Invasive or noninvasive: Understanding brain-machine interface technology

IEEE Engineering in Medicine and Biology Magazine

Volumn 29, Issue 1, 2010, Pages 16-22

  Del R Millán, José ^a,b   Carmena, Jose M ^c,d  

^a UNIVERSITAT POLITÈCNICA DE CATALUNYA   (Spain)

^b EPFL   (Switzerland)

^c UNIVERSITAT POLITÈCNICA DE VALÈNCIA   (Spain)

^d UNIVERSITY OF EDINBURGH   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 77950645686     PISSN: 07395175     EISSN: None     Source Type: Journal    
DOI: 10.1109/MEMB.2009.935475     Document Type: Article

References (41)

1. M. A. L. Nicolelis, "Actions from thoughts," Nature, vol. 409, pp. 403-407, 2001.
2. J. d. R. Millán, "Brain-computer interfaces," Handbook of Brain Theory and Neural Networks,M. A. Arbib, Ed. Cambridge, MA: MIT Press, 2002, pp. 178-181.
3. J. R. Wolpaw, N. Birbaumer, D. J. McFarland, G. Pfurtscheller, and T. M. Vaughan, "Brain-computer interfaces for communication and control," Clin. Neurophysiol., vol. 113, pp. 767-791, 2002.
4. G. Dornhege, J. d. R. Millán, T. Hinterberger, D. J. McFarland, and K.-R. Müller, Eds., Towards Brain-Computing Interfacing. Cambridge, MA: MIT Press, 2007.
5. B. Blankertz, G. Dornhege, S. Lemm, M. Krauledat, G. Curio, and K.-R. Müller, "The Berlin brain-computer interface: Machine learning based detection of user specific brain states," J. Univer. Comput. Sci., vol. 12, pp. 581-607, 2006.
6. J. d. R. Millán, P.W. Ferrez, F. Galán, E. Lew, and R. Chavarriaga, "Non-invasive brain-machine interaction," Int. J. Pattern Recogn., vol. 22, pp. 959-972, 2008.
7. J. Wessberg, C. R. Stambaugh, J. D. Kralik, P. D. Beck, M. Laubach, J. K. Chapin, J. Kim, S. J. Biggs, M. A. Srinivasan, and M. A. L. Nicolelis, "Real-time prediction of hand trajectory by ensembles of cortical neurons in primates," Nature, vol. 208, pp. 361-365, 2000.
8. J. K. Chapin, R. Markowitz, K. A. Moxon, and M. A. L. Nicolelis, "Direct real-time control of a robot arm using signals derived from neuronal population recordings in motor cortex," Nat. Neurosci., vol. 2, pp. 664-670, 1999.
9. 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.
10. D. M. Taylor, S. I. Tillery, and A. B. Schwartz, "Direct cortical control of 3D neuroprosthetic devices," Science, vol. 296, pp. 1829-1832, 2002.
11. 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 brain-machine interface for reaching and grasping by primates," PLoS Biol., vol. 1, pp. 192-208, 2003.
12. S. Musallam, B. D. Corneil, B. Greger, H. Scherberger, and R. A. Andersen, "Cognitive control signals for neural prosthetics," Science, vol. 305, pp. 162-163, 2004.
13. J. R. Wolpaw and D. J. McFarland, "Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans," Proc. Natl. Acad. Sci. USA, vol. 101, pp. 17849-17854, 2004.
14. E. C. Leuthardt, G. Schalk, J. R. Wolpaw, J. G. Ojemann, and D. W. Moran, "A brain-computer interface using electrocorticographic signals in humans," J. Neural Eng., vol. 1, pp. 63-71, 2004.
15. G. Santhanam, S. I. Ryu, B. M. Yu, A. Afshar, and K. V. Shenoy, "A high-performance brain-computer interface," Nature, vol. 442, pp. 195-198, 2006.
16. 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.
17. M. Velliste, S. Perel, M. C. Spalding, A. Whitford, and A. B. Schwartz, "Cortical control of a prosthetic arm for self-feeding," Nature, vol. 453, pp. 1098-1101, 2008.
18. J. d. R. Millán, F. Renkens, J. Mouriño, and W. Gerstner, "Non-invasive brain-actuated control of a mobile robot by human EEG," IEEE Trans. Biomed. Eng., vol. 51, pp. 1026-1033, 2004.
19. W. Truccolo, G. M. Friehs, J. P. Donoghue, and L. R. Hochberg, "Primary motor cortex tuning to intended movement kinematics in humans with tetraplegia," J. Neurosci., vol. 28, pp. 1163-1178, 2008.
20. C. T. Mortiz, S. I. Perlmutter, and E. E. Fetz, "Direct control of paralysed muscles by cortical neurons," Nature, vol. 456, pp. 639-642, 2008.
21. G. H. Mulliken, S. Musallam, and R. A. Andersen, "Decoding trajectories from posterior parietal cortex ensembles," J. Neurosci., vol. 28, pp. 12913-12296, 2008.
22. K. Ganguly and J. M. Carmena, "Emergence of a stable cortical map for neuroprosthetic control," PloS Biol., vol. 7, no. 1-3, e1000153, 2009.
23. B. Jarosiewicza, S. M. Chase, G. W. Fraser, M. Velliste, R. Kaas, and A. B. Schwartz, "Functional network reorganization during learning in a brain-computer interface paradigm," Proc. Natl. Acad. Sci. USA, vol. 105, pp. 19485-19490, 2008.
24. J. d. R. Millán, P.W. Ferrez, and T. Seidl, "Validation of brain-machine interfaces during parabolic flight," Int. Rev. Neurobiol., vol. 86, pp. 189-197, 2009.
25. P. W. Ferrez and J. d. R. Millán, "Error-related EEG potentials generated during simulated braincomputer interaction," IEEE Trans. Biomed. Eng., vol. 55, pp. 923-929, 2008.
26. P. W. Ferrez and J. d. R. Millán, "Simultaneous real-time detection of motor imagery and error-related potentials for improved BCI accuracy," in Proc. 4th Int. Brain-Computer Interface Workshop, Graz, Austria, 2008.
27. J. M. Carmena and L. G. Cohen, "Brain-machine interfaces and transcranial stimulation - Future implications for spinal injury in humans," in Spinal Cord Injuries: Handbook of Clinical Neurology Series, 3rd ed., M. J. Aminoff, et al., Eds. Amsterdam, the Netherlands: Elsevier, to be published.
28. M. A. L. Nicolelis, D. Dmitrov, J. M. Carmena, R. Crist, G. Lehew, J. D. Kralik, and S. P. Wise, "Chronic, multisite, multielectrode recordings in macaque monkeys," Proc. Natl. Acad. Sci. USA, vol. 100, pp. 11041-11046, 2003.
29. C. A. Chestek, V. Gilja, P. Nuyujukian, R. Kier, F. Solzbacher, S. I. Ryu, R. A. Harrison, and K. V. Shenoy, "HermesC: Low-power wireless neural recording system for freely moving primates," IEEE Trans. Neural Syst. Rehabil. Eng. (Special Issue on Wireless Neurotechnology), vol. 17, pp. 330-338.
30. J. d. R. Millán, F. Galán, D. Vanhooydonck, E. Lew, J. Philips, and M. Nuttin, "Asynchronous noninvasive brain-actuated control of an intelligent wheelchair," in Proc. 31st Ann. Int. Conf. IEEE Engineering in Medicine and Biology Society, Minneapolis, USA, 2009.
31. J. d. R. Millán, F. Renkens, J. Mourinõ, and W. Gerstner, "Non-invasive brain-actuated control of a mobile robot by human EEG," IEEE Trans. Biomed. Eng., vol. 51, pp. 1026-1033, 2004.
32. N. Birbaumer, N. Ghanayim, T. Hinterberger, I. Iversen, B. Kotchoubey, A. Kübler, J. Perelmouter, E. Taub, and H. Flor, "A spelling device for the paralysed," Nature, vol. 398, pp. 297-298, 1999.
33. G. Pfurtscheller and C. Neuper, "Motor imagery and direct brain-computer communication," Proc. IEEE, vol. 89, pp. 1123-1134, 2001.
34. J. d. R. Millán, "Adaptive brain interfaces," Comm. ACM, vol. 46, pp. 74-80, 2003.
35. R. Scherer, G. R. Müller, C. Neuper, B. Grainmann, and G. Pfurtscheller, "An asynchronous controlled EEG-based virtual keyboard: Improvement of the spelling rate," IEEE Trans. Biomed. Eng., vol. 51, pp. 979-984, 2004.
36. G. R. Müller-Putz, R. Scherer, G. Pfurtscheller, and R. Rupp, "EEG-based neuroprosthesis control: A step towards clinical practice," Neurosci. Lett., vol. 382, pp. 169-174, 2005.
37. B. Blankertz, M. Krauledat, D. Dornhege, J. Williamson, R. Murray-Smith, and K.-R. Mü ller, "A note on brain actuated spelling with the Berlin brain-computer interface," in Proc. 12th Int. Conf. Human-Computer Interaction, Beijng, China, 2007.
38. M. W. Tangermann, M. Krauledat, K. Grzeska, M. Sagebaum, C. Vidaurre, B. Blankertz, and K.-R. Müller, "Playing pinball with non-invasive BCI," in Proc. Advances in Neural Information Processing Systems 21 (NIPS), Vancouver, Canada, 2008.
39. J. Kohlmorgen, G. Dornhege, M. Braun, B. Blankertz, K.-R. Müller, G. Curio, K. Hagemann, A. Bruns, M. Schrauf, and W. Kincses, "Improving human performance in a real operating environment through real-time mental workload detection," Toward Brain-Computer Interfacing, G. Dornhege, J. d. R. Millán, T. Hinterberger, D. McFarland, and K.-R. Müller, Eds. Cambridge, MA: MIT Press, 2007, pp. 409-422.
40. A. Vuckovic, V. Radivojevic, A. C. N. Chen, and D. Popovic, "Automatic recognition of alertness and drowsiness from EEG by an artificial neural network," Med. Eng. Phys., vol. 24, pp. 349-360, 2002.
41. N. Doidge, The Brain That Changes Itself. New York: Penguin Books, 2007.