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A flexible speller based on time-space frequency conversion SSVEP stimulation paradigm under dry electrode

INTRODUCTION: Speller is the best way to express the performance of the brain-computer interface (BCI) paradigm. Due to its advantages of short analysis time and high accuracy, the SSVEP paradigm has been widely used in the BCI speller system based on the wet electrode. It is widely known that the w...

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Autores principales: Zhang, Ze, Li, Dandan, Zhao, Yao, Fan, Zhihao, Xiang, Jie, Wang, Xuedong, Cui, Xiaohong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9929550/
https://www.ncbi.nlm.nih.gov/pubmed/36817318
http://dx.doi.org/10.3389/fncom.2023.1101726
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author Zhang, Ze
Li, Dandan
Zhao, Yao
Fan, Zhihao
Xiang, Jie
Wang, Xuedong
Cui, Xiaohong
author_facet Zhang, Ze
Li, Dandan
Zhao, Yao
Fan, Zhihao
Xiang, Jie
Wang, Xuedong
Cui, Xiaohong
author_sort Zhang, Ze
collection PubMed
description INTRODUCTION: Speller is the best way to express the performance of the brain-computer interface (BCI) paradigm. Due to its advantages of short analysis time and high accuracy, the SSVEP paradigm has been widely used in the BCI speller system based on the wet electrode. It is widely known that the wet electrode operation is cumbersome and that the subjects have a poor experience. In addition, in the asynchronous SSVEP system based on threshold analysis, the system flickers continuously from the beginning to the end of the experiment, which leads to visual fatigue. The dry electrode has a simple operation and provides a comfortable experience for subjects. The EOG signal can avoid the stimulation of SSVEP for a long time, thus reducing fatigue. METHODS: This study first designed the brain-controlled switch based on continuous blinking EOG signal and SSVEP signal to improve the flexibility of the BCI speller. Second, in order to increase the number of speller instructions, we designed the time-space frequency conversion (TSFC) SSVEP stimulus paradigm by constantly changing the time and space frequency of SSVEP sub-stimulus blocks, and designed a speller in a dry electrode environment. RESULTS: Seven subjects participated and completed the experiments. The results showed that the accuracy of the brain-controlled switch designed in this study was up to 94.64%, and all the subjects could use the speller flexibly. The designed 60-character speller based on the TSFC-SSVEP stimulus paradigm has an accuracy rate of 90.18% and an information transmission rate (ITR) of 117.05 bits/min. All subjects can output the specified characters in a short time. DISCUSSION: This study designed and implemented a multi-instruction SSVEP speller based on dry electrode. Through the combination of EOG and SSVEP signals, the speller can be flexibly controlled. The frequency of SSVEP stimulation sub-block is recoded in time and space by TSFC-SSVEP stimulation paradigm, which greatly improves the number of output instructions of BCI system in dry electrode environment. This work only uses FBCCA algorithm to test the stimulus paradigm, which requires a long stimulus time. In the future, we will use trained algorithms to study stimulus paradigm to improve its overall performance.
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spelling pubmed-99295502023-02-16 A flexible speller based on time-space frequency conversion SSVEP stimulation paradigm under dry electrode Zhang, Ze Li, Dandan Zhao, Yao Fan, Zhihao Xiang, Jie Wang, Xuedong Cui, Xiaohong Front Comput Neurosci Neuroscience INTRODUCTION: Speller is the best way to express the performance of the brain-computer interface (BCI) paradigm. Due to its advantages of short analysis time and high accuracy, the SSVEP paradigm has been widely used in the BCI speller system based on the wet electrode. It is widely known that the wet electrode operation is cumbersome and that the subjects have a poor experience. In addition, in the asynchronous SSVEP system based on threshold analysis, the system flickers continuously from the beginning to the end of the experiment, which leads to visual fatigue. The dry electrode has a simple operation and provides a comfortable experience for subjects. The EOG signal can avoid the stimulation of SSVEP for a long time, thus reducing fatigue. METHODS: This study first designed the brain-controlled switch based on continuous blinking EOG signal and SSVEP signal to improve the flexibility of the BCI speller. Second, in order to increase the number of speller instructions, we designed the time-space frequency conversion (TSFC) SSVEP stimulus paradigm by constantly changing the time and space frequency of SSVEP sub-stimulus blocks, and designed a speller in a dry electrode environment. RESULTS: Seven subjects participated and completed the experiments. The results showed that the accuracy of the brain-controlled switch designed in this study was up to 94.64%, and all the subjects could use the speller flexibly. The designed 60-character speller based on the TSFC-SSVEP stimulus paradigm has an accuracy rate of 90.18% and an information transmission rate (ITR) of 117.05 bits/min. All subjects can output the specified characters in a short time. DISCUSSION: This study designed and implemented a multi-instruction SSVEP speller based on dry electrode. Through the combination of EOG and SSVEP signals, the speller can be flexibly controlled. The frequency of SSVEP stimulation sub-block is recoded in time and space by TSFC-SSVEP stimulation paradigm, which greatly improves the number of output instructions of BCI system in dry electrode environment. This work only uses FBCCA algorithm to test the stimulus paradigm, which requires a long stimulus time. In the future, we will use trained algorithms to study stimulus paradigm to improve its overall performance. Frontiers Media S.A. 2023-02-01 /pmc/articles/PMC9929550/ /pubmed/36817318 http://dx.doi.org/10.3389/fncom.2023.1101726 Text en Copyright © 2023 Zhang, Li, Zhao, Fan, Xiang, Wang and Cui. 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
Zhang, Ze
Li, Dandan
Zhao, Yao
Fan, Zhihao
Xiang, Jie
Wang, Xuedong
Cui, Xiaohong
A flexible speller based on time-space frequency conversion SSVEP stimulation paradigm under dry electrode
title A flexible speller based on time-space frequency conversion SSVEP stimulation paradigm under dry electrode
title_full A flexible speller based on time-space frequency conversion SSVEP stimulation paradigm under dry electrode
title_fullStr A flexible speller based on time-space frequency conversion SSVEP stimulation paradigm under dry electrode
title_full_unstemmed A flexible speller based on time-space frequency conversion SSVEP stimulation paradigm under dry electrode
title_short A flexible speller based on time-space frequency conversion SSVEP stimulation paradigm under dry electrode
title_sort flexible speller based on time-space frequency conversion ssvep stimulation paradigm under dry electrode
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9929550/
https://www.ncbi.nlm.nih.gov/pubmed/36817318
http://dx.doi.org/10.3389/fncom.2023.1101726
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