Title :
Toward realistic implementation of Brain-Computer Interface for TV channel control
Author :
Miyoung Kim ; Taeho Hwang ; Eunmi Oh ; Hwangbo, Minsu
Author_Institution :
DMC R&D Center, Samsung Electron., Suwon, South Korea
Abstract :
In recent studies, there have been attempts to control smart devices using Brain-Computer Interface (BCI) as a proof-of-concept. BCI can be a new interface between the human brain and various consumer electronic devices. Among various BCI paradigms, we adopted P300-based BCI which has higher accuracy with less variability among subjects and requires less training. We have explored the feasibility of TV channel selection based on BCI at typical home environment in terms of viewing distance (3 meters) and screen size (46 inches). Four candidate channel menus in video type were displayed on each quadrant of TV screen. On the upper-left or upper-right corner of each rectangular channel menu, visual stimulus was flashed to elicit Event Related Potentials (ERP). With 8 subjects, we achieved 92.3% average accuracy using 16 EEG channels and 89.6% average accuracy using only 3 EEG channels positioned on the midline sites of human brain. We found an optimal subset of EEG channels while keeping the performance.
Keywords :
brain-computer interfaces; consumer electronics; electroencephalography; television; EEG channels; P300-based BCI; TV channel control; TV channel selection; TV screen; brain-computer interface; consumer electronic devices; event related potentials; home environment; human brain midline sites; rectangular channel menu; screen size; video type channel menus; viewing distance; visual stimulus; Accuracy; Brain-computer interfaces; Electrodes; Electroencephalography; Feature extraction; TV; Visualization; Brain-Computer Interface(BCI); P300;
Conference_Titel :
Consumer Electronics (GCCE), 2013 IEEE 2nd Global Conference on
Conference_Location :
Tokyo
Print_ISBN :
978-1-4799-0890-5
DOI :
10.1109/GCCE.2013.6664868