A brain-wave-actuated small robot car using ensemble empirical mode decomposition-based approach

IEEE Transactions on Systems, Man, and Cybernetics Part A:Systems and Humans

Volumn 42, Issue 5, 2012, Pages 1053-1064

  Lee, Po Lei ^a   Chang, Hsiang Chih ^a   Hsieh, Tsung Yu ^a   Deng, Hua Ting ^a   Sun, Chia Wei ^b  

^a NATIONAL CENTRAL UNIVERSITY   (Taiwan)

^b NATIONAL YANG MING UNIVERSITY   (Taiwan)

Author keywords

Brain computer interface (BCI); ensemble empirical mode decomposition (EEMD); steady state visual evoked potential (SSVEP)

Indexed keywords

AMPLITUDE DETECTOR; EEG SIGNALS; ENSEMBLE EMPIRICAL MODE DECOMPOSITION; EXECUTION TIME; MATCHED FILTER DETECTORS; MAXIMUM POWER; MULTI-SCALE FEATURES; OSCILLATORY FUNCTIONS; RECORDED SIGNALS; S-SHAPED; SMALL ROBOTS; STEADY-STATE VISUAL EVOKED POTENTIALS; VISUAL STIMULUS;

ELECTROPHYSIOLOGY; LIQUID CRYSTAL DISPLAYS; PATTERN MATCHING; ROBOTS; SIGNAL DETECTION;

BRAIN COMPUTER INTERFACE;

EID: 84865445008     PISSN: 10834427     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCA.2012.2187184     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," Clin. Neurophysiol., vol. 113, no. 6, pp. 767-791, Jun. 2002. (Pubitemid 34621187)
2. R. Héliot, A. L. Orsborn, K. Ganguly, and J. M. Carmena, "System architecture for stiffness control in brain-machine interfaces," IEEE Trans. Syst., Man, Cybern. A,: Syst., Humans, vol. 40, no. 4, pp. 732-742, Jul. 2010.
3. G. Chanel, C. Rebetez, M. Bétrancourt, and T. Pun, "Emotion assessment from physiological signals for adaptation of game difficulty," IEEE Trans. Syst., Man, Cybern. A, Syst., Humans, vol. 41, no. 6, pp. 1052-1063, Nov. 2011.
4. G. Pfurtscheller, C. Neuper, C. Guger, W. Harkam, H. Ramoser, A. Schlogl, B. Obermaier, and M. Pregenzer, "Current trends in Graz Brain-Computer Interface (BCI) research," IEEE Trans. Rehab. Eng., vol. 8, no. 2, pp. 216-219, Jun. 2000. (Pubitemid 30437019)
5. N. Birbaumer, A. Kubler, N. Ghanayim, T. Hinterberger, J. Perelmouter, J. Kaiser, I. Iversen, B. Kotchoubey, N. Neumann, and H. Flor, "The thought translation device (TTD) for completely paralyzed patients," IEEE Trans. Rehab. Eng., vol. 8, no. 2, pp. 190-193, Jun. 2000. (Pubitemid 30437010)
6. E. Donchin, K. M. Spencer, and R. Wijesinghe, "The mental prosthesis: Assessing the speed of a P300-based brain-computer interface," IEEE Trans. Rehab. Eng., vol. 8, no. 2, pp. 174-179, Jun. 2000. (Pubitemid 30437006)
7. S. G. Mason and G. E. Birch, "A brain-controlled switch for asynchronous control applications," IEEE Trans. Biomed. Eng., vol. 47, no. 10, pp. 1297-1307, Oct. 2000.
8. J. d. R. Millan, F. Renkens, J. Mourino, and W. Gerstner, "Noninvasive brain-actuated control of a mobile robot by human EEG," IEEE Trans. Biomed. Eng., vol. 51, no. 6, pp. 1026-1033, Jun. 2004. (Pubitemid 38661458)
9. F. Galán, M. Nuttin, E. Lew, P. W. Ferrez, G. Vanacker, J. Philips, and R. Millán Jdel, "A brain-actuated wheelchair: Asynchronous and noninvasive Brain-computer interfaces for continuous control of robots," Clin. Neurophysiol., vol. 119, no. 9, pp. 2159-2169, Sep. 2008.
10. 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. Rehab. Eng., vol. 8, no. 2, pp. 164-173, Jun. 2000. (Pubitemid 30437005)
11. R. Spehlmann, "Evoked potential primer," in In VEPs to Other Stimuli, K. E. Misulis, T. Fakhoury, and A. Stoneham, Eds. London, U.K.: Butterworth, 1985, pp. 144-158.
12. E. E. Sutter, "The brain response interface: Communication through visually-induced electrical brain responses," J. Microcomput. Appl., vol. 15, no. 1, pp. 31-45, Jan. 1992.
13. P. L. Lee, J. C. Hsieh, C. H. Wu, K. K. Shyu, and Y. T. Wu, "Brain computer interface using flash onset and offset visual evoked potentials," Clin. Neurophysiol., vol. 119, no. 3, pp. 605-616, Mar. 2008.
14. 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.
15. P. L. Lee, J. J. Sie, Y. J. Liu, C. H. Wu, M. H. Lee, C. H. Shu, P. H. Li, C.W. Sun, and K. K. Shyu, "An SSVEP-actuated brain computer interface using phase-tagged flickering sequences: A cursor system," Ann. Biomed. Eng., vol. 38, no. 7, pp. 2383-2397, Jul. 2010.
16. Y.Wang, R.Wang, X. Gao, B. Hong, and S. Gao, "A practical VEP-based brain-computer interface," IEEE Trans. Neural Syst. Rehab. Eng., vol. 14, no. 2, pp. 234-239, Jun. 2006. (Pubitemid 44150250)
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. Z. Wu and D. Yao, "Frequency detection with stability coefficient for steady-state visual evoked potential (SSVEP)-based BCIs," J. Neural. Eng., vol. 5, no. 1, pp. 36-43, Mar. 2008. (Pubitemid 351366601)
19. G. R. Muller-Putz, E. Eder, S. C. Wriessnegger, and G. Pfurtscheller, "Comparison of DFT and lock-in amplifier features and search for optimal electrode positions in SSVEP-based BCI," J. Neurosci. Methods, vol. 168, no. 1, pp. 174-181, Feb. 2008.
20. P. Martinez, H. Bakardjian, and A. Cichocki, "Fully online multicommand brain-computer interface with visual neurofeedback using SSVEP paradigm," Comput. Intell. Neurosci., vol. 2007, p. 94 561, Jan. 2007.
21. 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)
22. E. Bingham and A. Hyvarinen, "A fast fixed-point algorithm for independent component analysis of complex valued signals," Int. J. Neural Syst., vol. 10, no. 1, pp. 1-8, Feb. 2000.
23. N. E. Huang, Z. Shen, S. R. Long, M. C. Wu, H. H. Shih, Q. Zheng, N. C. Yen, C. C. Tung, and H. H. Liu, "The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis," Proc. R. Soc. Lond. A, vol. 454, no. 1971, pp. 903-995, Mar. 1998. (Pubitemid 128733183)
24. W. Huang, Z. Shen, N. E. Huang, and Y. C. Fung, "Engineering analysis of biological variables: An example of blood pressure over 1 day," Proc. Nat. Acad. Sci. USA, vol. 95, no. 9, pp. 4816-4821, Apr. 1998. (Pubitemid 28208508)
25. W. Huang, Z. Shen, N. E. Huang, and Y. C. Fung, "Nonlinear indicial response of complex nonstationary oscillations as pulmonary hypertension responding to step hypoxia," Proc. Nat. Acad. Sci. USA, vol. 96, no. 5, pp. 1834-1839, Mar. 1999. (Pubitemid 29117828)
26. Z.Wu and N. Huang, Ensemble Empirical Mode Decomposition: A Noise Assisted Data Analysis Method. Calverton, MD: Center Ocean-Land- Atmos. Studies, 2005.
27. Y. C. Eldar, A. V. Oppenheim, and D. Egnor, "Orthogonal and projected orthogonal matched filter detection," Signal Process., vol. 84, no. 4, pp. 677-693, Apr. 2004.
28. J. R. Wolpaw, H. Ramoser, D. J. McFarland, and G. Pfurtscheller, "EEGbased communication: Improved accuracy by response verification," IEEE Trans. Rehab. Eng., vol. 6, no. 3, pp. 326-333, Sep. 1998. (Pubitemid 28409341)
29. P. L. Lee, L. Z. Shang, Y. T. Wu, C. H. Shu, J. C. Hsieh, Y. Y. Lin, C. H. Wu, Y. L. Liu, C. Y. Yang, C. W. Sun, and K. K. Shyu, "Singletrial analysis of cortical oscillatory activities during voluntary movements using empirical mode decomposition (EMD) - Based spatiotemporal approach," Ann. Biomed. Eng., vol. 37, no. 8, pp. 1683-1700, Aug. 2009.
30. C. L. Yeh, H. C. Chang, C. H.Wu, and P. L. Lee, "Extraction of single-trial cortical beta oscillatory activities in EEG signals using empirical mode decomposition," Biomed. Eng. Online, vol. 9, p. 25, Jun. 2010.
31. M. G. Frei and I. Osorio, "Intrinsic time-scale decomposition: Timefrequency- energy analysis and real-time filtering of non-stationary signals," Proc. R. Soc. Lond. A, vol. 463, no. 2078, pp. 321-342, Feb. 2007.
32. M. van Gerven and O. Jensen, "Attention modulations of posterior alpha as a control signal for two-dimensional brain-computer interfaces," J. Neurosci. Methods, vol. 179, no. 1, pp. 78-84, Apr. 2009.
33. A. Bahramisharif, M. van Gerven, T. Heskes, and O. Jensen, "Covert attention allows for continuous control of brain-computer interfaces," Eur. J. Neurosci., vol. 31, no. 8, pp. 1501-1508, Apr. 2010.
34. D. Zhang, A. Maye, X. Gao, B. Hong, A. K. Engel, and S. Gao, "An independent brain-computer interface using covert non-spatial visual selective attention," J. Neural. Eng., vol. 7, no. 1, p. 16 010, Feb. 2010.
35. S. P. Kelly, E. C. Lalor, R. B. Reilly, and J. J. Foxe, "Visual spatial attention tracking using high-density SSVEP data for independent brain-computer communication," IEEE Trans. Neural. Syst. Rehab. Eng., vol. 13, no. 2, pp. 172-178, Jun. 2005. (Pubitemid 41017704)
36. N. E. Huang, Computing Frequency by Using Generalized Zero-Crossing Applied to Intrinsic Mode Functions. Washington, DC: NASA, 2006.
37. C. H. Wu, H. C. Chang, P. L. Lee, K. S. Li, J. J. Sie, C. W. Sun, C. Y. Yang, P. H. Li, H. T. Deng, and K. K. Shyu, "Frequency recognition in an SSVEP-based brain computer interface using empirical mode decomposition and refined generalized zero-crossing," J. Neurosci. Methods, vol. 196, no. 1, pp. 170-181, Mar. 2011.