The Study of Classification of Motor Imaginaries Based on Kurtosis of EEG
作者： Xiaopei Wu , Zhongfu Ye
DOI: 10.1007/11893295_9
关键词: Kurtosis 、 Speech recognition 、 Artificial neural network 、 Classifier (UML) 、 Electroencephalography 、 Computer science
摘要: In this paper, the kurtosis-based method for classification of mental activities is proposed. The EEG signals were recorded during imagination left or right hand movement. kurtosis and its dynamic properties with respect to time are analyzed. experiment results show that can reflect pattern changes different motor imageries. According analysis results, a based classifier movement designed. This achieves near 90% correct rate. As computationally less demanding also be estimated in on-line way, so new proposed paper has practicability application brain-computer interface.
springer.com
springerlink.com参考文章(8)
G Pfurtscheller, A Aranibar, Event-related cortical desynchronization detected by power measurements of scalp EEG ☆ Electroencephalography and Clinical Neurophysiology. ,vol. 42, pp. 817- 826 ,(1977) , 10.1016/0013-4694(77)90235-8
Eleanor A Curran, Maria J Stokes, Learning to control brain activity: A review of the production and control of EEG components for driving brain–computer interface (BCI) systems Brain and Cognition. ,vol. 51, pp. 326- 336 ,(2003) , 10.1016/S0278-2626(03)00036-8
Gert Pfurtscheller, Christa Neuper, GR Muller, Bernhard Obermaier, Gunter Krausz, A Schlogl, Reinhold Scherer, Bernhard Graimann, Claudia Keinrath, Dimitris Skliris, M Wortz, Gernot Supp, C Schrank, None, Graz-BCI: state of the art and clinical applications international conference of the ieee engineering in medicine and biology society. ,vol. 11, pp. 177- 180 ,(2003) , 10.1109/TNSRE.2003.814454
J.R. Wolpaw, D.J. McFarland, T.M. Vaughan, G. Schalk, The Wadsworth Center brain-computer interface (BCI) research and development program international conference of the ieee engineering in medicine and biology society. ,vol. 11, pp. 204- 207 ,(2003) , 10.1109/TNSRE.2003.814442
G. Pfurtscheller, C. Neuper, Motor imagery and direct brain-computer communication Proceedings of the IEEE. ,vol. 89, pp. 1123- 1134 ,(2001) , 10.1109/5.939829
J.R. Wolpaw, D.J. McFarland, T.M. Vaughan, Brain-computer interface research at the Wadsworth Center international conference of the ieee engineering in medicine and biology society. ,vol. 8, pp. 222- 226 ,(2000) , 10.1109/86.847823
A. Schloegl, K. Lugger, G. Pfurtscheller, Using adaptive autoregressive parameters for a brain-computer-interface experiment international conference of the ieee engineering in medicine and biology society. ,vol. 4, pp. 1533- 1535 ,(1997) , 10.1109/IEMBS.1997.757002
Z.A. Keirn, J.I. Aunon, A new mode of communication between man and his surroundings IEEE Transactions on Biomedical Engineering. ,vol. 37, pp. 1209- 1214 ,(1990) , 10.1109/10.64464