An Electric Wheelchair Manipulating System Using SSVEP-Based BCI System

被引:14
|
作者
Chen, Wen [1 ]
Chen, Shih-Kang [2 ]
Liu, Yi-Hung [3 ]
Chen, Yu-Jen [4 ]
Chen, Chin-Sheng [1 ]
机构
[1] Natl Taipei Univ Technol, Grad Inst Automat Technol, Taipei 10608, Taiwan
[2] Ind Technol Res Inst, Dept Mechatron Control, Hsinchu 310401, Taiwan
[3] Natl Taiwan Univ Sci & Technol, Dept Mech Engn, Taipei 106335, Taiwan
[4] MacKay Mem Hosp, Dept Radiat Oncol, Taipei 10449, Taiwan
来源
BIOSENSORS-BASEL | 2022年 / 12卷 / 10期
关键词
brain-computer interface (BCI); steady-state visual evoked potential (SSVEP); augmented reality (AR); canonical correlation analysis (CCA); electric wheelchair; simultaneous localization and mapping (SLAM); MULTIVARIATE SYNCHRONIZATION INDEX; FREQUENCY RECOGNITION; P300;
D O I
10.3390/bios12100772
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Most people with motor disabilities use a joystick to control an electric wheelchair. However, those who suffer from multiple sclerosis or amyotrophic lateral sclerosis may require other methods to control an electric wheelchair. This study implements an electroencephalography (EEG)-based brain-computer interface (BCI) system and a steady-state visual evoked potential (SSVEP) to manipulate an electric wheelchair. While operating the human-machine interface, three types of SSVEP scenarios involving a real-time virtual stimulus are displayed on a monitor or mixed reality (MR) goggles to produce the EEG signals. Canonical correlation analysis (CCA) is used to classify the EEG signals into the corresponding class of command and the information transfer rate (ITR) is used to determine the effect. The experimental results show that the proposed SSVEP stimulus generates the EEG signals because of the high classification accuracy of CCA. This is used to control an electric wheelchair along a specific path. Simultaneous localization and mapping (SLAM) is the mapping method that is available in the robotic operating software (ROS) platform that is used for the wheelchair system for this study.
引用
收藏
页数:20
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