A novel steady-state visually evoked potential-based brain-computer interface design: Character Plotter

Biomedical Signal Processing and Control

Volumn 10, Issue 1, 2014, Pages 145-152

  Işcan, Zafer ^a   Dokur, Zümray ^b  

^a STONY BROOK UNIVERSITY   (United States)

^b ISTANBUL TECHNICAL UNIVERSITY   (Turkey)

Author keywords

Brain computer interface; Canonical correlation analysis; EEG classification; Steady state visually evoked potentials; Visual stimuli

Indexed keywords

CORRELATION METHODS; DISCRIMINANT ANALYSIS; ELECTROENCEPHALOGRAPHY; ELECTROPHYSIOLOGY; INTERFACE STATES; PLOTTERS (COMPUTER); SUPPORT VECTOR MACHINES;

CANONICAL CORRELATION ANALYSIS; CLASSIFICATION PERFORMANCE; EEG CLASSIFICATION; LINEAR DISCRIMINANT ANALYSIS; NEAREST MEAN CLASSIFIERS; STEADY STATE VISUALLY EVOKED POTENTIALS; TRAINING SESSIONS; VISUAL STIMULUS;

BRAIN COMPUTER INTERFACE;

ACCURACY; ADULT; ARTICLE; BRAIN COMPUTER INTERFACE; CLASSIFICATION ALGORITHM; CLASSIFIER; CONTROLLED STUDY; CORRELATION ANALYSIS; DISCRIMINANT ANALYSIS; ELECTROENCEPHALOGRAPHY; EVOKED VISUAL RESPONSE; FEMALE; HUMAN; HUMAN EXPERIMENT; MALE; NORMAL HUMAN; PRIORITY JOURNAL; SIGNAL PROCESSING; STEADY STATE; STIMULUS RESPONSE; SUPPORT VECTOR MACHINE; WRITING;

EID: 84897996829     PISSN: 17468094     EISSN: 17468108     Source Type: Journal    
DOI: 10.1016/j.bspc.2013.11.009     Document Type: Article

References (37)

1. J.R. Wolpaw, N. Birbaumer, D.J. McFarland, G. Pfurtscheller, and T.M. Vaughan Brain-computer interfaces for communication and control Clinical Neurophysiology: Official Journal of the International Federation of Clinical Neurophysiology 113 2002 767 791
2. E.A. Felton Human factors studies of brain-computer interfaces: performance and mental effort for able and physically disabled Biomedical Engineering 2007 University of Wisconsin-Madison Madison, Wisconsin, United States
3. N. Chumerin, N.V. Manyakov, M. van Vliet, A. Robben, A. Combaz, and M. Van Hulle Steady-state visual evoked potential-based computer gaming on a consumer-grade EEG device IEEE Transactions on Computational Intelligence and AI in Games 5 2013 100 110
4. G.N. Garcia Molina Direct Brain-Computer Communication Through Scalp Recorded EEG Signals 2004 EPFL Lausanne
5. S. Andrews, R. Palaniappan, A. Teoh, and L.C. Kiong Enhancing P300 component by spectral power ratio principal components for a single trial BCI American Journal of Applied Sciences 5 2008 6
6. G. Bin, X. Gao, Y. Wang, B. Hong, and S. Gao Research frontier: VEP-based brain-computer interfaces: time, frequency, and code modulations Competitive Intelligence Magazine 4 2009 22 26
7. A. Rakotomamonjy, and V. Guigue BCI competition III: dataset II - ensemble of SVMs for BCI P300 speller IEEE Transactions on Bio-medical Engineering 55 2008 1147 1154
8. D. Regan Steady-state evoked potentials Journal of the Optical Society of America 67 1977 1475 1489
9. O. Friman, I. Volosyak, and A. Graser Multiple channel detection of steady-state visual evoked potentials for brain-computer interfaces IEEE Transactions on Bio-medical Engineering 54 2007 742 750
10. J. Wilson, and R. Palaniappan Analogue mouse pointer control via an online steady state visual evoked potential (SSVEP) brain computer interface Journal of Neural Engineering 8 2011 025026
11. B. Guangyu, G. Xiaorong, Y. Zheng, H. Bo, and G. Shangkai An online multi-channel SSVEP-based brain-computer interface using a canonical correlation analysis method Journal of Neural Engineering 6 2009 046002
12. T.M.S. Mukesh, V. Jaganathan, and M.R. Reddy A novel multiple frequency stimulation method for steady state VEP based brain computer interfaces Physiological Measurement 27 2006 61
13. T. Yamaguchi, K. Omori, J. Irie, and K. Inoue Feature extraction from EEG signals in SSVEP spelling system Proceedings of SICE Annual Conference 2010 58 62
14. Y. Zheng, G. Xiaorong, B. Guangyu, H. Bo, and G. Shangkai A half-field stimulation pattern for SSVEP-based brain-computer interface Annual International Conference of the IEEE Engineering in Medicine and Biology Society. EMBC 2009 2009 6461 6464
15. H.-J. Hwang, J.-H. Lim, Y.-J. Jung, H. Choi, S.W. Lee, and C.-H. Im Development of an SSVEP-based BCI spelling system adopting a QWERTY-style LED keyboard Journal of Neuroscience Methods 208 2012 59 65
16. M.A. Lopez-Gordo, A. Prieto, F. Pelayo, and C. Morillas Use of phase in brain-computer interfaces based on steady-state visual evoked potentials Neural Processing Letters 32 2010 1 9
17. C. Jia, X. Gao, B. Hong, and S. Gao Frequency and phase mixed coding in SSVEP-based brain-computer interface IEEE Transactions on Bio-medical Engineering 58 2011 200 206
18. H. Cecotti Classification of steady-state visual evoked potentials based on the visual stimuli duty cycle 2010 3rd International Symposium on Applied Sciences in Biomedical and Communication Technologies (ISABEL) 2010 1 5
19. E. Yin, Z. Zhou, J. Jiang, F. Chen, Y. Liu, and D. Hu A novel hybrid BCI speller based on the incorporation of SSVEP into the P300 paradigm Journal of Neural Engineering 10 2013 026012
20. R. Leeb, D. Friedman, G.R. Muller-Putz, R. Scherer, M. Slater, and G. Pfurtscheller Self-paced (asynchronous) BCI control of a wheelchair in virtual environments: a case study with a tetraplegic Computational Intelligence and Neuroscience 2007 2007 79642
21. S.H. Choi, and M. Lee Estimation of motor imaginary using fMRI experiment based EEG sensor location International Journal of Computational Intelligence Research 3 2007 46 49
22. H.H. Jasper The ten-twenty electrode system of the International Federation Electroencephalography and Clinical Neurophysiology 1958 371 375
23. L.J. Trejo, R. Rosipal, and B. Matthews Brain-computer interfaces for 1-D and 2-D cursor control: designs using volitional control of the EEG spectrum or steady-state visual evoked potentials IEEE Transactions on Neural Systems and Rehabilitation Engineering 14 2006 225 229
24. M. Kleiner, D. Brainard, and D. Pelli What's new in Psychtoolbox-3? Perception 36 2007
25. N. Chumerin, N. Manyakov, A. Combaz, A. Robben, M. Vliet, and M. Hulle Steady state visual evoked potential based computer gaming - the maze A. Camurri, C. Costa, Intelligent Technologies for Interactive Entertainment 2012 Springer Berlin, Heidelberg 28 37
26. B. Ali, F. Mehrdad, K.W. Rabab, and E.B. Gary A survey of signal processing algorithms in brain-computer interfaces based on electrical brain signals Journal of Neural Engineering 4 2007 R32
27. H. Hotelling Relations between two sets of variates Biometrika 28 1936 321 377
28. Z. Iscan, and Z. Dokur Classification of steady state visual evoked potentials by multi-class T-weight method PRIA-11-2013 11th International Conference on Pattern Recognition and Image Analysis Samara, Russia 2013 575 578
29. M. Senthilmurugan, M. Latha, and N. Malmurugan Classification in EEG-based brain computer interfaces using inverse model International Journal of Computer Theory and Engineering 3 2011 274 276
30. F. Lotte, M. Congedo, A. Lecuyer, F. Lamarche, and B. Arnaldi A review of classification algorithms for EEG-based brain-computer interfaces Journal of Neural Engineering 4 2007 R1 R13
31. M. Zhong, F. Lotte, M. Girolami, and A. Lecuyer Classifying EEG for brain computer interfaces using Gaussian processes Pattern Recognition Letters 29 2008 354 359
32. S. Abe Support Vector Machines for Pattern Classification 2005 Springer London
33. R.O. Duda, P.E. Hart, and D.G. Stork Pattern Classification 2nd ed. 2001 John Wiley & Sons New York
34. J. Stoeckel, G. Malandain, O. Migneco, P.M. Koulibaly, P. Robert, N. Ayache, and J. Darcourt Classification of SPECT images of normal subjects versus images of Alzheimer's disease patients Proceedings of the 4th International Conference on Medical Image Computing and Computer-Assisted Intervention 2001 Springer-Verlag Utrecht, The Netherlands 666 674
35. R.P.W. Duin, P. Juszczak, D.d. Ridder, P. Paclik, E. Pekalska, and D.M.J. Tax PRTools, a Matlab Toolbox for Pattern Recognition 2004
36. J.R. Wolpaw, N. Birbaumer, W.J. Heetderks, D.J. McFarland, P.H. Peckham, G. Schalk, E. Donchin, L.A. Quatrano, C.J. Robinson, and T.M. Vaughan Brain-computer interface technology: a review of the first international meeting IEEE Transactions on Rehabilitation Engineering 8 2000 164 173
37. Z. Wu, Y. Lai, Y. Xia, D. Wu, and D. Yao Stimulator selection in SSVEP-based BCI Medical Engineering & Physics 30 2008 1079 1088