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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao https://doi.org/10.1...arrow_drop_down
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
https://doi.org/10.1109/cyber5...
Article . 2020 . Peer-reviewed
License: IEEE Copyright
Data sources: Crossref
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A Semi-Asynchronous Real-Time Facial Expression Assisted Brain Control Method: An Extension

Authors: Zhufeng Lu; Xiaodong Zhang; Hanzhe Li; Teng Zhang; Yi Zhang;

A Semi-Asynchronous Real-Time Facial Expression Assisted Brain Control Method: An Extension

Abstract

Considering the limitations of stimulator redundancy and user-unfriendliness in the mainstream brain control paradigm, a facial expression assisted brain control method had been proposed by our research group for the realtime and precise needs of peripheral control. Focused on further research, this paper proposed an updated version with semi-asynchronous strategy and up to eight instruction sets, in which EEGs with 100 ms window length were selected in realizing the real-time decoding. An algorithm based on ‘one vs one’ CSP combined with SVM was applied in processing signals. By taking Normal as the idle state, combined with other eight assisting facial expressions, the semi-asynchronous detection and its real-time output were realized by the classifier for nine targets. Finally, the research results show the accuracy rate of semi-asynchronous real-time processing is 88.8% with eight instructions and 92.8% with abridged six instructions.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average
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