Decoding speed of imagined hand movement from EEG

2010 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC'10

Volumn , Issue , 2010, Pages 142-145

  Yuan, Han ^a   Perdoni, Christopher ^a   He, Bin ^a  

^a University of Minnesota   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DECODING SPEED; EEG ACTIVITY; EEG RECORDING; GAMMA BAND; HAND MOVEMENT; MULTIPLE FREQUENCY; NEURAL ACTIVITY; OPTIMAL SPEED; PRIMARY MOTOR CORTEX; SPECTRAL-TEMPORAL DYNAMICS;

FREQUENCY BANDS;

DECODING;

ARTICLE; ELECTROENCEPHALOGRAPHY; HAND; HAND STRENGTH; HUMAN; IMAGINATION; METHODOLOGY; MOTOR CORTEX; MOVEMENT (PHYSIOLOGY); PHYSIOLOGY; PSYCHOMOTOR PERFORMANCE; SIGNAL PROCESSING;

ELECTROENCEPHALOGRAPHY; HAND; HAND STRENGTH; HUMANS; IMAGINATION; MOTOR CORTEX; MOVEMENT; PSYCHOMOTOR PERFORMANCE; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 78650824058     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2010.5627414     Document Type: Conference Paper

References (21)

1. R.E. Kettner, A.B. Schwartz, and A.P. Georgopoulos, "Primate motor cortex and free arm movements to visual targets in three-dimensional space. III. positional gradients and population coding of movement direction from various movement origins," Journal of Neuroscience, vol. 8, pp. 2938-2947, 1988.
2. A.B. Schwartz, "Direct cortical representation of drawing," Science, vol. 265, pp. 540-542, 1994
3. D.W. Moran and A.B. Schwartz, "Motor cortical representation of speed and direction during reaching," Journal of Neurophysiology, vol. 82, pp. 2676-2692, 1999.
4. L. Paninski, M.R. Fellow, and N.G. Hatsopoulos, and J.P. Donoghue, "Spatiotemporal tuning of motor cortical neurons for hand position and velocity," Journal of Neurophysiology, vol. 91, pp. 515-532, 2004.
5. L.R. Hochberg, M.D. Serruya, G.M. Friehs, J.A. Mukand, M. Saleh, A.H. Caplan, A. Branner, D. Chen, R.D. Penn, and J.P. Donoghue, "Neuronal ensemble control of prosthetic devices by a human with tetraplegia, " Nature, vol. 442, pp. 164-171, 2006.
6. W. Truccolo, G.M. Friehs, J.P. Donoghue, and L.R. Hochberg, "Primary motor cortex tuning to intended movement kinematics in humans with tetraplegia," Journal of Neuroscience, vol. 28, pp. 1163-1178, 2008.
7. A.B. Schwartz, X.T. Cui, D.J. Weber, and D.W. Moran, "Brain- controlled interfaces: Movement restoration with neural prosthetics," Neuron, vol. 52, pp. 205-220, 2006.
8. J.R. Wolpaw and D.J. McFarland, "Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans," Proceedings of the National Academy of Sciences of the United States of America, vol. 101, pp. 17849-17854, 2004.
9. G. Pfurtscheller and F.H. Lopes da Silva, "Event-related EEG/MEG synchronization and desynchronization: Basic principles," Clinical Neurophysiology, vol. 110, pp. 1842-1857, 1999.
10. T. Wang, J. Deng, and B. He, "Classifying EEG-based motor imagery tasks by means of time-frequency synthesized spatial patterns, " Clinical Neurophysiology, vol. 115, pp. 2744-2753, 2004.
11. H. Yuan, A. Doud, A. Gururajan, B. He, "Cortical imaging of event-related (de)synchronization during online control of brain-computer interface using minimum-norm estimates in frequency domain," IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. 16, pp. 425-431, 2008.
12. A.S. Royer and B. He, "Goal selection versus process control in a brain-computer interface based on sensorimotor rhythms," J Neural Eng, vol. 6, pp. 016005, 2009.
13. H. Yuan, C. Perdoni and B. He, "Relationship between speed and EEG activity during imagined and executed hand movements," J Neural Eng, vol. 7, pp. 26001, 2010.
14. L. Qin, L. Ding, and B. He, "Motor imagery classification by means of source analysis for brain-computer interface applications," J. Neural Eng, vol. 1, pp. 135-141, 2004.
15. F. Darvas, R. Scherer, J.G. Ojemann, R.P. Rao, K.J. Miller and L.B. Sorensen, "High gamma mapping using EEG," Neuroimage, vol. 49, pp. 930-938, 2010.
16. N.E. Crone, D.L. Miglioretti, B. Gordon, J.M. Sieracki, M.T. Wilson, S. Uematsu and R.P. Lesser, "Functional mapping of human sensorimotor cortex with electrocorticographic spectral analysis. I. alpha and beta event-related desynchronization," Brain, vol. 121, pp. 2271-2299, 1998. (Pubitemid 28552466)
17. N.E. Crone, D.L. Miglioretti, B. Gordon and R.P. Lesser, "Functional mapping of human sensorimotor cortex with electrocorticographic spectral analysis. II. event-related synchronization in the gamma band, " Brain, vol. 121, pp. 2301-2315, 1998. (Pubitemid 28552467)
18. K.J. Miller, E.C. Leuthardt, G. Schalk, R.P. Rao, N.R. Anderson, D.W. Moran, J.W. Miller and J.G. Ojemann, "Spectral changes in cortical surface potentials during motor movement," Journal of Neuroscience, vol. 27, pp. 2424-2432, 2007.
19. M.J. Brookes, A.M. Gibson, S.D. Hall, P.L. Furlong, G.R. Barnes, A. Hillebrand, K.D. Singh, I.E. Holliday, S.T. Francis and P.G. Morris, "GLM-beamformer method demonstrates stationary field, alpha ERD and gamma ERS co-localisation with fMRI BOLD response in visual cortex," NeuroImage, vol. 26, pp. 302-308, 2005.
20. J.M. Kilner, J. Mattout, R. Henson, K.J. Friston, "Hemodynamic correlates of EEG: a heuristic," Neuroimage, vol. 28, pp. 280-286, 2005.
21. J. Rickert, S.C. Oliveira, E. Vaadia, A. Aertsen, S. Rotter and C. Mehring, "Encoding of movement direction in different frequency ranges of motor cortical local field potentials," J Neurosci, vol. 25, pp. 8815-8824, 2005.