Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Mao, Ying, Jin, Jing, Li, Shurui, Miao, Yangyang, Cichocki, Andrzej
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2021
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
_version_ 1783651813874991104
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
work_keys_str_mv AT maoying effectsofskinfrictionontactilep300braincomputerinterfaceperformance
AT jinjing effectsofskinfrictionontactilep300braincomputerinterfaceperformance
AT lishurui effectsofskinfrictionontactilep300braincomputerinterfaceperformance
AT miaoyangyang effectsofskinfrictionontactilep300braincomputerinterfaceperformance
AT cichockiandrzej effectsofskinfrictionontactilep300braincomputerinterfaceperformance