Faculty of Science and Technology, Nakhon Si Thammarat Rajabhat University, Nakhon Si Thammarat 80280, Thailand.
School of Informatics, Walailak University, Nakhon Si Thammarat 80160, Thailand.
Sensors (Basel). 2024 Oct 1;24(19):6378. doi: 10.3390/s24196378.
A tactile event-related potential (ERP)-based brain-computer interface (BCI) system is an alternative for enhancing the control and communication abilities of quadriplegic patients with visual or auditory impairments. Hence, in this study, we proposed a tactile stimulus pattern using a vibrotactile stimulator for a multicommand BCI system. Additionally, we observed a tactile ERP response to the target from random vibrotactile stimuli placed in the left and right wrist and elbow positions to create commands. An experiment was conducted to explore the location of the proposed vibrotactile stimulus and to verify the multicommand tactile ERP-based BCI system. Using the proposed features and conventional classification methods, we examined the classification efficiency of the four commands created from the selected EEG channels. The results show that the proposed vibrotactile stimulation with 15 stimulus trials produced a prominent ERP response in the Pz channels. The average classification accuracy ranged from 61.9% to 79.8% over 15 stimulus trials, requiring 36 s per command in offline processing. The P300 response in the parietal area yielded the highest average classification accuracy. The proposed method can guide the development of a brain-computer interface system for physically disabled people with visual or auditory impairments to control assistive and rehabilitative devices.
一种基于触觉事件相关电位(ERP)的脑机接口(BCI)系统是增强具有视觉或听觉障碍的四肢瘫痪患者的控制和交流能力的替代方法。因此,在这项研究中,我们提出了一种使用振动触觉刺激器的触觉刺激模式,用于多命令 BCI 系统。此外,我们观察到了对来自随机放置在左右手腕和肘部位置的目标的触觉 ERP 响应,以创建命令。进行了一项实验来探索所提出的振动触觉刺激的位置,并验证基于多命令触觉 ERP 的 BCI 系统。使用所提出的特征和常规分类方法,我们检查了从选定的 EEG 通道创建的四个命令的分类效率。结果表明,所提出的具有 15 个刺激试验的振动触觉刺激在 Pz 通道产生了明显的 ERP 响应。在 15 个刺激试验中,平均分类准确率在 61.9%到 79.8%之间,离线处理每个命令需要 36 秒。在顶叶区域的 P300 响应产生了最高的平均分类准确率。该方法可以为具有视觉或听觉障碍的身体残疾人士开发脑机接口系统,以控制辅助和康复设备。