SSVEP Stimulus Number Effect on Performance of Brain-Computer Interfaces in Augmented Reality Glasses

Steady-state visual evoked potentials-based brain-computer interfaces (SSVEP-BCI) can map visual stimuli with dif-ferent frequencies to certain commands to control external devices.In order to explore the capacitability of AR-BCI on the number of stimuli and the influence of the number of multi-targ...

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Main Author: DU Yu-lin, HUANG Zhang-rui, ZHAO Xin-can, LIU Chen-yang
Format: Article
Language:zho
Published: Editorial office of Computer Science 2021-08-01
Series:Jisuanji kexue
Subjects:
Online Access:http://www.jsjkx.com/fileup/1002-137X/PDF/1002-137X-2021-8-309.pdf
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author DU Yu-lin, HUANG Zhang-rui, ZHAO Xin-can, LIU Chen-yang
author_facet DU Yu-lin, HUANG Zhang-rui, ZHAO Xin-can, LIU Chen-yang
author_sort DU Yu-lin, HUANG Zhang-rui, ZHAO Xin-can, LIU Chen-yang
collection DOAJ
description Steady-state visual evoked potentials-based brain-computer interfaces (SSVEP-BCI) can map visual stimuli with dif-ferent frequencies to certain commands to control external devices.In order to explore the capacitability of AR-BCI on the number of stimuli and the influence of the number of multi-target stimuli on the classification accuracy of AR-BCI,4 layouts of stimuli with different numbers are designed in this study and displayed through HoloLens (AR) glasses.The comparative analysis shows that the classification accuracy of the 4 layouts gradually decreases with the increase of the number of stimuli,and the location of stimuli affects the accuracy of stimulus classification.In the similar experimental paradigm,the classification results of PC screen and AR display terminals are compared,and it is found that the increasing number of stimuli has a great impact on the classification performance of AR-BCI.Current study indicates that the amount of stimulus is a key factor affecting the construction of AR-BCI in AR environment.
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spelling doaj.art-2abcf0f3ed264eb990d9387a6ba2a9e42022-12-21T23:33:30ZzhoEditorial office of Computer ScienceJisuanji kexue1002-137X2021-08-0148830931410.11896/jsjkx.200700219SSVEP Stimulus Number Effect on Performance of Brain-Computer Interfaces in Augmented Reality GlassesDU Yu-lin, HUANG Zhang-rui, ZHAO Xin-can, LIU Chen-yang0School of Information Engineering,Zhengzhou University,Zhengzhou 450001,ChinaSteady-state visual evoked potentials-based brain-computer interfaces (SSVEP-BCI) can map visual stimuli with dif-ferent frequencies to certain commands to control external devices.In order to explore the capacitability of AR-BCI on the number of stimuli and the influence of the number of multi-target stimuli on the classification accuracy of AR-BCI,4 layouts of stimuli with different numbers are designed in this study and displayed through HoloLens (AR) glasses.The comparative analysis shows that the classification accuracy of the 4 layouts gradually decreases with the increase of the number of stimuli,and the location of stimuli affects the accuracy of stimulus classification.In the similar experimental paradigm,the classification results of PC screen and AR display terminals are compared,and it is found that the increasing number of stimuli has a great impact on the classification performance of AR-BCI.Current study indicates that the amount of stimulus is a key factor affecting the construction of AR-BCI in AR environment.http://www.jsjkx.com/fileup/1002-137X/PDF/1002-137X-2021-8-309.pdfbrain-computer interfaces|steady-state visual evoked potentials|augmented reality|stimuli number
spellingShingle DU Yu-lin, HUANG Zhang-rui, ZHAO Xin-can, LIU Chen-yang
SSVEP Stimulus Number Effect on Performance of Brain-Computer Interfaces in Augmented Reality Glasses
Jisuanji kexue
brain-computer interfaces|steady-state visual evoked potentials|augmented reality|stimuli number
title SSVEP Stimulus Number Effect on Performance of Brain-Computer Interfaces in Augmented Reality Glasses
title_full SSVEP Stimulus Number Effect on Performance of Brain-Computer Interfaces in Augmented Reality Glasses
title_fullStr SSVEP Stimulus Number Effect on Performance of Brain-Computer Interfaces in Augmented Reality Glasses
title_full_unstemmed SSVEP Stimulus Number Effect on Performance of Brain-Computer Interfaces in Augmented Reality Glasses
title_short SSVEP Stimulus Number Effect on Performance of Brain-Computer Interfaces in Augmented Reality Glasses
title_sort ssvep stimulus number effect on performance of brain computer interfaces in augmented reality glasses
topic brain-computer interfaces|steady-state visual evoked potentials|augmented reality|stimuli number
url http://www.jsjkx.com/fileup/1002-137X/PDF/1002-137X-2021-8-309.pdf
work_keys_str_mv AT duyulinhuangzhangruizhaoxincanliuchenyang ssvepstimulusnumbereffectonperformanceofbraincomputerinterfacesinaugmentedrealityglasses