A Driver-Vehicle Interface Based on ERD/ERS Potentials and Alpha Rhythm

被引:0
作者
Bi, Luzheng [1 ]
He, Tenghuan [1 ]
Fan, Xinan [1 ]
机构
[1] Beijing Inst Technol, Sch Mech Engn, Beijing, Peoples R China
来源
2014 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC) | 2014年
关键词
Brain-controlled vehicle; driver-vehicle interaction; motor imagery; alpha rhythm; BRAIN-COMPUTER INTERFACE; HEAD; WHEELCHAIR;
D O I
暂无
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 propose a novel driver-vehicle interface by using the event-related desynchronizations (ERD) and event-related synchronization (ERS) potentials induced by motor imagery in conjunction with alpha rhythm to interact with a vehicle. The alpha rhythm, which is recognized by using a linear discriminant analysis (LDA) classifier, is employed to control the starting and stopping of the vehicle. The ERD/ERS brain-computer interface (BCI) is applied to control the turning left and right of the vehicle. A simulated vehicle based on the proposed driver-vehicle interface is developed and tested online by applying a driving task, including vehicle starting and stopping, lane keeping and curve negotiation, and avoiding obstacle. The experimental results suggest that the proposed interface is feasible.
引用
收藏
页码:1058 / 1062
页数:5
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