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Brain response to luminance-based and motion-based stimulation using inter-modulation frequencies

Steady state visual evoked potential (SSVEP)-based brain computer interface (BCI) has advantages of high information transfer rate (ITR), less electrodes and little training. So it has been widely investigated. However, the available stimulus frequencies are limited by brain responses. Simultaneous...

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Detalles Bibliográficos
Autores principales: Zhang, Xin, Xu, Guanghua, Xie, Jun, Zhang, Xun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5687765/
https://www.ncbi.nlm.nih.gov/pubmed/29141030
http://dx.doi.org/10.1371/journal.pone.0188073
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author Zhang, Xin
Xu, Guanghua
Xie, Jun
Zhang, Xun
author_facet Zhang, Xin
Xu, Guanghua
Xie, Jun
Zhang, Xun
author_sort Zhang, Xin
collection PubMed
description Steady state visual evoked potential (SSVEP)-based brain computer interface (BCI) has advantages of high information transfer rate (ITR), less electrodes and little training. So it has been widely investigated. However, the available stimulus frequencies are limited by brain responses. Simultaneous modulation of stimulus luminance is a novel method to resolve this problem. In this study, three experiments were devised to gain a deeper understanding of the brain response to the stimulation using inter-modulation frequencies. First, luminance-based stimulation using one to five inter-modulation frequencies was analyzed for the first time. The characteristics of the brain responses to the proposed stimulation were reported. Second, the motion-based stimulation with equal luminance using inter-modulation frequencies was also proposed for the first time. The response of the brain under these conditions were similar to that of luminance-based stimulation which can induce combination frequencies. And an elementary analysis was conducted to explain the reason of the occurrence of combination frequencies. Finally, the online test demonstrated the efficacy of our proposed two stimulation methods for BCI. The average ITRs reached 34.7836 bits/min and 39.2856 bits/min for luminance-based and motion-based stimulation respectively. This study demonstrated that the simultaneous modulation of stimulus luminance could extend to at least five frequencies to induce SSVEP and the brain response to the stimulus still maintained a certain positive correlation with luminance. And not only luminance-based stimulation, but also motion-based stimulation with equal luminance can elicit inter-modulation frequencies to effectively increase the number of targets for multi-class SSVEP.
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spelling pubmed-56877652017-11-30 Brain response to luminance-based and motion-based stimulation using inter-modulation frequencies Zhang, Xin Xu, Guanghua Xie, Jun Zhang, Xun PLoS One Research Article Steady state visual evoked potential (SSVEP)-based brain computer interface (BCI) has advantages of high information transfer rate (ITR), less electrodes and little training. So it has been widely investigated. However, the available stimulus frequencies are limited by brain responses. Simultaneous modulation of stimulus luminance is a novel method to resolve this problem. In this study, three experiments were devised to gain a deeper understanding of the brain response to the stimulation using inter-modulation frequencies. First, luminance-based stimulation using one to five inter-modulation frequencies was analyzed for the first time. The characteristics of the brain responses to the proposed stimulation were reported. Second, the motion-based stimulation with equal luminance using inter-modulation frequencies was also proposed for the first time. The response of the brain under these conditions were similar to that of luminance-based stimulation which can induce combination frequencies. And an elementary analysis was conducted to explain the reason of the occurrence of combination frequencies. Finally, the online test demonstrated the efficacy of our proposed two stimulation methods for BCI. The average ITRs reached 34.7836 bits/min and 39.2856 bits/min for luminance-based and motion-based stimulation respectively. This study demonstrated that the simultaneous modulation of stimulus luminance could extend to at least five frequencies to induce SSVEP and the brain response to the stimulus still maintained a certain positive correlation with luminance. And not only luminance-based stimulation, but also motion-based stimulation with equal luminance can elicit inter-modulation frequencies to effectively increase the number of targets for multi-class SSVEP. Public Library of Science 2017-11-15 /pmc/articles/PMC5687765/ /pubmed/29141030 http://dx.doi.org/10.1371/journal.pone.0188073 Text en © 2017 Zhang et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Zhang, Xin
Xu, Guanghua
Xie, Jun
Zhang, Xun
Brain response to luminance-based and motion-based stimulation using inter-modulation frequencies
title Brain response to luminance-based and motion-based stimulation using inter-modulation frequencies
title_full Brain response to luminance-based and motion-based stimulation using inter-modulation frequencies
title_fullStr Brain response to luminance-based and motion-based stimulation using inter-modulation frequencies
title_full_unstemmed Brain response to luminance-based and motion-based stimulation using inter-modulation frequencies
title_short Brain response to luminance-based and motion-based stimulation using inter-modulation frequencies
title_sort brain response to luminance-based and motion-based stimulation using inter-modulation frequencies
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5687765/
https://www.ncbi.nlm.nih.gov/pubmed/29141030
http://dx.doi.org/10.1371/journal.pone.0188073
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