Title :
Detecting eye movements in EEG for controlling devices
Author :
Gupta, Soumya Sen ; Soman, Sumit ; Raj, P. Goutham ; Prakash, R. ; Sailaja, S. ; Borgohain, R.
Author_Institution :
Centre for Dev. of Adv. Comput. (CDAC), Noida, India
Abstract :
Eye blinks and lateral eye movements are prominent in EEG signals which are obtained by placing electrodes in the frontal region of the brain. This paper presents a machine learning approach to detect eye movements and blinks from EEG data and map them as intents to control external devices like a computer desktop or a wheel chair.
Keywords :
electroencephalography; eye; learning (artificial intelligence); medical signal processing; EEG signals; electrodes; external device control; eye blinks; eye movement detection; lateral eye movements; machine learning; Electroencephalography; Equations; Feature extraction; Mathematical model; Spatial filters; Support vector machines; Training; Brain Computer Interface; Common Spatial Pattern Filter; EEG; EOG; Electroencephalography; Support Vector Machine;
Conference_Titel :
Computational Intelligence and Cybernetics (CyberneticsCom), 2012 IEEE International Conference on
Conference_Location :
Bali
Print_ISBN :
978-1-4673-0891-5
DOI :
10.1109/CyberneticsCom.2012.6381619
