Incorporation of Dynamic Stopping Strategy into the Hybrid P300 and SSVEP BCI-based Communication

被引:0
|
作者
Huang, Jianyong [1 ]
Zhang, Jianhao [1 ]
Wang, Bingbing [1 ]
Pan, Jiahui [1 ]
机构
[1] South China Normal Univ, Sch Software, Foshan, Guangdong, Peoples R China
来源
PROCEEDINGS OF 2021 2ND INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND INFORMATION SYSTEMS (ICAIIS '21) | 2021年
基金
中国国家自然科学基金;
关键词
Communication; brain-computer interface (BCI); hybrid system; dynamic stopping; P300; steady-state visual evoked potential (SSVEP);
D O I
10.1145/3469213.3470257
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we established a hybrid P300 and steady-state visual evoked potential (SSVEP) brain-computer interface (BCI) with a dynamic stopping strategy for yes/no communication. To improve the BCI performance, a Bayesian framework was adopted to dynamically detect the SSVEP and P300 potential. Furthermore, a two-layer data fusion method was proposed to combine P300 and SSVEP signals. Eleven healthy subjects participated in the communication experiment. Mean accuracy of 97.45% was obtained using our hybrid BCI. Furthermore, this result showed that the incorporation of a dynamic stopping strategy into hybrid BCI could significantly increase the accuracy with a reduction of the operation time.
引用
收藏
页数:5
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