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A P300 Brain-Computer Interface Paradigm Based on Electric and Vibration Simple Command Tactile Stimulation

This paper proposed a novel tactile-stimuli P300 paradigm for Brain-Computer Interface (BCI), which potentially targeted at people with less learning ability or difficulty in maintaining attention. The new paradigm using only two types of stimuli was designed, and different targets were distinguishe...

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Autores principales: Chu, Chenxi, Luo, Jingjing, Tian, Xiwei, Han, Xiangke, Guo, Shijie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8081187/
https://www.ncbi.nlm.nih.gov/pubmed/33935672
http://dx.doi.org/10.3389/fnhum.2021.641357
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author Chu, Chenxi
Luo, Jingjing
Tian, Xiwei
Han, Xiangke
Guo, Shijie
author_facet Chu, Chenxi
Luo, Jingjing
Tian, Xiwei
Han, Xiangke
Guo, Shijie
author_sort Chu, Chenxi
collection PubMed
description This paper proposed a novel tactile-stimuli P300 paradigm for Brain-Computer Interface (BCI), which potentially targeted at people with less learning ability or difficulty in maintaining attention. The new paradigm using only two types of stimuli was designed, and different targets were distinguished by frequency and spatial information. The classification algorithm was developed by introducing filters for frequency bands selection and conducting optimization with common spatial pattern (CSP) on the tactile evoked EEG signals. It features a combination of spatial and frequency information, with the spatial information distinguishing the sites of stimuli and frequency information identifying target stimuli and disturbances. We investigated both electrical stimuli and vibration stimuli, in which only one target site was stimulated in each block. The results demonstrated an average accuracy of 94.88% for electrical stimuli and 95.21% for vibration stimuli, respectively.
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spelling pubmed-80811872021-04-29 A P300 Brain-Computer Interface Paradigm Based on Electric and Vibration Simple Command Tactile Stimulation Chu, Chenxi Luo, Jingjing Tian, Xiwei Han, Xiangke Guo, Shijie Front Hum Neurosci Neuroscience This paper proposed a novel tactile-stimuli P300 paradigm for Brain-Computer Interface (BCI), which potentially targeted at people with less learning ability or difficulty in maintaining attention. The new paradigm using only two types of stimuli was designed, and different targets were distinguished by frequency and spatial information. The classification algorithm was developed by introducing filters for frequency bands selection and conducting optimization with common spatial pattern (CSP) on the tactile evoked EEG signals. It features a combination of spatial and frequency information, with the spatial information distinguishing the sites of stimuli and frequency information identifying target stimuli and disturbances. We investigated both electrical stimuli and vibration stimuli, in which only one target site was stimulated in each block. The results demonstrated an average accuracy of 94.88% for electrical stimuli and 95.21% for vibration stimuli, respectively. Frontiers Media S.A. 2021-04-14 /pmc/articles/PMC8081187/ /pubmed/33935672 http://dx.doi.org/10.3389/fnhum.2021.641357 Text en Copyright © 2021 Chu, Luo, Tian, Han and Guo. https://creativecommons.org/licenses/by/4.0/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) and the copyright owner(s) 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
Chu, Chenxi
Luo, Jingjing
Tian, Xiwei
Han, Xiangke
Guo, Shijie
A P300 Brain-Computer Interface Paradigm Based on Electric and Vibration Simple Command Tactile Stimulation
title A P300 Brain-Computer Interface Paradigm Based on Electric and Vibration Simple Command Tactile Stimulation
title_full A P300 Brain-Computer Interface Paradigm Based on Electric and Vibration Simple Command Tactile Stimulation
title_fullStr A P300 Brain-Computer Interface Paradigm Based on Electric and Vibration Simple Command Tactile Stimulation
title_full_unstemmed A P300 Brain-Computer Interface Paradigm Based on Electric and Vibration Simple Command Tactile Stimulation
title_short A P300 Brain-Computer Interface Paradigm Based on Electric and Vibration Simple Command Tactile Stimulation
title_sort p300 brain-computer interface paradigm based on electric and vibration simple command tactile stimulation
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8081187/
https://www.ncbi.nlm.nih.gov/pubmed/33935672
http://dx.doi.org/10.3389/fnhum.2021.641357
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