Chapter 25 Motor imagery and EEG-based control of spelling devices and neuroprostheses

Progress in Brain Research

Volumn 159, Issue , 2006, Pages 393-409

  Neuper, Christa ^a   Müller Putz, Gernot R ^b   Scherer, Reinhold ^b   Pfurtscheller, Gert ^b  

^a UNIVERSITY OF GRAZ   (Austria)

^b GRAZ UNIVERSITY OF TECHNOLOGY   (Austria)

Author keywords

brain computer interface (BCI); event related desynchronization (ERD); event related synchronization (ERS); motor imagery; neuroprosthesis; sensorimotor rhythm; virtual keyboard

Indexed keywords

AMYOTROPHIC LATERAL SCLEROSIS; BRAIN COMPUTER INTERFACE; DEVICE; ELECTROENCEPHALOGRAM; EVOKED RESPONSE; HUMAN; KEYBOARD; MOTOR DYSFUNCTION; MOTOR PERFORMANCE; NEUROPROSTHESIS; PARALYSIS; PRIORITY JOURNAL; PROSTHESIS; REVIEW; SENSORIMOTOR CORTEX; SPELLING; VISUOMOTOR COORDINATION; COMMUNICATION AID; COMPUTER INTERFACE; CORTICAL SYNCHRONIZATION; ELECTROENCEPHALOGRAPHY; FEEDBACK SYSTEM; IMAGINATION; PHYSIOLOGY; PROSTHESES AND ORTHOSES;

COMMUNICATION AIDS FOR DISABLED; CORTICAL SYNCHRONIZATION; ELECTROENCEPHALOGRAPHY; FEEDBACK; HUMANS; IMAGINATION; PROSTHESES AND IMPLANTS; USER-COMPUTER INTERFACE;

EID: 33750321268     PISSN: 00796123     EISSN: None     Source Type: Book Series    
DOI: 10.1016/S0079-6123(06)59025-9     Document Type: Review

References (58)

1. Annett J. Motor imagery: perception or action? Neuropsychologia 33 (1995) 1395-1417
2. Birbaumer N., Ghanayim N., Hinterberger T., Iversen I., Kotchoubey B., Kübler A., Perelmouter J., Taub E., and Flor H. A spelling device for the paralysed. Nature 398 (1999) 297-298
3. Birch G.E., Bozorgzadeh Z., and Mason S.G. Initial on-line evaluations of the LF-ASD brain-computer interface with able-bodied and spinal-cord subjects using imagined voluntary motor potentials. IEEE Trans. Neural. Syst. Rehabil. Eng. 10 (2002) 219-224
4. Cincotti F., Mattia D., Babiloni C., Carducci F., Salinari S., Bianchi L., Marciani M.G., and Babiloni F. The use of EEG modifications due to motor imagery for brain-computer interfaces. IEEE Trans. Rehabil. Eng. 11 (2003) 131-133
5. Coyle D., Prasad G., and McGinnity T.M. A time-series prediction approach for feature extraction in a brain-computer interface. IEEE Trans. Neural. Syst. Rehabil. Eng. 13 (2005) 461-467
6. Curran E.A., and Stokes M.J. Learning to control brain activity: a review of the production and control of EEG components for driving brain-computer interface (BCI) systems. Brain Cogn. 51 (2003) 326-336
7. DeCharms C., Christoff K., Glover G.H., Pauly J.M., Whitfield S., and Gabrieli J.D. Learned regulation of spatially localized brain activation using real-time fMRI. Neuroimage 21 (2004) 436-443
8. Duda R.O., Hart P.E., and Stork D.G. Pattern Classification. 2nd edition (2001), Wiley, New York, NY
9. Guger C., Schlögl A., Neuper C., Walterspacher D., Strein T., and Pfurtscheller G. Rapid prototyping of an EEG-based brain-computer interface (BCI). IEEE Trans. Neural. Syst. Rehabil. Eng. 9 (2001) 49-58
10. Heasman J.M., Scott T.R., Kirkup L., Flynn R.Y., Vare V.A., and 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. 40 (2002) 588-593
11. Jeannerod M., and Frak V. Mental imaging of motor activity in humans. Curr. Opin. Neurobiol. 9 6 (1999) 735-739
12. Kalcher J., Flotzinger D., Neuper C., Golly S., and Pfurtscheller G. Graz brain-computer interface II: towards communication between humans and computers based on online classification of three different EEG patterns. Med. Biol. Eng. Comput. 34 (1996) 382-388
13. Keith M.W., Peckham P.H., Thrope G.B., Stroh K.C., Smith B., Buckett J.R., Kilgore K.L., and Jatich J.W. Implantable functional neuromuscular stimulation in the tetraplegic hand. J. Hand Surg. [Am.] 14 (1989) 524-530
14. Krausz G., Scherer R., Korisek G., and Pfurtscheller G. Critical decision-speed and information transfer in the "Graz Brain-Computer Interface". Appl. Psychophysiol. Biofeedback 28 (2003) 233-240
15. Lotze M., Montoya P., Erb M., Hülsmann E., Flor H., Klose U., Birbaumer N., and Grodd W. Activation of cortical and cerebellar motor areas during executed and imaginated hand movements: a functional MRI study. J. Cogn. Neurosci. 11 (1999) 491-501
16. McFarland D.J., McCane L.M., and Wolpaw J.R. EEG-based communication and control: short-term role of feedback. IEEE Trans. Rehabil. Eng. 6 (1998) 7-11
17. McKay W.A. Wheels of motion: oscillatory potentials in the motor cortex. In: Vaadia E., and Riehle A. (Eds). Motor Cortex in Voluntary Movements: A Distributed System for Distributed Functions. Series: Methods and New Frontiers in Neuroscience (2005), CRC Press, Boca Raton, FL 181-212
18. Millan J.R., and Mourino J. Asynchronous BCI and local neural classifiers: an overview of the adaptive brain interface project. IEEE Trans. Neural. Syst. Rehabil. Eng. 11 (2003) 159-161
19. Müller G., Neuper C., and Pfurtscheller G. Implementation of a telemonitoring system for the control of an EEG-based brain computer interface. IEEE Trans. Neural. Syst. Rehabil. Eng. 11 (2003) 54-59
20. Müller G., Neuper C., Rupp R., Keinrath C., Gerner H., and Pfurtscheller G. Event-related beta EEG changes during wrist movements induced by functional electrical stimulation of forearm muscles in man. Neurosci. Lett. 340 (2003) 143-147
21. Müller-Putz G.R., Scherer R., Pfurtscheller G., and Rupp R. EEG-based neuroprostesis control: a step into clinical practice. Neurosci. Lett. 382 (2005) 169-174
22. Müller-Putz G.R., Scherer R., Pfurtscheller G., and Rupp R. Brain-computer interfaces for control of neuroprostheses: from synchronous to asynchronous mode of operation. Biomed. Tech., Special Issue on Signal Processing 51 (2006) 57-63
23. Neuper C., Müller G., Kübler A., Birbaumer N., and Pfurtscheller G. Clinical application of an EEG-based brain-computer interface: a case study in a patient with severe motor impairment. Clin. Neurophysiol. 114 (2003) 399-409
24. Neuper C., and Pfurtscheller G. Motor imagery and ERD. In: Pfurtscheller G., and LopesdaSilva FH. (Eds). Event-Related Desynchronisation. Handbook of Electroencephalography and Clinical Neurophysiology. Revised Edition Vol. 6 (1999), Elsevier, Amsterdam 303-325
25. Neuper C., and Pfurtscheller G. Event-related dynamics of cortical rhythms: frequency-specific features and functional correlates. Int. J. Psychophysiol. 43 (2001) 41-58
26. Neuper C., and Pfurtscheller G. Evidence for distinct beta resonance frequencies in human EEG related to specific sensorimotor cortical areas. Clin. Neurophysiol. 112 (2001) 2084-2097
27. Neuper C., Scherer R., Reiner M., and Pfurtscheller G. Imagery of motor actions: differential effects of kinesthetic and visual-motor mode of imagery in single-trial EEG. Cogn. Brain Res. 25 (2005) 668-677
28. Neuper C., Schlögl A., and Pfurtscheller G. Enhancement of left-right sensorimotor EEG differences during feedback-regulated motor imagery. J. Clin. Neurophysiol. 16 (1999) 373-382
29. Obermaier B., Müller G.R., and Pfurtscheller G. "Virtual keyboard" controlled by spontaneous EEG activity. IEEE Trans. Neural. Syst. Rehabil. Eng. 11 (2003) 422-426
30. Peckham P.H., Keith M.W., Kilgore K.L., Grill J.H., Wuolle K.S., Thrope G.B., Gorman P., Hobby J., Mulcahey M.J., Carroll S., Hentz V.R., and Wiegner A. Efficacy of an implanted neuroprosthesis for restoring hand grasp in tetraplegia: a multicenter study. Arch. Phys. Med. Rehabil. 82 (2001) 1380-1388
31. Pfurtscheller G., and Berghold A. Patterns of cortical activation during planning of voluntary movement. Electroencephalogr. Clin. Neurophysiol. 72 (1989) 250-258
32. Pfurtscheller G., Brunner C., Schlögl A., and Lopes da Silva F.H. Mu rhythm (de)synchronization and EEG single-trial classification of different motor imagery tasks. Neuroimage 31 (2006) 153-159
33. Pfurtscheller, G., Graimann, B. and Neuper, C. (2006b) EEG-Based Brain-Computer Interface System. Encyclopedia of Biomed. Eng., Vol. 2. Wiley, New York, NY, pp. 1156-1166.
34. Pfurtscheller G., Guger C., Müller G., Krausz G., and Neuper C. Brain oscillations control hand orthosis in a tetraplegic. Neurosci. Lett. 292 (2000) 211-214
35. Pfurtscheller G., and Lopes da Silva F. Event-related EEG/MEG synchronization and desynchronization: basic principles. Clin. Neurophysiol. 110 (1999) 1842-1857
36. Pfurtscheller G., Müller G.R., Pfurtscheller J., Gerner H.J., and Rupp R. 'Thought' - control of functional electrical stimulation to restore hand grasp in a patient with tetraplegia. Neurosci. Lett. 351 (2003) 33-36
37. Pfurtscheller G., Müller-Putz G., Pfurtscheller J., and Rupp R. EEG-based asynchronous BCI controls functional electrical stimulation in a tetraplegic patient. EURASIP. J. Appl. Signal. Proc. 19 (2005) 3152-3155
38. Pfurtscheller G., and Neuper C. Motor imagery activates primary sensorimotor area in humans. Neurosci. Lett. 239 (1997) 65-68
39. Pfurtscheller G., and Neuper C. Motor imagery and direct brain-computer communication. Proc. IEEE (Special Issue); Neural Eng.: Merg. Eng. Neurosci. 89 (2001) 1123-1134
40. Pfurtscheller G., Neuper C., and Birbaumer N. Human brain-computer interface. In: Vaadia E., and Riehle A. (Eds). Motor Cortex in Voluntary Movements: A Distributed System for Distributed Functions. Series: Methods and New Frontiers in Neuroscience (2005), CRC Press, Boca Raton, FL 367-401
41. Pfurtscheller G., Neuper C., Brunner C., and Lopes da Silva F.H. Beta rebound after different types of motor imagery in man. Neurosci. Lett. 378 (2005) 156-159
42. Pfurtscheller G., Neuper C., Flotzinger D., and Pregenzer M. EEG-based discrimination between imagination of right and left hand movement. Electroencephalogr. Clin. Neurophysiol. 103 (1997) 642-651
43. Pfurtscheller G., Neuper C., and Krausz G. Functional dissociation of lower and upper frequency mu rhythms in relation to voluntary limb movement. Clin. Neurophysiol. 111 (2000) 1873-1879
44. Pfurtscheller G., Zalaudek K., and Neuper C. Event-related beta synchronization after wrist, finger and thumb movement. Electroencephalogr. Clin. Neurophysiol. 109 (1998) 154-160
45. Pham M., Hinterberger T., Neumann N., Kübler A., Hofmayer N., Grether A., Wilhelm B., Vatine J.J., and Birbaumer N. An auditory brain-computer interface based on the self-regulation of slow cortical potentials. Neurorehabil. Neural. Repair 19 (2005) 206-218
46. Pineda J.A. The functional significance of mu rhythms: translating "seeing" and "hearing" into "doing". Brain Res. Brain Res. Rev. 50 (2005) 57-68
47. Pineda J.A., Silverman D.S., Vankov A., and Hestenes J. Learning to control brain rhythms: making a brain-computer interface possible. IEEE Trans. Neural Syst. Rehabil. Eng. 11 (2003) 181-184
48. Pregenzer M., and Pfurtscheller G. Frequency component selection of an EEG-based brain to computer interface. IEEE Trans. Rehabil. Eng. 7 4 (1999) 413-419
49. Pudil P., Novovicova J., and Kittler J. Floating search methods in feature selection. Pattern Recog. Lett. 15 (1994) 1119-1125
50. Reilly J.P., and Antoni H. Electrical Stimulation and Electropathology (1992), Cambridge University Press, Cambridge
51. Salmelin R., and Hari R. Spatiotemporal characteristics of sensorimotor MEG rhythms related to thumb movement. Electroencephalogr. Clin. Neurophysiol. 60 (1994) 537-550
52. Scherer R., Müller G.R., Neuper C., Graimann B., and Pfurtscheller G. An asynchronously controlled EEG-based virtual keyboard: improvement of the spelling rate. IEEE Trans. Biomed. Eng. 51 6 (2004) 979-984
53. Solodkin A., Hlustik P., Chen E.E., and Small S.L. Fine modulation in network activation during motor execution and motor imagery. Cereb. Cortex 14 (2004) 1246-1255
54. Sterman M.B. Basic concepts and clinical findings in the treatment of seizure disorders with EEG operant conditioning (Review). Clin. Electroencephalogr. 31 1 (2000) 45-55
55. Wang T., Deng H., and He B. Classifying EEG-based motor imagery tasks by means of time-frequency synthesized spatial patterns. Clin. Neurophysiol. 115 12 (2004) 2744-2753
56. Wolpaw J.R., Birbaumer N., McFarland D.J., Pfurtscheller G., and Vaughan T.M. Brain-computer interfaces for communication and control. Clin. Neurophysiol. 113 (2002) 767-791
57. Wolpaw J.R., and McFarland D.J. Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans. Proc. Natl. Acad. Sci. 101 (2004) 17849-17854
58. Wolpaw J.R., McFarland D.J., Neat G.W., and Forneris C.A. An EEG-based brain-computer interface for cursor control. Electroencephalogr. Clin. Neurophysiol. 78 (1991) 252-259