Optimal feedback-controlled point process decoder for adaptation and assisted training in brain-machine interfaces

International IEEE/EMBS Conference on Neural Engineering, NER

Volumn , Issue , 2013, Pages 653-656

  Shanechi, Maryam M ^a   Carmena, Jose M ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BRAIN MACHINE INTERFACE; CLOSED-LOOP OPERATION; INFINITE HORIZONS; NEURAL ACTIVITY; OPTIMAL FEEDBACK CONTROL; PARAMETER CONVERGENCE; TARGET POSITION; UNIFIED FRAMEWORK;

COMPUTER SIMULATION; NEURONS; VISUAL COMMUNICATION;

OPTIMIZATION;

EID: 84897714436     PISSN: 19483546     EISSN: 19483554     Source Type: Conference Proceeding    
DOI: 10.1109/NER.2013.6696019     Document Type: Conference Paper

References (21)

1. D. M. Taylor, S. I. H. Tillery, and A. B. Schwartz, "Direct cortical control of 3D neuroprosthetic devices," Science, vol. 296, pp. 1829-1832, June 2002.
2. J. M. Carmena, M. A. Lebedev, R. E. Crist, J. E. O'Doherty, D. M. Santucci, D. F. Dimitrov, P. G. Patil, C. S. Henriquez, and M. A. L. Nicolelis, "Learning to control a brain-machine interface for reaching and grasping by primates," PLoS Biol., vol. 1, no. 2, 2003.
3. 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, June 2008.
4. L. R. Hochberg, D. Bacher, B. Jarosiewicz, N. Y. Masse, J. D. Simeral, J. Vogel, S. Haddadin, J. Liu, S. S. Cash, P. van der Smagt, and J. P. Donoghue, "Reach and grasp by people with tetraplegia using a neurally controlled robotic arm," Nature, vol. 485, May 2012.
5. V. Gilja, P. Nuyujukian, C. A. Chestek, J. P. Cunningham, B. M. Yu, J. M. Fan, M. M. Churchland, M. T. Kaufman, J. C. Kao, S. I. Ryu, and K. V. Shenoy, "A high-performance neural prosthesis enabled by control algorithm design," Nat. Neurosci., vol. 15, pp. 1752-1757, Dec. 2012.
6. A. L. Orsborn, S. Dangi, H. G. Moorman, and J. M. Carmena, "Closedloop decoder adaptation on intermediate time-scales facilitates rapid bmi performance improvements independent of decoder initialization conditions," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 20, no. 4, pp. 468-477, July 2012.
7. J. L. Collinger, B. Wodlinger, J. E. Downey, W. Wang, E. C. Tyler-Kabara, D. J. Weber, A. J. McMorland, M. Velliste, M. L. Boninger, and A. B. Schwartz, "High-performance neuroprosthetic control by an individual with tetraplegia," The Lancet, vol. 381, no. 9866, pp. 557-564, Feb. 2013.
8. M. M. Shanechi, Z. M. Williams, G. W. Wornell, R. Hu, M. Powers, and E. N. Brown, "A real-time brain-machine interface combining motor target and trajectory intent using an optimal feedback control design," PLOS ONE, vol. 8, no. 4, P. e59049, Apr. 2013.
9. M. M. Shanechi, R. C. Hu, M. Powers, G. W. Wornell, E. N. Brown, and Z. M. Williams, "Neural population partitioning and a concurrent brain-machine interface for sequential motor function," Nat. Neurosci., vol. 15, no. 12, pp. 1715-1722, Dec. 2012.
10. K. Ganguly and J. M. Carmena, "Emergence of a stable cortical map for neuroprosthetic control," PLoS Biol., vol. 7, no. 7, July 2009.
11. B. Mahmoudi and J. C. Sanchez, "A symbiotic brain-machine interface through value-based decision making," PLOS ONE, vol. 6, no. 3, P. e14760, Apr. 2011.
12. M. M. Shanechi, G. W. Wornell, Z. M. Williams, and E. N. Brown, "A parallel point-process filter for estimation of goal-directed movements from neural signals." in Proc. IEEE conference on acoustics, speech, and signal processing (ICASSP), Dallas, TX, Mar. 2010.
13. M. M. Shanechi, Z. M. Williams, G. W. Wornell, and E. N. Brown, "A brain-machine interface combining target and trajectory information using optimal feedback control," in Computational and Systems Neuroscience (COSYNE) Meeting, Salt Lake City, USA, Feb. 2011.
14. M. M. Shanechi, G. W. Wornell, Z. M. Williams, and E. N. Brown, "Feedback-controlled parallel point process filter for estimation of goal-directed movements from neural signals," IEEE Trans. Neural Syst. Rehabil. Eng., published online, doi: 10.1109/TNSRE.2012.2221743, Oct. 2012.
15. R. Shadmehr and J. W. Krakauer, "A computational neuroanatomy for motor control," Exp. Brain Res., pp. 359-381, 2008.
16. M. D. Golub, B. M. Yu, and S. M. Chase, "Internal models engaged by brain-computer interface control," in IEEE EMBS, San Diego, USA, Aug. 2012.
17. D. Huh, E. Todorov, and T. J. Sejnowski, "Infinite horizon optimal control framework for goal directed movements," in Society for Neuroscience (SFN) Meeting, San Diego, USA, Nov. 2010.
18. D. Bertsekas, Dynamic Programming and Optimal Control. Athena Scientific, 2005.
19. D. W. Moran and A. B. Schwartz, "Motor cortical representation of speed and direction during reaching," J. Neurophysiol., vol. 82, pp. 2676-2692, 1999.
20. U. T. Eden, L. M. Frank, R. Barbieri, V. Solo, and E. N. Brown, "Dynamic analysis of neural encoding by point process adaptive filtering," Neural Comput., vol. 16, pp. 971-998, 2004.
21. D. M. Wolpert, Z. Ghahramani, and M. I. Jordan, "An internal model for sensorimotor integration," Science, vol. 269, no. 5232, pp. 1880-1882, Sept. 1995.