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A novel P300 BCI speller based on the Triple RSVP paradigm
A brain–computer interface (BCI) is an advanced human–machine interaction technology. The BCI speller is a typical application that detects the stimulated source-induced EEG signal to identify the expected characters of the subjects. The current mainstream matrix-based BCI speller involves two probl...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5820322/ https://www.ncbi.nlm.nih.gov/pubmed/29463870 http://dx.doi.org/10.1038/s41598-018-21717-y |
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author | Lin, Zhimin Zhang, Chi Zeng, Ying Tong, Li Yan, Bin |
author_facet | Lin, Zhimin Zhang, Chi Zeng, Ying Tong, Li Yan, Bin |
author_sort | Lin, Zhimin |
collection | PubMed |
description | A brain–computer interface (BCI) is an advanced human–machine interaction technology. The BCI speller is a typical application that detects the stimulated source-induced EEG signal to identify the expected characters of the subjects. The current mainstream matrix-based BCI speller involves two problems that remain unsolved, namely, gaze-dependent and space-dependent problems. Some scholars have designed gaze-independent and space-independent spelling systems. However, this system still cannot achieve a satisfactory information transfer rate (ITR). In this paper, we propose a novel triple RSVP speller with gaze-independent and space-independent characteristics and higher ITR. The triple RSVP speller uses rapid serial visual presentation (RSVP) paradigm, each time presents three different characters, and each character is presented three times to increase the ITR. The results of the experiments show the triple RSVP speller online average accuracy of 0.790 and average online ITR of 20.259 bit/min, where the system spelled at a speed of 10 s per character, and the stimulus presentation interface is a 90 × 195 pixel rectangle. Thus, the triple RSVP speller can be integrated into mobile smart devices (such as smartphones, smart watches, and others). |
format | Online Article Text |
id | pubmed-5820322 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-58203222018-02-26 A novel P300 BCI speller based on the Triple RSVP paradigm Lin, Zhimin Zhang, Chi Zeng, Ying Tong, Li Yan, Bin Sci Rep Article A brain–computer interface (BCI) is an advanced human–machine interaction technology. The BCI speller is a typical application that detects the stimulated source-induced EEG signal to identify the expected characters of the subjects. The current mainstream matrix-based BCI speller involves two problems that remain unsolved, namely, gaze-dependent and space-dependent problems. Some scholars have designed gaze-independent and space-independent spelling systems. However, this system still cannot achieve a satisfactory information transfer rate (ITR). In this paper, we propose a novel triple RSVP speller with gaze-independent and space-independent characteristics and higher ITR. The triple RSVP speller uses rapid serial visual presentation (RSVP) paradigm, each time presents three different characters, and each character is presented three times to increase the ITR. The results of the experiments show the triple RSVP speller online average accuracy of 0.790 and average online ITR of 20.259 bit/min, where the system spelled at a speed of 10 s per character, and the stimulus presentation interface is a 90 × 195 pixel rectangle. Thus, the triple RSVP speller can be integrated into mobile smart devices (such as smartphones, smart watches, and others). Nature Publishing Group UK 2018-02-20 /pmc/articles/PMC5820322/ /pubmed/29463870 http://dx.doi.org/10.1038/s41598-018-21717-y Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Lin, Zhimin Zhang, Chi Zeng, Ying Tong, Li Yan, Bin A novel P300 BCI speller based on the Triple RSVP paradigm |
title | A novel P300 BCI speller based on the Triple RSVP paradigm |
title_full | A novel P300 BCI speller based on the Triple RSVP paradigm |
title_fullStr | A novel P300 BCI speller based on the Triple RSVP paradigm |
title_full_unstemmed | A novel P300 BCI speller based on the Triple RSVP paradigm |
title_short | A novel P300 BCI speller based on the Triple RSVP paradigm |
title_sort | novel p300 bci speller based on the triple rsvp paradigm |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5820322/ https://www.ncbi.nlm.nih.gov/pubmed/29463870 http://dx.doi.org/10.1038/s41598-018-21717-y |
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