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Design Of A Brain Computer Interface Based on Electroencephalogram
Details
A Brain Computer Interface (BCI) is a communication device between the brain and an external device, usually a computer. The main purpose of BCI systems is repairing or assisting human motor-sensory functions by asking the brain to control synthetic devices, computer cursors or robot arms. In this study, both acquisition hardware and software of a two channel EEG based brain computer interface was designed. After investigation of the components in EEG, motor imagery related mu and beta rhythms were selected for the information sources of the system. In order to discriminate left and right hand movement imagery, three different feature extraction methods was developed using: Discrete Wavelet transform, Power Spectrum transform and Band Pass FIR filters for Mu and Beta rhythms. These features were used as inputs to a two layer feed forward Back propagation neural network for classification. Designed system was trained and simulated with the data provided in BCI Competition II. With the direction of the results, a low power system with the TI MSP430 microcontroller using FIR filters and a neural network was implemented.
Autorentext
Ozan Gunaydin was born in Mersin in 1981. He received his B.S. degree in Electrical Engineering from Sakarya University in 2002 and M.S. degree in Biomedical Engineering from Bogazici University, Istanbul,Turkey in 2010. His research interests include machine learning, operating systems, signal processing and neural networks.
Weitere Informationen
- Allgemeine Informationen
- GTIN 09783844391503
- Genre Elektrotechnik
- Sprache Englisch
- Anzahl Seiten 136
- Größe H220mm x B150mm x T9mm
- Jahr 2011
- EAN 9783844391503
- Format Kartonierter Einband
- ISBN 3844391509
- Veröffentlichung 25.05.2011
- Titel Design Of A Brain Computer Interface Based on Electroencephalogram
- Autor Ozan Günayd n
- Untertitel A Complete System Design from Hardware Implementation to High Level Application
- Gewicht 221g
- Herausgeber LAP LAMBERT Academic Publishing