Sensors, Volume 24, Issue 19 , 01/10/2024
The Development of a Multicommand Tactile Event-Related Potential-Based Brain–Computer Interface Utilizing a Low-Cost Wearable Vibrotactile Stimulator
Abstract
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.
Document Type
Article
Source Type
Journal
Keywords
brain–computer interfaceelectroencephalographyEmotiv EPOC Flexevent-related potential (ERP)tactile stimulation
ASJC Subject Area
Engineering : Electrical and Electronic EngineeringPhysics and Astronomy : Atomic and Molecular Physics, and OpticsChemistry : Analytical ChemistryComputer Science : Information SystemsPhysics and Astronomy : InstrumentationBiochemistry, Genetics and Molecular Biology : Biochemistry