Title :
Frequency-wise optimal duty-cycle selection in steady state visual evoked potentials: A pilot study
Author :
Dong-Ok Won ; Seong-Whan Lee
Author_Institution :
Dept. of Brain & Cognitive Eng., Korea Univ., Seoul, South Korea
Abstract :
We propose an optimal duty-cycle selection method for steady state visual evoked potentials (SSVEP) based brain computer interface (BCI) system. In SSVEP based BCI, visual stimuli are usually selected in a low frequency range. However, previous studies showed that a higher frequency range is more visually comfortable than the low frequency range for SSVEP based BCI. In addition, frequencies of 15-25Hz ranges are provocative to cause photosensitivity epileptic seizure problem. We designed an experiment to select an optimal duty cycle visual flicker for each frequency in a range of 27.5Hz to 33.5Hz. We utilized canonical correlation analysis (CCA) in order to extract the frequency component features from multi-channel EEG data. The goal of this study was to select optimal visual flicker within minimum visual fatigue. Visual flickers with the largest amplitude among the duty-cycle higher than 50% were selected as optimum. The performance of the proposed system showed an average accuracy of 90%. In conclusion, we proposed a comfortable SSVEP based BCI system by reducing visual fatigue for the user (or patient), with encouraging results.
Keywords :
brain-computer interfaces; electroencephalography; medical signal processing; statistical analysis; visual evoked potentials; CCA; SSVEP based BCI; canonical correlation analysis; electroencephalography; frequency 15 Hz to 25 Hz; frequency 27.5 Hz to 33.5 Hz; frequency component feature extraction; frequency-wise optimal duty-cycle selection; multichannel EEG data; optimal duty cycle visual flicker; photosensitivity epileptic seizure problem; steady state visual evoked potential based brain computer interface system; visual stimuli; Accuracy; Correlation; Electroencephalography; Fatigue; Frequency conversion; Steady-state; Visualization; Brain-computer interface (BCI); Duty-cycle; Steady state visual evoked potentials (SSVEP);
Conference_Titel :
Brain-Computer Interface (BCI), 2014 International Winter Workshop on
Conference_Location :
Jeongsun-kun
DOI :
10.1109/iww-BCI.2014.6782568