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Effects of Skin Friction on Tactile P300 Brain-Computer Interface Performance
Tactile perception, the primary sensing channel of the tactile brain-computer interface (BCI), is a complicated process. Skin friction plays a vital role in tactile perception. This study aimed to examine the effects of skin friction on tactile P300 BCI performance. Two kinds of oddball paradigms we...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7886524/ https://www.ncbi.nlm.nih.gov/pubmed/33628218 http://dx.doi.org/10.1155/2021/6694310 |
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author | Mao, Ying Jin, Jing Li, Shurui Miao, Yangyang Cichocki, Andrzej |
author_facet | Mao, Ying Jin, Jing Li, Shurui Miao, Yangyang Cichocki, Andrzej |
author_sort | Mao, Ying |
collection | PubMed |
description | Tactile perception, the primary sensing channel of the tactile brain-computer interface (BCI), is a complicated process. Skin friction plays a vital role in tactile perception. This study aimed to examine the effects of skin friction on tactile P300 BCI performance. Two kinds of oddball paradigms were designed, silk-stim paradigm (SSP) and linen-stim paradigm (LSP), in which silk and linen were wrapped on target vibration motors, respectively. In both paradigms, the disturbance vibrators were wrapped in cotton. The experimental results showed that LSP could induce stronger event-related potentials (ERPs) and achieved a higher classification accuracy and information transfer rate (ITR) compared with SSP. The findings indicate that high skin friction can achieve high performance in tactile BCI. This work provides a novel research direction and constitutes a viable basis for the future tactile P300 BCI, which may benefit patients with visual impairments. |
format | Online Article Text |
id | pubmed-7886524 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-78865242021-02-23 Effects of Skin Friction on Tactile P300 Brain-Computer Interface Performance Mao, Ying Jin, Jing Li, Shurui Miao, Yangyang Cichocki, Andrzej Comput Intell Neurosci Research Article Tactile perception, the primary sensing channel of the tactile brain-computer interface (BCI), is a complicated process. Skin friction plays a vital role in tactile perception. This study aimed to examine the effects of skin friction on tactile P300 BCI performance. Two kinds of oddball paradigms were designed, silk-stim paradigm (SSP) and linen-stim paradigm (LSP), in which silk and linen were wrapped on target vibration motors, respectively. In both paradigms, the disturbance vibrators were wrapped in cotton. The experimental results showed that LSP could induce stronger event-related potentials (ERPs) and achieved a higher classification accuracy and information transfer rate (ITR) compared with SSP. The findings indicate that high skin friction can achieve high performance in tactile BCI. This work provides a novel research direction and constitutes a viable basis for the future tactile P300 BCI, which may benefit patients with visual impairments. Hindawi 2021-02-09 /pmc/articles/PMC7886524/ /pubmed/33628218 http://dx.doi.org/10.1155/2021/6694310 Text en Copyright © 2021 Ying Mao et al. https://creativecommons.org/licenses/by/4.0/ 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 Mao, Ying Jin, Jing Li, Shurui Miao, Yangyang Cichocki, Andrzej Effects of Skin Friction on Tactile P300 Brain-Computer Interface Performance |
title | Effects of Skin Friction on Tactile P300 Brain-Computer Interface Performance |
title_full | Effects of Skin Friction on Tactile P300 Brain-Computer Interface Performance |
title_fullStr | Effects of Skin Friction on Tactile P300 Brain-Computer Interface Performance |
title_full_unstemmed | Effects of Skin Friction on Tactile P300 Brain-Computer Interface Performance |
title_short | Effects of Skin Friction on Tactile P300 Brain-Computer Interface Performance |
title_sort | effects of skin friction on tactile p300 brain-computer interface performance |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7886524/ https://www.ncbi.nlm.nih.gov/pubmed/33628218 http://dx.doi.org/10.1155/2021/6694310 |
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