A review and experimental study on the application of classifiers and evolutionary algorithms in EEG-based brain–machine interface systems

作者: Farajollah Tahernezhad-Javazm , Vahid Azimirad , Maryam Shoaran

DOI: 10.1088/1741-2552/AA8063

关键词:

摘要: Objective. Considering the importance and the near-future development of noninvasive brain–machine interface (BMI) systems, this paper presents a comprehensive theoretical–…

参考文章(256)
J.-M Cano-Izquierdo, J. Ibarrola, M. Almonacid, Improving Motor Imagery Classification With a New BCI Design Using Neuro-Fuzzy S-dFasArt international conference of the ieee engineering in medicine and biology society. ,vol. 20, pp. 2- 7 ,(2012) , 10.1109/TNSRE.2011.2169991
Ferran Galán, Francesc Oliva, Joan Guàrdia, Using mental tasks transitions detection to improve spontaneous mental activity classification. Medical & Biological Engineering & Computing. ,vol. 45, pp. 603- 609 ,(2007) , 10.1007/S11517-007-0197-7
Rifai Chai, Sai Ho Ling, Gregory P. Hunter, Yvonne Tran, Hung T. Nguyen, Brain–Computer Interface Classifier for Wheelchair Commands Using Neural Network With Fuzzy Particle Swarm Optimization IEEE Journal of Biomedical and Health Informatics. ,vol. 18, pp. 1614- 1624 ,(2014) , 10.1109/JBHI.2013.2295006
Matej Črepinšek, Shih-Hsi Liu, Luka Mernik, A note on teaching-learning-based optimization algorithm Information Sciences. ,vol. 212, pp. 79- 93 ,(2012) , 10.1016/J.INS.2012.05.009
Andrés Úbeda, Eduardo Iáñez, José M. Azorín, Carlos Perez-Vidal, Endogenous brain-machine interface based on the correlation of EEG maps Computer Methods and Programs in Biomedicine. ,vol. 112, pp. 302- 308 ,(2013) , 10.1016/J.CMPB.2013.01.012
P Aricò, F Aloise, F Schettini, S Salinari, D Mattia, F Cincotti, Influence of P300 latency jitter on event related potential-based brain–computer interface performance Journal of Neural Engineering. ,vol. 11, pp. 035008- ,(2014) , 10.1088/1741-2560/11/3/035008
Dennis J. McFarland, Lynn M. McCane, Stephen V. David, Jonathan R. Wolpaw, Spatial filter selection for EEG-based communication Electroencephalography and Clinical Neurophysiology. ,vol. 103, pp. 386- 394 ,(1997) , 10.1016/S0013-4694(97)00022-2
Enrique Hortal, Andrés Úbeda, Eduardo Iáñez, José M. Azorín, Control of a 2 DoF robot using a Brain-Machine Interface Computer Methods and Programs in Biomedicine. ,vol. 116, pp. 169- 176 ,(2014) , 10.1016/J.CMPB.2014.02.018
Mitul Kumar Ahirwal, Anil Kumar, Girish Kumar Singh, Analysis and testing of PSO variants through application in EEG/ERP adaptive filtering approach Biomedical Engineering Letters. ,vol. 2, pp. 186- 197 ,(2012) , 10.1007/S13534-012-0071-X
Hans Berger, Über das Elektrenkephalogramm des Menschen Archiv für Psychiatrie und Nervenkrankheiten. ,vol. 87, pp. 527- 570 ,(1929) , 10.1007/BF01797193