EEG and MEG brain-computer interface for tetraplegic patients

IEEE Transactions on Neural Systems and Rehabilitation Engineering

Volumn 14, Issue 2, 2006, Pages 190-193

  Kauhanen, Laura ^a   Nykopp, Tommi ^a   Lehtonen, Janne ^a   Jylänki, Pasi ^a   Heikkonen, Jukka ^a   Rantanen, Pekka ^b   Alaranta, Hannu ^c   Sams, Mikko ^a  

^a AALTO UNIVERSITY   (Finland)

^b ORTON ORTHOPAEDIC HOSPITAL   (Finland)

^c Invalidiliitto ry   (Finland)

Author keywords

Brain computer interface (BCI); Dynamic classification; Electroencephalographic (EEG); MEG; Tetraplegia

Indexed keywords

BRAIN; CLASSIFICATION (OF INFORMATION); ELECTROENCEPHALOGRAPHY; LEARNING SYSTEMS; PATIENT MONITORING;

BRAIN-COMPUTER INTERFACE (BCI); DYNAMIC CLASSIFICATION; ELECTROENCEPHALOGRAPHIC (EEG); MEG; TETRAPLEGIA;

INTERFACES (COMPUTER);

ACCURACY; BRAIN FUNCTION; CASE REPORT; CLASSIFICATION; COMPUTER INTERFACE; CONFERENCE PAPER; DYNAMICS; ELECTROENCEPHALOGRAM; FINGER; HUMAN; MAGNETOENCEPHALOGRAPHY; MALE; PRIORITY JOURNAL; QUADRIPLEGIA; SIGNAL PROCESSING; SPINAL CORD INJURY; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; BRAIN; CLUSTER ANALYSIS; COMMUNICATION AID; COMPUTER ASSISTED THERAPY; COMPUTER PROGRAM; ELECTROENCEPHALOGRAPHY; EVOKED RESPONSE; METHODOLOGY; PATHOPHYSIOLOGY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY;

ARTIFICIAL INTELLIGENCE; BRAIN; CLUSTER ANALYSIS; COMMUNICATION AIDS FOR DISABLED; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS; HUMANS; MAGNETOENCEPHALOGRAPHY; MALE; PATTERN RECOGNITION, AUTOMATED; QUADRIPLEGIA; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SOFTWARE; THERAPY, COMPUTER-ASSISTED;

EID: 33746456998     PISSN: 15344320     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNSRE.2006.875546     Document Type: Conference Paper

References (23)

1. J. A. Lehtonen, T. Nykopp, J. Heikkonen, and M. Sams, "Brain computer interface platform," Biomed. Tech., vol. 49, no. Suppl. 1, pp. 67-68, 2004.
2. J. Lehtonen, L. Kauhanen, P. Jylanki, and M. Sams, "Online classification of finger movements," in Proc. 3rd Int. Brain-Computer Interface Meeting, Albany, NY, Jun, 14-19, 2005.
3. L. Kauhanen, T. Nykopp, and M. Sams, "Classification of single MEG trials related to left and right index finger movements," Clin. Neurophysiol., vol. 117, pp. 430-439, 2006.
4. G. Pfurtscheller, "Central beta rhythm during sensorimotor activities in man," Electroencephalogr. Clin. Neurophysiol., vol. 51, pp. 253-64, 1981.
5. R. Salmelin and R. Hari, "Spatiotemporal characteristics of sensorimotor neuromagnetic rhythms related to thumb movement," Neuroscience, vol. 60, pp. 537-550, 1994.
6. C. Toro, G. Deuschl, R. Thatcher, S. Sato, C. Kufta, and M. Hallett, "Event-related desynchronization and movement-related cortical potentials on the ECoG and EEG," Electroencephalogr. Clin. Neurophysiol., vol. 93, pp. 380-389, 1994.
7. B. Blankertz, G. Curio, and K. Müller, "Classifying single trial EEG: Towards brain computer interfacing," Advances Neural Information Processing Syst., vol. 157, p. 164, 2002.
8. L. Deeke, H. Weinberg, and P. Brickett, "Neuromagnetic fields ac" companying unilateral and bilateral voluntary movements: Topography and analysis of cortical sources," Electroencephalography, Clin. Neurophysiol., vol. 81. pp. 284-298, 1991.
9. _, "Magnetic fields of the human brain accompanying voluntary movement: Bereitschaftsmagnetfeld," Exper. Brain Res., vol. 48, pp. 144-148, 1982.
10. S. Shoham, E. Halgren, E. M. Maynard, and R. A. Normann, "Motor-cortical activity in tetraplegics," Nature, vol. 413, p. 793, 2001.
11. P. Sabbah, C. Leveque, S. Gay, F. Pfefer, C. Nioche, J. L. Sarrarin, H. Barouti, M. Tadie, and Y. S. Cordoliani, "Sensorimotor cortical activity in patients with complete spinal cord injury: A functional magnetic resonance imaging study," J. Neurotrauma, vol. 19, pp. 53-60, 2002.
12. J. Green, E. Sora, Y. Bialy, A. Ricamato, and R. Thatcher, "Cortical sensorimotor reorganisation after spinal cord injury: An electroencephalographic study," Neurology, vol. 50, pp. 736-743, 1999.
13. G. Pfurtscheller, C. Guger, G. Muller, G. Krausz, and C. Neuper, "Brain oscillations control hand orthosis in a tetraplegic," Neurosci. Lett., vol. 292, pp. 211-214, 2000.
14. G. Pfurtscheller, G. R. Muller, J. Pfurtscheller, H. J. Gerner, and R. Rupp, "'Thought' - Control of functional electrical stimulation to restore hand grasp in a patient with tetraplegia," Neurosci. Lett., vol. 351, no. 1, pp. 33-36, 2003.
15. L. Kauhanen, P. Rantanen, J. A. Lehtonen, I. Tarnanen, H. Alaranta, and M. Sams, "Sensorimotor cortical activity of tetraplegics during attempted finger movements," Biomed. Tech., vol. 49, no. Suppl. 1, pp. 59-60, 2004.
16. J. R. Wolpaw, N. Birbaumer, D. J. McFarland, G. Pfurtscheller, and T. M. Vaughan, "Brain-computer interfaces for communication and control," Clinical Neurophysiol., vol. 113, pp. 767-791, 2002.
17. T. Nykopp, J. Heikkonen, and M. Sams, "Sequentical classification of finger movements from MEG recordings," Biomed. Tech., vol. 49, no. Suppl. 1, pp. 77-78.
18. C. M. Bishop, Neural Networks for Pattern Recognition. Oxford: Oxford Univ. Press, 1995.
19. A. Doucet, J. de Freitas, and N. Gordon, Sequential Monte Carlo Methods in Practise. New York: Springer, 2001.
20. C. Andrieu, N. Freitas de, A. Doucet, and R. Blackwellised, "Particle filtering via data augmentation," Advances Neural Information Processing Syst. (NIPS13), 2001.
21. D. Popivanov, A. Minerva, and I. Krekule, "EEG patterns in theta and gamma frequency range and their probable relation to human voluntary movement organization," Neurosci. Lett., vol. 267, pp. 5-8, 1999.
22. A. Urbano, C. Babiloni, P. Onorati, and F. Babiloni, "Dynamic functional coupling of high resolution EEG potentials related to unilateral internally triggered one-digit movements," Electroencephalography Clin. Neurophysiol., vol. 106, pp. 477-487, 1998.
23. M. Hämäläinen, R. Hari, R. J. Ilmoniemi, J. Knuuttila, and O. V. Lounasmaa, "Magnetoencelography - Theory, instrumentation and applications to noninvasive studies of the working human brain," Rev. Modern Phys., vol. 65, pp. 413-497, 1993.