Design Of A Brain Computer Interface Based on Electroencephalogram

A Complete System Design from Hardware Implementation to High Level Application

Ozan Günayd n (Autor)

Buch | Softcover

136 Seiten

2011
Dictus Publishing (Verlag)
978-3-8443-9150-3 (ISBN)

Infos

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.

Autor

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.

Produkt-Details

• Sprache: englisch
• Maße: 150 x 220 mm
• Gewicht: 196 g
• Themenwelt: Technik ► Elektrotechnik / Energietechnik
• ISBN-10: 3-8443-9150-9 / 3844391509
• ISBN-13: 978-3-8443-9150-3 / 9783844391503
• Zustand: Neuware