International Journal of Advances in Electronics and Computer Science ( IJAECS )
A highly rated peer reviewed monthly International Journal
Editor-in-Chief : Dr. P. Suresh
Contact Person : Technical Editor
Contact Mail : [email protected]  
Current Issue : Volume-11,Issue-2  ( Feb, 2024 ) View More
Journal Impact Factor : 2.68 View More

Journal Info
Publisher:IRAJ
ISSN (p): 2394-2835
Issues /Year :12
Stay up-to-date
Register your interests and receive email alerts tailored to your needs
Follow us
facebook twitter linked in

Paper Detail


Paper Title
Analysis Of Eeg Using Ica To Rehabilitate Completely Locked In Syndrome Patients

Abstract
Abstract - Millions of people worldwide are permanently disabled either due to stroke or injury to the spinal cord. Rehabilitation of the disabled is one of the major challenges in the present world. There are many undergoing researches in the field of Brain Computer Interface (BCI) to establish an interaction between the human neural system and machine to enable the disabled to communicate and control devices for better living. Establishment of muscular movement in humans who have lost motor control due to injury or paralysis by the interpretation of brain rhythm is a very interesting and ongoing front end research. This paper proposes the use of EEG signals for controlling the movement of muscles and subsequent rehabilitation of the subject. Here the EEG signals from brain activity while imagining motor movements are captured. The required features for classification of motor movements is done using Independent Component Analysis by Entropy Bound Minimization (ICA_EBM), a method for finding underlying factors or components from multivariate (multi-dimensional) statistical data that are both statistically independent and non-Gaussian. The processed motor imagery signals are classified using feed forward back propagation Neural Networks (NN). The EEG processed and classified signals act as stimulus to the BCI, developed using Arduino, providing rehabilitation for the disabled. Index terms - Brain Compute interface, EEG, Artificial neural network, ICA


Author - Vidya Devi M, Rashmi S, Sunitha Nayak C, Yogashree V

Published : Volume-2, Issue-8  ( Aug, 2015 )


DOIONLINE Number - IJAECS-IRAJ-DOIONLINE-2798   View Here

| PDF |
Viewed - 56
| Published on 2015-08-08
   
   
PAST ISSUES
Volume-11,Issue-1  ( Jan, 2024 )
Volume-10,Issue-12  ( Dec, 2023 )
Volume-10,Issue-11  ( Nov, 2023 )
Volume-10,Issue-10  ( Oct, 2023 )
Volume-10,Issue-9  ( Sep, 2023 )
Volume-10,Issue-8  ( Aug, 2023 )
Volume-10,Issue-7  ( Jul, 2023 )
Volume-10,Issue-6  ( Jun, 2023 )
Volume-10,Issue-5  ( May, 2023 )
Volume-10,Issue-4  ( Apr, 2023 )
Journal Indexed