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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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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. |
format | Online Article Text |
id | pubmed-5687765 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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