrden Azadeh Kushki Ervin Sejdić Anne-Marie Guerguerian Tom Chau |
author_facet |
Andrew J B Myrden Azadeh Kushki Ervin Sejdić Anne-Marie Guerguerian Tom Chau |
author_sort |
Andrew J B Myrden |
title |
A brain-computer interface based on bilateral transcranial Doppler ultrasound. |
title_short |
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_sort |
brain-computer interface based on bilateral transcranial doppler ultrasound. |
publisher |
Public Library of Science (PLoS) |
publishDate |
2011 |
url |
https://doaj.org/article/0fa2be1bcda24dd8a94bf95910c6255d |
work_keys_str_mv |
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_version_ |
1718424397468925952 |