SSVEP frequency detection methods considering background EEG

6th International Conference on Soft Computing and Intelligent Systems, and 13th International Symposium on Advanced Intelligence Systems, SCIS/ISIS 2012

Volumn , Issue , 2012, Pages 1138-1143

  Tanaka, Toshihisa ^a   Zhang, Cheng ^a   Higashi, Hiroshi ^a  

^a TOKYO UNIVERSITY OF AGRICULTURE AND TECHNOLOGY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

CANONICAL CORRELATION ANALYSIS; CLASSIFICATION ACCURACY; COMPONENT EXTRACTION; EEG SPECTRA; FREQUENCY DETECTION; INFORMATION TRANSFER RATE; LINEAR DISCRIMINANT ANALYSIS; STEADY-STATE VISUAL EVOKED POTENTIALS;

INTELLIGENT SYSTEMS;

SOFT COMPUTING;

EID: 84877825857     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SCIS-ISIS.2012.6505369     Document Type: Conference Paper

References (20)

1. J. J. Vidal, "Toward direct brain-computer communication," Annu. Rev. Biophys. Bioeng., vol. 2, pp. 157-180, 1973.
2. J. R.Wolpaw, N. Birbaumer, D. J. McFarland, G. Pfurtscheller, and T. M. Vaughan, "Brain-computer interfaces for communication and control," Clin. Neurophysiol., vol. 113, pp. 767-791, 2002.
3. J. R. Wolpaw and D. J. McFarland, "Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans," Proc. Nat. Acad. Sci. USA, vol. 101, pp. 17849-17854, Dec. 2004.
4. J. A. Wilson, E. A. Felton, P. C. Garell, G. Schalk, and J. C. Williams, "ECoG factors underlying multimodal control of a brain-computer interface," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 14, pp. 246-250, June 2006.
5. G. Pfurtscheller, C. Neupwe, C. Guger, W. Harkam, H. Ramoser, A. Schlogl, B. Obermaier, and M. Pregenzer, "Current trends in Graz brain-computer interface (BCI) research," IEEE Trans. Rehabil. Eng., vol. 8, pp. 216-219, June 2000.
6. M. Middendorf, G. McMillan, G. Calhoun, and K. S. Jones, "Brain-computer interfaces based on the steady-state visual-evoked response," IEEE Trans. Rehabil. Eng., vol. 8, pp. 211-214, June 2000.
7. Y. J. Wang, R. P. Wang, X. R. Gao, B. Hong, and S. K. Gao, "A practical VEP-based brain-computer interface," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 14, pp. 234-240, June 2006.
8. M. Cheng, X. R. Gao, S. K. Gao, and D. Xu, "Design and implementation of a brain-computer interface with high transfer rate," IEEE Trans. Biomed. Eng., vol. 49, pp. 1181-1186, Oct. 2002.
9. G. R. Muller-Putz and G. Pfurtscheller, "Control of an electrical prosthesis with an SSVEP-based BCI," IEEE Trans. Biomed. Eng., vol. 55, no. 1, pp. 361-364, 2008.
10. P. Martinez, H. Bakardjian, and A. Cichocki, "Fully online multi command brain-computer interface with visual neurofeedback using SSVEP paradigm," Comput. Intel. Neurosci., vol. 2007, 2007. Article ID 94561, 9 pages.
11. H. Bakardjian, T. Tanaka, and A. Cichocki, "Optimization of SSVEP brain responses with application to eight-command brain-computer interface," Neurosci. Lett., vol. 469, pp. 34-38, 2010.
12. Z. Lin, C. Zhang, W. Wu, and X. Gao, "Frequency recognition based on canonical correlation analysis for SSVEP-based BCIs," IEEE Trans. Biomed. Eng., vol. 34, no. 6, pp. 1172-1176, 2007.
13. C. Zhang, Y. Kimura, H. Higashi, and T. Tanaka, "A simple platform of brain-controlled mobile robot and its implementation by SSVEP," in Proc. of 2012 IEEE International Joint Conference on Neural Networks (IJCNN 2012), pp. 1543-1549, June 2012.
14. T. Tanaka and Y. Saito, "Rhythmic component extraction for multichannel eeg data analysis," in Proc. of 2008 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2008), (Las Vegas, USA), pp. 425-428, Apr 2008.
15. T. W. Anderson, An Introduction to Multivariate Statistical Analysis. New York: John Wiley & Sons, second ed., 1984.
16. H. von Storch and F. Zwiers, An Introduction to Multivariate Statistical Analysis. Cambridge, U.K.: Cambridge Univ. Press, 1999.
17. G. Bin, X. Gao, Z. Yin, B. Hong, and S. Gao, "An online multi-channel SSVEP-based brain-computer interface using a canonical correlation analysis method," J. Neural. Eng., vol. 6, no. 4, 2009. Article ID 046002, 6 pages.
18. K. Fukunaga, Introduction to Statistical Pattern Recognition. Academic Press, second ed., 1990.
19. P.-L. Lee, C.-L. Yeh, J. Y.-S. Cheng, C.-Y. Yang, and G.-Y. Lan, "An ssvep-based bci using high duty-cycle visual flicker," IEEE Trans. Biomed. Eng., vol. 58, pp. 3350-3359, Dec. 2011.
20. 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 Trans. Rehabil. Eng., vol. 8, pp. 164-173, June 2000.