Abstract
We propose a BCI mouse and speller based on the manipulation of P300 waves in EEG signals. The 2–D motion of the pointer on the screen is controlled by directly combining the amplitudes of the output produced by a filter in the presence of different stimuli. This filter and the features to be combined within it are optimised by a GA.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Beverina, F., Palmas, G., Silvoni, S., Piccione, F., Giove, S.: User adaptive BCIs: SSVEP and P300 based interfaces. PsychNology Journal 354, 331–354 (2003)
Cinel, C., Poli, R., Citi, L.: Possible sources of perceptual errors P300-based speller paradigm. Biomedizinische Technik, Proceedings of 2nd International BCI workshop and Training Course 49, 39–40 (2004)
Citi, L., Poli, R., Cinel, C., Sepulveda, F.: P300-based brain computer interface mouse with genetically-optimised analogue control. Technical Report CSM-451, Department of Computer Science, University of Essex (May 2006)
Citi, L., Poli, R., Sepulveda, F.: An evolutionary approach to feature selection and classification in P300-based BCI. Biomedizinische Technik, Proceedings of 2nd International BCI workshop and Training Course 49, 41–42 (2004)
Donchin, E., Coles, M.G.H.: Is the P300 a manifestation of context updating?. Behavioral and Brain Sciences 372, 355–372 (1988)
Donoghue, J.: Connecting cortex to machines: recent advances in brain interfaces. Nature Neuroscience 5, 1085–1088 (2002)
Eshelman, L.J., Schaffer, J.D.: Real-Coded Genetic Algorithms and Interval Schemata. In: Whitley, L.D. (ed.) Foundations of Genetic Algorithms 2, Morgan Kaufmann Publishers, San Mateo, CA (1993)
Farwell, L.A., Donchin, E.: Talking off the top of your head: A mental prosthesis utilizing event-related brain potentials. Electroencephalography and Clinical Neurophysiology 70, 510–523 (1988)
Polikoff, J.B., Bunnell, H.T., B. Jr, W.J.: Toward p300-based computer interface. In: Proc. Rehab. Eng. and Assistive Technology Society of North America (RESNA’95), pp. 178–180. RESNA PRESS, Arlington, Va (1995)
Wolpaw, J.R., Birbaumer, N., McFarland, D.J., Pfurtscheller, G., Vaughan, T.M.: Brain-computer interfaces for communication and control. Clinical Neurophysiology 113(6), 767–791 (2002)
Wolpaw, J.R., McFarland, D.J.: Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans. Proceedings of the National Academy of Sciences 101(51), 17849–17854 (2004)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2007 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Poli, R., Cinel, C., Citi, L., Sepulveda, F. (2007). Evolutionary Brain Computer Interfaces. In: Giacobini, M. (eds) Applications of Evolutionary Computing. EvoWorkshops 2007. Lecture Notes in Computer Science, vol 4448. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-71805-5_33
Download citation
DOI: https://doi.org/10.1007/978-3-540-71805-5_33
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-71804-8
Online ISBN: 978-3-540-71805-5
eBook Packages: Computer ScienceComputer Science (R0)