Decoder remapping to counteract neuron loss in brain-machine interfaces

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

Volumn , Issue , 2010, Pages 1670-1673

  Heliot, Rodolphe ^b   Venkatraman, Subramaniam ^c   Carmena, Jose M ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b DIF   (France)

^c QUALCOMM INC   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BRAIN MACHINE INTERFACE; CLOSED-LOOP; COMMONLY USED; LEARNING PROCESS; LINEAR FILTERS; NEURAL ENSEMBLES; NEURAL RECORDINGS; NOVEL TECHNIQUES; REMAPPING;

ALGORITHM; ANIMAL; ARTICLE; ARTIFACT; BRAIN MAPPING; COMPUTER INTERFACE; MACACA; MAN MACHINE INTERACTION; METHODOLOGY; NERVE CELL; PHYSIOLOGY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING;

ALGORITHMS; ANIMALS; ARTIFACTS; BRAIN MAPPING; MACACA; MAN-MACHINE SYSTEMS; NEURONS; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING, COMPUTER-ASSISTED; USER-COMPUTER INTERFACE;

EID: 78650845914     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2010.5626694     Document Type: Conference Paper

References (13)

1. M.D. Serruya, N.G. Hatsopoulos, L. Paninski, M.R. Fellows, and J.P. Donoghue, "Instant neural control of a movement signal," Nature, vol. 416, pp. 141-142, 2002.
2. J.M. Carmena, M.A. Lebedev, R.E. Crist, J.E. ODoherty, D.M. Santucci, D. Dimitrov, P.G. Patil, C.S. Henriquez, and M.A. Nicolelis, "Learning to control brain-machine interface for reaching and grasping by primates," PloS Biol., vol. 1, pp. 193-208, 2003.
3. D.M. Taylor, S.I. Tillery and A.B. Schwartz, "Direct cortical control of 3D neuroprosthetic devices," Science, vol. 296, 2002, pp. 1829-1832.
4. 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, Jul. 2006.
5. M. Velliste, S. Perel, M.C. Spalding, A.S. Whitford, and A.B. Schwartz, "Cortical control of a prosthetic arm for self-feeding," Nature, vol. 453, pp. 1098-1101, 2008.
6. W. Wu, Y. Gao, E. Bienenstock, J. P. Donoghue, and M. J. Black, "Bayesian population decoding of motor cortical activity using a kalman filter," Neural Comput., vol. 18, no. 1, pp. 80-118, 2006.
7. K. Ganguly and J. M. Carmena, "Emergence of a cortical map for neuroprosthetic control," PloS Biol., vol. 7, no. 7, p. e1 000 153, Jul. 2009.
8. J. Seymour and D. Kipke, "Open-architecture neural probes reduce cellular encapsulation," Materials Research Society Symposium 2006, vol. 926, 2006.
9. S. Retterer, K. Smith, C. Bjornsson, K. Neeves, A. Spence, J. Turner, W. Shain, and M. Isaacson, "Model neural prostheses with integrated microfluidics: a potential intervention strategy for controlling reactive cell and tissue responses," IEEE Transactions on Biomedical Engineering, vol. 51, no. 11, pp. 2063-2073, 2004.
10. Heliot R., Ganguly K., Jimenez J., and Carmena J.M. Learning in closed-loop brain-machine interfaces: modeling and experimental validation. IEEE Transactions on Systems, Man and Cybernetics, part B (in press)
11. Kawato M, "Internal models for motor control and trajectory planning". Curr Opin Neurobiol. 6: 718-727, 1999.
12. Nicolelis MAL, Dmitrov D, Carmena JM, Crist R, Lehew G, et al. "Chronic, multisite, multielectrode recordings in macaque monkeys" Proc. Natl. Acad. Sci. USA, 2003.
13. Georgopoulos AP, Schwartz AB, Kettner RE, "Neuronal population coding of movement direction. Science 233: 1416-1419, 1986.