A speedy hybrid BCI spelling approach combining P300 and SSVEP

IEEE Transactions on Biomedical Engineering

Volumn 61, Issue 2, 2014, Pages 473-483

  Yin, Erwei ^a   Zhou, Zongtan ^a   Jiang, Jun ^a   Chen, Fanglin ^a   Liu, Yadong ^a   Hu, Dewen ^a  

^a NATIONAL UNIVERSITY OF DEFENSE TECHNOLOGY   (China)

Author keywords

Brain computer interface (BCI); electroencephalogram (EEG); hybrid BCI; P300 potential; steady state visually evoked potential (SSVEP)

Indexed keywords

DETECTION MECHANISM; ELECTRO-ENCEPHALOGRAM (EEG); ERROR-CORRECTING; HEALTHY SUBJECTS; HYBRID BCI; INFORMATION TRANSFER RATE; P300 POTENTIAL; STEADY-STATE VISUALLY EVOKED POTENTIAL;

ELECTROENCEPHALOGRAPHY;

BRAIN COMPUTER INTERFACE;

ADULT; ARTICLE; BRAIN COMPUTER INTERFACE; COMPARATIVE STUDY; CORRELATION ANALYSIS; ELECTROENCEPHALOGRAPHY; EVOKED VISUAL RESPONSE; FEMALE; HUMAN; MALE; MIDDLE AGED; NEUROIMAGING; NORMAL HUMAN; P300 EVENT RELATED POTENTIAL; PILOT STUDY; SIGNAL NOISE RATIO; SIGNAL PROCESSING; STEADY STATE VISUALLY EVOKED POTENTIAL; YOUNG ADULT;

ADOLESCENT; ADULT; ALGORITHMS; BRAIN-COMPUTER INTERFACES; COMMUNICATION AIDS FOR DISABLED; ELECTROENCEPHALOGRAPHY; EVENT-RELATED POTENTIALS, P300; EVOKED POTENTIALS, VISUAL; FEMALE; HUMANS; MALE; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 84893284743     PISSN: 00189294     EISSN: 15582531     Source Type: Journal    
DOI: 10.1109/TBME.2013.2281976     Document Type: Article

References (40)

1. J. R. Wolpaw, D. J. M. N. Birbaumer, P. G, and T. M. Vaughan, "Brain-computer interfaces for communication and control, " Clin. Neurophysiol., vol. 113, no. 6, pp. 767-791, 2002. (Pubitemid 34621187)
2. Y. Wang, Y. Wang, and T. Jung, "A cell-phone-based brain-computer interface for communication in daily life, " J. Neural Eng., vol. 8, p. 025018, 2011.
3. H. Cecotti, "Spelling with non-invasive brain-computer interfaces-current and future trends, " J. Physiol.-Paris, vol. 105, pp. 106-114, 2011.
4. J. N. Mak, Y. Arbel, J. W. Minett, L. M. McCane, B. Yuksel, D. Ryan, D. Thompson, L. Bianchi, and D. Erdogmus, "Optimizing the p300-based brain-computer interface: Current status, limitations and future directions, " J. Neural Eng., vol. 8, p.025003, 2011.
5. X. Gao, D. Xu, M. Cheng, and S. Gao, "A BCI-based environmental controller for the motion-disabled, " IEEE Trans. Neural Syst. Rehabil. Eng., vol. 11, no. 2, pp. 137-140, Jun. 2003. (Pubitemid 36935041)
6. K. R. Müller, M. Tangermann, G. Dornhege, M. Krauledat, G. Curio, and B. Blankertz, "Machine learning for real-time single-trial EEG-analysis: From brain-computer interfacing to mental state monitoring, " J. Neurosci. Methods, vol. 167, no. 1, pp. 82-90, 2008. (Pubitemid 350180089)
7. L. A. Farwell and E. Donchin, "Talking off the top of your head: Toward a mental prosthesis utilizing event-related brain potentials electroencephalogram, " Clin. Neurophysiol., vol. 70, no. 6, pp. 510-523, 1988.
8. F. Vialatte, M. Maurice, J. Dauwels, and A. Cichocki, "Steady-state visually evoked potentials: Focus on essential paradigms and future perspectives, " Prog. Neurobiol., vol. 90, pp. 418-438, 2010.
9. P. Brunner, S. Joshi, S. Briskin, J. R. Wolpaw, H. Bischof, and G. Schalk, "Does the 'P00' speller depend on eye gaze?" J. Neural Eng., vol. 7, p. 056013, 2010.
10. M. S. Treder, N. M. Schmidt, and B. Blankertz, "Gaze-independent brain-computer interfaces based on covert attention and feature attention, " J. Neural Eng., vol. 8, p. 066003, 2011.
11. J. Jin, B. Z. Allison, E. W. Sellers, C. Brunner, P. Horki, X. Wang, and C. Neuper, "An adaptive P300-based control system, " J. Neural Eng., vol. 8, p. 036006, 2011.
12. G. Townsend, J. Shanahan, D. Ryan, and E. W. Sellers, "A general P300 brain-computer interface presentation based on performance guided constraints, " Neurosci. Lett., vol. 531, no. 2, pp. 63-68, 2012.
13. G. Townsend, B. K. LaPallo, C. B. Boulay, D. J. Krusienski, G. E. Frye, C. K. Hauser, N. E. Schwartz, T. M. Vaughan, J. R. Wolpaw, and E. W. Sellers, "A novel P300-based brain-computer interface stimulus presentation paradigm: Moving beyond rows and columns, " Clin. Neuro-physiol., vol. 121, no. 7, pp. 1109-1120, 2010.
14. J. Jin, P. Horki, C. Brunner, X. Wang, C. Neuper, and G. Pfurtscheller, "A new P300 stimulus presentation pattern for EEG-based spelling systems, " Biomed. Tech., vol. 54, no. 4, pp. 203-210, 2010.
15. J. Jin, B. Z. Allison, E. W. Sellers, C. Brunner, P. Horki, X. Wang, and C. Neuper, "Optimized stimulus presentation patterns for an event-related potential EEG-based brain-computer interface, " Med. Biol. Eng. Comput., vol. 49, no. 2, pp. 181-191, 2011.
16. C. L. Gonsalvez and J. Polich, "P300 amplitude is determined by target-to-target interval, " Psychophysiology, vol. 39, pp. 388-396, 2002. (Pubitemid 34478055)
17. O. Friman, I. Volosyak, and A. Graser, "Multiple channel detection of steady-state visual evoked potentials for brain-computer interfaces, " IEEE Trans. Biomed. Eng., vol. 54, no. 4, pp. 742-750, Apr. 2007. (Pubitemid 46469933)
18. G. Bin, X. Gao, Z. Yan, 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, p. 046002, 2009.
19. H. Hwang, J. Lim, Y. Jung, H. Choi, S. Lee, and C. Im, "Development ofan SSVEP-based BCI spelling system adopting a qwerty-style led keyboard, " J. Neurosci. Methods, vol. 208, no. 1, pp. 59-65, 2012.
20. H. Cecotti, "A self-paced and calibration-less SSVEP based brain-computer interface speller, " IEEE Trans. Neural Syst. Rehab. Eng., vol. 18, no. 2, pp. 127-133, Apr. 2010.
21. I. Volosyak, "SSVEP-based Bremen-BCI interface-boosting information transfer rates, " J. Neural Eng., vol. 8, p. 036020, 2011.
22. G. Pfurtscheller, B. Z. Allison, C. Brunner, G. Bauernfeind, T. Solis-Escalante, R. Scherer, T. O. Zander, G. Müller-Putz, C. Neuper, and N. Birbaumer, "The hybrid BCI, " Front. Neurosci, vol. 4, no. 30, p. 00003, 2010.
23. B. Z. Allison, C. Brunner, V. Kaiser, G. R. Müller-Putz, C. Neuper, and G. Pfurtscheller, "Toward a hybrid brain-computer interface based on imagined movement and visual attention, " J. Neural Eng., vol. 7, p. 026007, 2010.
24. J. Long, Y. Li, T. Yu, and Z. Gu, "Target selection with hybrid feature for BCI-based 2-D cursor control, " IEEE Trans. Biomed. Eng., vol. 59, no. 1, pp. 132-140, Jan. 2012.
25. R. C. Panicker, S. Puthusserypady, and Y. Sun, "An asynchronous P300 BCI with SSVEP-based control state detection, " IEEE Trans. Biomed. Eng., vol. 58, no. 6, pp. 1781-1788, Jun. 2011.
26. M. Xu, H. Qi, B. Wan, T. Yin, Z. Liu, and D. Ming, "A hybrid BCI speller paradigm combining p300 potential and the SSVEP blocking feature, " J. Neural Eng., vol. 10, p. 026001, 2013.
27. 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, " J. Neural Eng., vol. 10, p. 026012, 2013.
28. G. Schalk, D. J. McFarland, T. Hinterberger, N. Birbaumer, and J. R. Wolpaw, "BCI2000: A general-purpose brain-computer interface (BCI) system, " IEEE Trans. Biomed. Eng., vol. 51, no. 6, pp. 1034-1043, Jun. 2004. (Pubitemid 38661459)
29. B. Z. Allison, T. Luth, D. Valbuena, A. Teymourian, I. Volosyak, and A. Graser, "BCI demographics: How many (and what kinds of) people can use an SSVEP BCI?" IEEE Trans. Neural Syst. Rehabil. Eng., vol. 18, no. 2, pp. 107-116, Apr. 2010.
30. H. Cecotti, B. Rivet, M. Congedo, C. Jutten, O. Bertrand, E. Maby, and J. Mattout, "A robust sensor-selection method for P300 brain-computer interfaces, " J. Neural Eng., vol. 8, p. 016001, 2011.
31. D. J. Krusienski, E. W. Sellers, F. Cabestaing, S. Bayoudh, D. J. McFarland, T. M. Vaughan, and J. R. Wolpaw, "A comparison of classification techniques for the P300 speller, " J. Neural Eng., vol. 3, no. 4, pp. 299-305, 2006.
32. 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. 54, no. 6, pp. 1172-1176, Jun. 2007. (Pubitemid 46815117)
33. W. J. Krzanowski, Principles of Multivariate Analysis: A User's Perspective. New York, NY, USA: Oxford Univ. Press, 1988.
34. M. Schreuder, J. Höhne, B. Blankertz, S. Haufe, T. Dickhaus, and M. Tangermann, "Optimizing event-related potential based brain-computer interfaces: A systematic evaluation of dynamic stopping methods, " J. Neural Eng., vol. 10, p. 036025, 2013.
35. J. R. Wolpaw, N. Birbaumer, W. J. Heetderrks, 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, no. 2, pp. 161-173, Jun. 2000.
36. B. D. Seno, M. Matteucci, and L. T. Mainardi, "The utility metric: A novel method to assess the overall performance of discrete brain-computer interfaces, " IEEE Trans. Rehabil. Eng., vol. 18, no. 1, pp. 20-28, Feb. 2010.
37. S. Fuchs, S. K. Andersen, T. Gruber, and M. Müller, "Attentional bias of competitive interactions in neuronal networks of early visual processing in the human brain, " NeuroImage, vol. 41, pp. 1086-1101, 2008.
38. H. Zhang, C. Guan, and C. Wang, "Asynchronous P300-based brain-computer interfaces: A computational approach with statistical models, " IEEE Trans. Biomed. Eng., vol. 55, no. 6, pp. 1754-1763, Jun. 2008. (Pubitemid 351728023)
39. A. Lenhardt, M. Kaper, and H. J. Ritter, "An adaptive P300-based online brain-computer interface, " IEEE Trans. Neural Syst. Rehabil. Eng., vol. 16, no. 2, pp. 121-130, Apr. 2008. (Pubitemid 351519526)
40. M. Cheng, X. Gao, S. Gao, and D. Xu, "Design and implementation of a brain-computer interface with high transfer rates, " IEEE Trans. Biomed. Eng., vol. 49, no. 10, pp. 1181-1186, Oct. 2002.