Title :
Effect of duty cycle in different frequency domains on SSVEP based BCI: A preliminary study
Author :
Gan Huang ; Lin Yao ; Dingguo Zhang ; Xiangyang Zhu
Author_Institution :
State Key Lab. of Mech. Syst. & Vibration, Shanghai Jiao Tong Univ., Shanghai, China
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
Compared with the well learned amplitude-frequency characteristic of Steady State Visual Evoked Potential (SSVEP), the effect of duty cycle is still unclear. In this work, the influence of duty cycle on SSVEP response is investigated in differnt frequency domains. The amplitude surface with the change of both frequencies and duty cycles is plotted. To get a stable response, the experiment arranged in 3 days, and each result is an average of 12 repetitions. It is interesting that the results from power spectral density (PSD) and canonical correlation analysis (CCA) method are not consistent. In addition, the relation between the fundamental component and its second harmonic component with the change of duty cycle is quite different at frequency of 7Hz, 10Hz and 13Hz. Based on the amplitude surface, we try to configure the subject-specific SSVEP based BCI. The frequencies and duty cycles of the stimulus are selected corresponding to the higher SSVEP response in the amplitude surface. Cross validation results show a significant improvement in the performance for the adjustment of duty cycle.
Keywords :
brain-computer interfaces; correlation methods; eye; medical computing; visual evoked potentials; SSVEP Based BCI; SSVEP response; amplitude surface; amplitude-frequency characteristic; canonical correlation analysis; cross validation; duty cycle; duty cycle effect; frequency 10 Hz; frequency 13 Hz; frequency 7 Hz; frequency domains; power spectral density method; second harmonic component; significant improvement; steady state visual evoked potential; Accuracy; Biomedical engineering; Correlation; Frequency domain analysis; Harmonic analysis; Steady-state; Visualization; Electroencephalography; Evoked Potentials, Visual; Humans;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6347342