Title :
Implementation of a mental spelling system based on steady-state visual evoked potential (SSVEP)
Author :
Han-Jeong Hwang ; Jeong-hwan Lim ; Jun-Hak Lee ; Chang-Hwan Im
Author_Institution :
Dept. of Biomed. Eng., Hanyang Univ., Seoul, South Korea
Abstract :
In this study, we implemented a new mental spelling system based on steady-state visual evoked potential (SSVEP), adopting a QWERTY style layout keyboard with 30 LEDs flickering with different frequencies. During the offline experiments performed with five participants, we optimized various factors influencing the performance of the mental spelling system, such as distances between adjacent keys, light source arrangements, stimulating frequencies, recording electrodes, and visual angles. The online experiments were conducted with six participants to verify the feasibility of the optimized mental spelling system. The results of the online experiments were an average typing speed of 9.39 letters per minute (LPM) with an average success rate of 87.58 % corresponding to an average information transfer rate of 40.72 bits per minute, demonstrating the high performance of the developed mental spelling system. Indeed, the average typing speed of 9.39 LPM attained in this study was one of the best LPM results among those reported in previous BCI literatures. To further enhance the performance of our mental spelling system, we combined eye direction information (`left´ or `right´) extracted from a web camera with the SSVEP responses. As a result of the online experiments performed with 10 participants, the hybrid speller could reduce 16.6 typing errors on average.
Keywords :
brain-computer interfaces; keyboards; light emitting diodes; medical signal processing; visual evoked potentials; LED; QWERTY style layout keyboard; SSVEP; adjacent key distance; electrode recording; frequency stimulation; information transfer rate; letters per minute; light emitting diode; mental spelling system; source arrangement; steady-state visual evoked potential; visual angle; Cameras; Keyboards; Layout; Light emitting diodes; Light sources; Steady-state; Visualization; Mental speller; brain-computer interface (BCI); steady-state visual evoked potential (SSVEP); web camera;
Conference_Titel :
Brain-Computer Interface (BCI), 2013 International Winter Workshop on
Conference_Location :
Gangwo
Print_ISBN :
978-1-4673-5973-3
DOI :
10.1109/IWW-BCI.2013.6506638