EEG-based classification of imaginary left and right foot movements using beta rebound

Clinical Neurophysiology

Volumn 124, Issue 11, 2013, Pages 2153-2160

  Hashimoto, Yasunari ^a   Ushiba, Junichi ^b  

^a KITAMI INSTITUTE OF TECHNOLOGY   (Japan)

^b KEIO UNIVERSITY   (Japan)

Author keywords

Beta rebound; Brain computer interface (BCI); Electroencephalogram (EEG); Event related desynchronization (ERD); Event related synchronization (ERS); Motor imagery

Indexed keywords

ADULT; ANALOG DIGITAL CONVERTER; ARTICLE; BETA RHYTHM; BRAIN COMPUTER INTERFACE; ELECTRODE; ELECTROENCEPHALOGRAM; ELECTROMYOGRAM; FEMALE; FOOT; HUMAN; HUMAN EXPERIMENT; IMAGERY; LEG MOVEMENT; MALE; MUSCLE CONTRACTION; NEUROFEEDBACK; NORMAL HUMAN; PRIORITY JOURNAL;

EID: 84885842113     PISSN: 13882457     EISSN: 18728952     Source Type: Journal    
DOI: 10.1016/j.clinph.2013.05.006     Document Type: Article

References (41)

1. Bishop C.M. Neural networks for pattern recognition 1995, Oxford University Press, Oxford. 1st ed.
2. Blankertz B., Dornhege G., Krauledat M., Müller K.-R., Kunzmann V., Losch F., et al. The Berlin brain-computer interface: EEG-based communication without subject training. IEEE Trans Neural Syst Rehabil Eng 2006, 14:147-152.
3. Davison A.C., Hinkley D.V. Bootstrap methods and their application 1997, Cambridge University Press, Cambridge.
4. Dobkin B.H. Brain-computer interface technology as a tool to augment plasticity and outcomes for neurological rehabilitation. J Physiol (Lond) 2007, 579:637-642.
5. Doppelmayr M., Klimesch W., Pachinger T., Ripper B. Individual differences in brain dynamics: important implications for the calculation of event-related band power. Biol Cybern 1998, 79:49-57.
6. Fatourechi M., Ward R.K., Birch G.E. A self-paced brain-computer interface system with a low false positive rate. J Neural Eng 2008, 5:9-23.
7. Galán F., Nuttin M., Lew E., Ferrez P.W., Vanacker G., Philips J., et al. A brain-actuated wheelchair: asynchronous and non-invasive brain-computer interfaces for continuous control of robots. Clin Neurophysiol 2008, 119:2159-2169.
8. Guger C., Schlögl A., Neuper C., Walterspacher D., Strein T., Pfurtscheller G. Rapid prototyping of an EEG-based brain-computer interface (BCI). IEEE Trans Neural Syst Rehabil Eng 2001, 9:49-58.
9. Guger C., Edlinger G., Harkam W., Niedermayer I., Pfurtscheller G. How many people are able to operate an EEG-based brain-computer interface (BCI)?. IEEE Trans Neural Syst Rehabil Eng 2003, 11:145-147.
10. Hashimoto Y., Ushiba J., Kimura A., Liu M., Tomita Y. Change in brain activity through virtual reality-based brain-machine communication in a chronic tetraplegic subject with muscular dystrophy. BMC Neurosci 2010, 11:117.
11. Heasman J.M., Scott T.R.D., Kirkup L., Flynn R.Y., Vare V.A., Gschwind C.R. Control of a hand grasp neuroprosthesis using an electroencephalogram-triggered switch: demonstration of improvements in performance using wavepacket analysis. Med Biol Eng Comput 2002, 40:588-593.
12. Hjorth B. An on-line transformation of EEG scalp potentials into orthogonal source derivations. Electroencephalogr Clin Neurophysiol 1975, 39:526-530.
13. Jurkiewicz M.T., Gaetz W.C., Bostan A.C., Cheyne D. Post-movement beta rebound is generated in motor cortex: evidence from neuromagnetic recordings. Neuroimage 2006, 32:1281-1289.
14. Kalcher J., Pfurtscheller G. Discrimination between phase-locked and non-phase-locked event-related EEG activity. Electroencephalogr Clin Neurophysiol 1995, 94:381-384.
15. Ludwig K.A., Miriani R.M., Langhals N.B., Joseph M.D., Anderson D.J., Kipke D.R. Using a common average reference to improve cortical neuron recordings from microelectrode arrays. J Neurophysiol 2009, 101:1679-1689.
16. Müller-Gerking J., Pfurtscheller G., Flyvbjerg H. Designing optimal spatial filters for single-trial EEG classification in a movement task. Clin Neurophysiol 1999, 110:787-798.
17. Müller-Putz G.R., Scherer R., Pfurtscheller G., Rupp R. EEG-based neuroprosthesis control: a step towards clinical practice. Neurosci Lett 2005, 382:169-174.
18. Müller-Putz G.R., Scherer R., Brunner C., Leeb R., Pfurtscheller G. Better than random? A closer look on BCI results. Int J Bioelectromagn 2008, 10:52-55.
19. Müller-Putz G.R., Kaiser V., Solis-Escalante T., Pfurtscheller G. Fast set-up asynchronous brain-switch based on detection of foot motor imagery in 1-channel EEG. Med Biol Eng Comput 2010, 48:229-233.
20. Nam C.S., Jeon Y., Kim Y.-J., Lee I., Park K. Movement imagery-related lateralization of event-related (de)synchronization (ERD/ERS): motor-imagery duration effects. Clin Neurophysiol 2011, 122:567-577.
21. Neuper C., Pfurtscheller G. Post-movement synchronization of beta rhythms in the EEG over the cortical foot area in man. Neurosci Lett 1996, 216:17-20.
22. Neuper C., Wörtz M., Pfurtscheller G. ERD/ERS patterns reflecting sensorimotor activation and deactivation. Prog Brain Res 2006, 159:211-222.
23. Nunez P.L., Srinivasan R., Westdorp A.F., Wijesinghe R.S., Tucker D.M., Silberstein R.B., et al. EEG coherency. I: Statistics, reference electrode, volume conduction, Laplacians, cortical imaging, and interpretation at multiple scales. Electroencephalogr Clin Neurophysiol 1997, 103:499-515.
24. Orand A., Ushiba J., Tomita Y., Honda S. The comparison of motor learning performance with and without feedback. Somatosens Mot Res 2012, 29:103-110.
25. Penfield W., Boldrey E. Somatic motor and sensory representation in the cerebral cortex of man as studied by electrical stimulation. Brain 1937, 60:389-443.
26. Pfurtscheller G., Neuper C., Flotzinger D., Pregenzer M. EEG-based discrimination between imagination of right and left hand movement. Electroencephalogr Clin Neurophysiol 1997, 103:642-651.
27. Pfurtscheller G., Lopes da Silva F.H. Event-related EEG/MEG synchronization and desynchronization: basic principles. Clin Neurophysiol 1999, 110:1842-1857.
28. Pfurtscheller G., Guger C., Müller G., Krausz G., Neuper C. Brain oscillations control hand orthosis in a tetraplegic. Neurosci Lett 2000, 292:211-214.
29. Pfurtscheller G., Neuper C., Guger C., Harkam W., Ramoser H., Schlögl A., et al. Current trends in Graz brain-computer interface (BCI) research. IEEE Trans Rehabil Eng 2000, 8:216-219.
30. Pfurtscheller G., Neuper C., Brunner C., da Silva F.L. Beta rebound after different types of motor imagery in man. Neurosci Lett 2005, 378:156-159.
31. Pfurtscheller G., Brunner C., Schlögl A., Lopes da Silva F.H. Mu rhythm (de)synchronization and EEG single-trial classification of different motor imagery tasks. Neuroimage 2006, 31:153-159.
32. Pfurtscheller G., Solis-Escalante T. Could the beta rebound in the EEG be suitable to realize a "brain switch"?. Clin Neurophysiol 2009, 120:24-29.
33. Ramoser H., Müller-Gerking J., Pfurtscheller G. Optimal spatial filtering of single trial EEG during imagined hand movement. IEEE Trans Rehabil Eng 2000, 8:441-446.
34. Ron-Angevin R., Díaz-Estrella A. Brain-computer interface: changes in performance using virtual reality techniques. Neurosci Lett 2009, 449:123-127.
35. Shindo K., Kawashima K., Ushiba J., Ota N., Ito M., Ota T., et al. Effects of neurofeedback training with an electroencephalogram-based brain-computer interface for hand paralysis in patients with chronic stroke: a preliminary case series study. J Rehabil Med 2011, 43:951-957.
36. Solis-Escalante T., Müller-Putz G.R., Pfurtscheller G., Neuper C. Cue-induced beta rebound during withholding of overt and covert foot movement. Clin Neurophysiol 2012, 123:1182-1190.
37. Stippich C., Ochmann H., Sartor K. Somatotopic mapping of the human primary sensorimotor cortex during motor imagery and motor execution by functional magnetic resonance imaging. Neurosci Lett 2002, 331:50-54.
38. Thickbroom G.W., Mastaglia F.L., Carroll W.M., Davies H.D. Source derivation: application to topographic mapping of visual evoked potentials. Electroencephalogr Clin Neurophysiol 1984, 59:279-285.
39. Townsend G., Graimann B., Pfurtscheller G. Continuous EEG classification during motor imagery-simulation of an asynchronous BCI. IEEE Trans Neural Syst Rehabil Eng 2004, 12:258-265.
40. Wolpaw J.R., McFarland D.J., Neat G.W., Forneris C.A. An EEG-based brain-computer interface for cursor control. Electroencephalogr Clin Neurophysiol 1991, 78:252-259.
41. Wolpaw J.R., Birbaumer N., McFarland D.J., Pfurtscheller G., Vaughan T.M. Brain-computer interfaces for communication and control. Clin Neurophysiol 2002, 113:767-791.