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A new grid stimulus with subtle flicker perception for user-friendly SSVEP-based BCIs
The traditional uniform flickering stimulation pattern shows strong steady-state visual evoked potential (SSVEP) responses and poor user experience with intense flicker perception. To achieve a balance between performance and comfort in SSVEP-based brain-computer interface (BCI) systems, this study...
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Published in: | Journal of neural engineering 2023-04, Vol.20 (2), p.26010 |
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description | The traditional uniform flickering stimulation pattern shows strong steady-state visual evoked potential (SSVEP) responses and poor user experience with intense flicker perception. To achieve a balance between performance and comfort in SSVEP-based brain-computer interface (BCI) systems, this study proposed a new grid stimulation pattern with reduced stimulation area and low spatial contrast.
A spatial contrast scanning experiment was conducted first to clarify the relationship between the SSVEP characteristics and the signs and values of spatial contrast. Four stimulation patterns were involved in the experiment: the ON and OFF grid stimulation patterns that separately activated the positive or negative contrast information processing pathways, the ON-OFF grid stimulation pattern that simultaneously activated both pathways, and the uniform flickering stimulation pattern that served as a control group. The contrast-intensity and contrast-user experience curves were obtained for each stimulation pattern. Accordingly, the optimized stimulation schemes with low spatial contrast (the ON-50% grid stimulus, the OFF-50% grid stimulus, and the Flicker-30% stimulus) were applied in a 12-target and a 40-target BCI speller and compared with the traditional uniform flickering stimulus (the Flicker-500% stimulus) in the evaluation of BCI performance and subjective experience.
The OFF-50% grid stimulus showed comparable online performance (12-target, 2 s: 69.87 ± 0.74 vs. 69.76 ± 0.58 bits min
, 40-target, 4 s: 57.02 ± 2.53 vs. 60.79 ± 1.08 bits min
) and improved user experience (better comfortable level, weaker flicker perception and higher preference level) compared to the traditional Flicker-500% stimulus in both multi-targets BCI spellers.
Selective activation of the negative contrast information processing pathway using the new OFF-50% grid stimulus evoked robust SSVEP responses. On this basis, high-performance and user-friendly SSVEP-based BCIs have been developed and implemented, which has important theoretical significance and application value in promoting the development of the visual BCI technology. |
doi_str_mv | 10.1088/1741-2552/acbee0 |
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A spatial contrast scanning experiment was conducted first to clarify the relationship between the SSVEP characteristics and the signs and values of spatial contrast. Four stimulation patterns were involved in the experiment: the ON and OFF grid stimulation patterns that separately activated the positive or negative contrast information processing pathways, the ON-OFF grid stimulation pattern that simultaneously activated both pathways, and the uniform flickering stimulation pattern that served as a control group. The contrast-intensity and contrast-user experience curves were obtained for each stimulation pattern. Accordingly, the optimized stimulation schemes with low spatial contrast (the ON-50% grid stimulus, the OFF-50% grid stimulus, and the Flicker-30% stimulus) were applied in a 12-target and a 40-target BCI speller and compared with the traditional uniform flickering stimulus (the Flicker-500% stimulus) in the evaluation of BCI performance and subjective experience.
The OFF-50% grid stimulus showed comparable online performance (12-target, 2 s: 69.87 ± 0.74 vs. 69.76 ± 0.58 bits min
, 40-target, 4 s: 57.02 ± 2.53 vs. 60.79 ± 1.08 bits min
) and improved user experience (better comfortable level, weaker flicker perception and higher preference level) compared to the traditional Flicker-500% stimulus in both multi-targets BCI spellers.
Selective activation of the negative contrast information processing pathway using the new OFF-50% grid stimulus evoked robust SSVEP responses. On this basis, high-performance and user-friendly SSVEP-based BCIs have been developed and implemented, which has important theoretical significance and application value in promoting the development of the visual BCI technology.</description><identifier>ISSN: 1741-2560</identifier><identifier>EISSN: 1741-2552</identifier><identifier>DOI: 10.1088/1741-2552/acbee0</identifier><identifier>PMID: 36827704</identifier><identifier>CODEN: JNEOBH</identifier><language>eng</language><publisher>England: IOP Publishing</publisher><subject>Algorithms ; Brain-Computer Interfaces ; electroencephalography ; Electroencephalography - methods ; Evoked Potentials, Visual ; grid stimulus ; Perception ; Photic Stimulation - methods ; steady-state visual evoked potentials ; task-related component analysis</subject><ispartof>Journal of neural engineering, 2023-04, Vol.20 (2), p.26010</ispartof><rights>2023 IOP Publishing Ltd</rights><rights>2023 IOP Publishing Ltd.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c336t-a5b6e8dee86ea33cf8925f3dc1e1553390df7396ae07f2676342b639c665a2a53</citedby><cites>FETCH-LOGICAL-c336t-a5b6e8dee86ea33cf8925f3dc1e1553390df7396ae07f2676342b639c665a2a53</cites><orcidid>0000-0002-8161-2150 ; 0000-0002-1631-0199</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27903,27904</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36827704$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Ming, Gege</creatorcontrib><creatorcontrib>Zhong, Hui</creatorcontrib><creatorcontrib>Pei, Weihua</creatorcontrib><creatorcontrib>Gao, Xiaorong</creatorcontrib><creatorcontrib>Wang, Yijun</creatorcontrib><title>A new grid stimulus with subtle flicker perception for user-friendly SSVEP-based BCIs</title><title>Journal of neural engineering</title><addtitle>JNE</addtitle><addtitle>J. Neural Eng</addtitle><description>The traditional uniform flickering stimulation pattern shows strong steady-state visual evoked potential (SSVEP) responses and poor user experience with intense flicker perception. To achieve a balance between performance and comfort in SSVEP-based brain-computer interface (BCI) systems, this study proposed a new grid stimulation pattern with reduced stimulation area and low spatial contrast.
A spatial contrast scanning experiment was conducted first to clarify the relationship between the SSVEP characteristics and the signs and values of spatial contrast. Four stimulation patterns were involved in the experiment: the ON and OFF grid stimulation patterns that separately activated the positive or negative contrast information processing pathways, the ON-OFF grid stimulation pattern that simultaneously activated both pathways, and the uniform flickering stimulation pattern that served as a control group. The contrast-intensity and contrast-user experience curves were obtained for each stimulation pattern. Accordingly, the optimized stimulation schemes with low spatial contrast (the ON-50% grid stimulus, the OFF-50% grid stimulus, and the Flicker-30% stimulus) were applied in a 12-target and a 40-target BCI speller and compared with the traditional uniform flickering stimulus (the Flicker-500% stimulus) in the evaluation of BCI performance and subjective experience.
The OFF-50% grid stimulus showed comparable online performance (12-target, 2 s: 69.87 ± 0.74 vs. 69.76 ± 0.58 bits min
, 40-target, 4 s: 57.02 ± 2.53 vs. 60.79 ± 1.08 bits min
) and improved user experience (better comfortable level, weaker flicker perception and higher preference level) compared to the traditional Flicker-500% stimulus in both multi-targets BCI spellers.
Selective activation of the negative contrast information processing pathway using the new OFF-50% grid stimulus evoked robust SSVEP responses. On this basis, high-performance and user-friendly SSVEP-based BCIs have been developed and implemented, which has important theoretical significance and application value in promoting the development of the visual BCI technology.</description><subject>Algorithms</subject><subject>Brain-Computer Interfaces</subject><subject>electroencephalography</subject><subject>Electroencephalography - methods</subject><subject>Evoked Potentials, Visual</subject><subject>grid stimulus</subject><subject>Perception</subject><subject>Photic Stimulation - methods</subject><subject>steady-state visual evoked potentials</subject><subject>task-related component analysis</subject><issn>1741-2560</issn><issn>1741-2552</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><recordid>eNp1kD1PwzAQhi0EoqWwMyGPDIQ6dmInY6kKVEICqZTVcpwzuOQLO1HVf0-qlG5Mdzo97yvdg9B1SO5DkiTTUERhQOOYTpXOAMgJGh9Pp8edkxG68H5DCAtFSs7RiPGECkGiMVrPcAVb_Olsjn1ry67oPN7a9gv7LmsLwKaw-hscbsBpaFpbV9jUDnceXGCchSovdni1-li8BZnykOOH-dJfojOjCg9XhzlB68fF-_w5eHl9Ws5nL4FmjLeBijMOSQ6QcFCMaZOkNDYs1yGEccxYSnIjWMoVEGEoF5xFNOMs1ZzHiqqYTdDt0Nu4-qcD38rSeg1FoSqoOy-pSAgRnEa0R8mAald778DIxtlSuZ0MidzLlHtbcm9ODjL7yM2hvctKyI-BP3s9cDcAtm7kpu5c1T_7f98vQcR93w</recordid><startdate>20230401</startdate><enddate>20230401</enddate><creator>Ming, Gege</creator><creator>Zhong, Hui</creator><creator>Pei, Weihua</creator><creator>Gao, Xiaorong</creator><creator>Wang, Yijun</creator><general>IOP Publishing</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-8161-2150</orcidid><orcidid>https://orcid.org/0000-0002-1631-0199</orcidid></search><sort><creationdate>20230401</creationdate><title>A new grid stimulus with subtle flicker perception for user-friendly SSVEP-based BCIs</title><author>Ming, Gege ; Zhong, Hui ; Pei, Weihua ; Gao, Xiaorong ; Wang, Yijun</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c336t-a5b6e8dee86ea33cf8925f3dc1e1553390df7396ae07f2676342b639c665a2a53</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Algorithms</topic><topic>Brain-Computer Interfaces</topic><topic>electroencephalography</topic><topic>Electroencephalography - methods</topic><topic>Evoked Potentials, Visual</topic><topic>grid stimulus</topic><topic>Perception</topic><topic>Photic Stimulation - methods</topic><topic>steady-state visual evoked potentials</topic><topic>task-related component analysis</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ming, Gege</creatorcontrib><creatorcontrib>Zhong, Hui</creatorcontrib><creatorcontrib>Pei, Weihua</creatorcontrib><creatorcontrib>Gao, Xiaorong</creatorcontrib><creatorcontrib>Wang, Yijun</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Journal of neural engineering</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ming, Gege</au><au>Zhong, Hui</au><au>Pei, Weihua</au><au>Gao, Xiaorong</au><au>Wang, Yijun</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A new grid stimulus with subtle flicker perception for user-friendly SSVEP-based BCIs</atitle><jtitle>Journal of neural engineering</jtitle><stitle>JNE</stitle><addtitle>J. Neural Eng</addtitle><date>2023-04-01</date><risdate>2023</risdate><volume>20</volume><issue>2</issue><spage>26010</spage><pages>26010-</pages><issn>1741-2560</issn><eissn>1741-2552</eissn><coden>JNEOBH</coden><abstract>The traditional uniform flickering stimulation pattern shows strong steady-state visual evoked potential (SSVEP) responses and poor user experience with intense flicker perception. To achieve a balance between performance and comfort in SSVEP-based brain-computer interface (BCI) systems, this study proposed a new grid stimulation pattern with reduced stimulation area and low spatial contrast.
A spatial contrast scanning experiment was conducted first to clarify the relationship between the SSVEP characteristics and the signs and values of spatial contrast. Four stimulation patterns were involved in the experiment: the ON and OFF grid stimulation patterns that separately activated the positive or negative contrast information processing pathways, the ON-OFF grid stimulation pattern that simultaneously activated both pathways, and the uniform flickering stimulation pattern that served as a control group. The contrast-intensity and contrast-user experience curves were obtained for each stimulation pattern. Accordingly, the optimized stimulation schemes with low spatial contrast (the ON-50% grid stimulus, the OFF-50% grid stimulus, and the Flicker-30% stimulus) were applied in a 12-target and a 40-target BCI speller and compared with the traditional uniform flickering stimulus (the Flicker-500% stimulus) in the evaluation of BCI performance and subjective experience.
The OFF-50% grid stimulus showed comparable online performance (12-target, 2 s: 69.87 ± 0.74 vs. 69.76 ± 0.58 bits min
, 40-target, 4 s: 57.02 ± 2.53 vs. 60.79 ± 1.08 bits min
) and improved user experience (better comfortable level, weaker flicker perception and higher preference level) compared to the traditional Flicker-500% stimulus in both multi-targets BCI spellers.
Selective activation of the negative contrast information processing pathway using the new OFF-50% grid stimulus evoked robust SSVEP responses. On this basis, high-performance and user-friendly SSVEP-based BCIs have been developed and implemented, which has important theoretical significance and application value in promoting the development of the visual BCI technology.</abstract><cop>England</cop><pub>IOP Publishing</pub><pmid>36827704</pmid><doi>10.1088/1741-2552/acbee0</doi><tpages>22</tpages><orcidid>https://orcid.org/0000-0002-8161-2150</orcidid><orcidid>https://orcid.org/0000-0002-1631-0199</orcidid></addata></record> |
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subjects | Algorithms Brain-Computer Interfaces electroencephalography Electroencephalography - methods Evoked Potentials, Visual grid stimulus Perception Photic Stimulation - methods steady-state visual evoked potentials task-related component analysis |
title | A new grid stimulus with subtle flicker perception for user-friendly SSVEP-based BCIs |
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