Information systems opportunities in brain-machine interface decoders

Proceedings of the IEEE

Volumn 102, Issue 5, 2014, Pages 666-682

  Kao, Jonathan C ^a   Stavisky, Sergey D ^b   Sussillo, David ^a   Nuyujukian, Paul ^b   Shenoy, Krishna V ^a  

^a Stanford University   (United States)

^b STANFORD UNIVERSITY SCHOOL OF MEDICINE   (United States)

Author keywords

Brain computer interface (BCI); brain machine interface (BMI); control algorithm; decode algorithm; intracortical array; neural network; Neural prosthesis

Indexed keywords

ALGORITHMS; DECODING; INFORMATION SYSTEMS; INFORMATION USE; NEURAL NETWORKS; NEURAL PROSTHESES; NEUROMUSCULAR REHABILITATION; PROSTHETICS; QUALITY CONTROL;

BRAIN MACHINE INTERFACE; DECODE ALGORITHMS; DIRECT NEURAL CONTROL; INTRACORTICAL ARRAY; PROSTHETIC CONTROLS; PROSTHETIC DEVICES; QUALITY OF LIFE; RESEARCH OPPORTUNITIES;

BRAIN COMPUTER INTERFACE;

EID: 84900496486     PISSN: 00189219     EISSN: None     Source Type: Journal    
DOI: 10.1109/JPROC.2014.2307357     Document Type: Article

References (119)

1. K. D. Anderson "Targeting recovery: Priorities of the spinal cord-injured population," J. Neurotrama vol. 21 pp. 1371-1383 2004.
2. Christopher & Dana Reeve Foundation "One degree of separation: Paralysis and spinal cord injury in the United States," 2009.
3. 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 no. 2 pp. 63-71 Jun. 2004.
4. E. C. Leuthardt G. Schalk J. Roland A. Rouse and D. W. Moran "Evolution of brain-computer interfaces: Going beyond classic motor physiology," Neurosurgical Focus vol. 27 no. 1 Jul. 2009 DOI: 10.3171/2009.4.FOCUS0979.
5. D. W. Moran "Evolution of brain-computer interface: Action potentials local field potentials and electrocorticograms," Current Opinion Neurobiol. vol. 20 no. 6 pp. 741-745 Dec. 2010.
6. G. Schalk J. Kubánek K. J. Miller N. R. Anderson E. C. Leuthardt J. G. Ojemann D. Limbrick D. W. Moran L. A. Gerhardt and J. R. Wolpaw "Decoding two-dimensional movement trajectories using electrocorticographic signals in humans," J. Neural Eng. vol. 4 no. 3 pp. 264-275 Sep. 2007.
7. G. Schalk K. J. Miller N. R. Anderson J. A. Wilson M. D. Smyth J. G. Ojemann D. W. Moran J. R. Wolpaw and E. C. Leuthardt "Two-dimensional movement control using electrocorticographic signals in humans," J. Neural Eng. vol. 5 no. 1 pp. 75-84 Mar. 2008.
8. Z. Wang A. Gunduz P. Brunner A. L. Ritaccio Q. Ji and G. Schalk "Decoding onset and direction of movements using electrocorticographic (ECoG) signals in humans," Front. Neuroeng. vol. 5 p. 15 Jan. 2012 DOI: 10.3389/fneng. 2012.00015.
9. 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 no. 7099 pp. 164-171 Jul. 2006.
10. 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 no. 7398 pp. 372-375 May 2012.
11. J. L. Collinger B. Wodlinger J. E. Downey W. Wang E. C. Tyler-Kabara D. J. Weber A. J. C. McMorland M. Velliste M. L. Boninger and A. B. Schwartz "High-performance neuroprosthetic control by an individual with tetraplegia," Lancet vol. 381 no. 9866 pp. 557-564 Feb. 2013.
12. B. Jarosiewicz N. Y. Masse D. Bacher S. S. Cash E. Eskandar G. Friehs J. P. Donoghue and L. R. Hochberg "Advantages of closed-loop calibration in intracortical brain-computer interfaces for people with tetraplegia," J. Neural Eng. vol. 10 no. 4 Aug. 2013 046012.
13. 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 no. 7198 pp. 1098-1101 Jun. 2008.
14. 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," Nature Neurosci. vol. 15 no. 12 pp. 7-10 Nov. 2012.
15. J. E. O'Doherty M. A. Lebedev P. J. Ifft K. Z. Zhuang S. Shokur H. Bleuler and M. A. L. Nicolelis "Active tactile exploration using a brain-machine-brain interface," Nature vol. 479 no. 7372 pp. 228-231 Nov. 2011.
16. V. Gilja C. A. Chestek I. Diester J. M. Henderson and K. V. Shenoy "Challenges and opportunities for next-generation intracortically based neural prostheses," IEEE Trans. Biomed. Eng. vol. 58 no. 7 pp. 1891-1899 Jul. 2011.
17. J. Dethier P. Nuyujukian S. I. Ryu K. V. Shenoy and K. Boahen "Design and validation of a real-time spiking-neural-network decoder for brain-machine interfaces," J. Neural Eng. vol. 10 no. 3 Apr. 2013 036008.
18. R. E. Kass V. Ventura and E. N. Brown "Statistical issues in the analysis of neuronal data," J. Neurophysiol. vol. 94 pp. 8-25 2005.
19. A. M. Green and J. F. Kalaska "Learning to move machines with the mind," Trends Neurosci. vol. 34 no. 2 pp. 61-75 2011.
20. M. L. Homer A. V. Nurmikko J. P. Donoghue and L. R. Hochberg "Sensors and decoding for intracortical brain computer interfaces," Annu. Rev. Biomed. Eng. vol. 15 pp. 383-405 Jan. 2013.
21. P. Nuyujukian J. M. Fan V. Gilja P. S. Kalanithi C. A. Chestek and K. V. Shenoy "Monkey models for brain-machine interfaces: The need for maintaining diversity," in Proc. 33rd Annu. Conf. IEEE Eng. Med. Biol. Soc. Jan. 2011 vol. 2011 pp. 1301-1305.
22. J. P. Cunningham P. Nuyujukian V. Gilja C. A. Chestek S. I. Ryu and K. V. Shenoy "A closed-loop human simulator for investigating the role of feedback control in brain-machine interfaces," J. Neurophysiol. vol. 105 pp. 1932-1949 2011.
23. S. M. Chase A. B. Schwartz and R. E. Kass "Bias optimal linear estimation and the differences between open-loop simulation and closed-loop performance of spiking-based brain-computer interface algorithms," Neural Netw. vol. 22 no. 9 pp. 1203-1213 2009.
24. S. Koyama S. M. Chase A. S. Whitford M. Velliste A. B. Schwartz and R. E. Kass "Comparison of brain-computer interface decoding algorithms in open-loop and closed-loop control," J. Comput. Neurosci. vol. 29 no. 1-2 pp. 73-87 Aug. 2010.
25. 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 Nov. 2003 E42.
26. E. Salinas and L. F. Abbott "Vector reconstruction from firing rates," J. Comput. Neurosci. vol. 1 no. 1-2 pp. 89-107 Jun. 1994.
27. D. M. Taylor S. I. H. Tillery and A. B. Schwartz "Direct cortical control of 3D neuroprosthetic devices," Science vol. 296 no. 5574 pp. 1829-1832 Jun. 2002.
28. N. G. Hatsopoulos J. Joshi and J. G. O'Leary "Decoding continuous and discrete motor behaviors using motor and premotor cortical ensembles," J. Neurophysiol. vol. 92 no. 2 pp. 1165-1174 Aug. 2004.
29. J. C. Sanchez D. Erdogmus Y. N. Rao S.-P. Kim M. A. L. Nicolelis J. Wessberg and J. C. Principe "Interpreting neural activity through linear and nonlinear models for brain machine interfaces," in Proc. 25th Annu. Int. Conf. IEEE Eng. Med. Biol. Soc. 2003 no. 2 pp. 2160-2163.
30. J. C. Sanchez J. C. Principe J. M. Carmena M. A. Lebedev and M. A. L. Nicolelis "Simultaneous prediction of four kinematic variables for a brain-machine interface using a single recurrent neural network," in Proc. 26th Annu. Int. Conf. IEEE Eng. Med. Biol. Soc. 2004 pp. 5321-5324.
31. W. Wu M. J. Black Y. Gao E. Beinenstock M. D. Serruya A. Shaikhouni and J. P. Donoghue "Neural decoding of cursor motion using a Kalman filter," Advances in Neural Information and Processing Systems 15. Cambridge MA USA: MIT Press 2003 pp. 133-140.
32. S.-P. Kim J. D. Simeral L. R. Hochberg J. P. Donoghue and M. J. Black "Neural control of computer cursor velocity by decoding motor cortical spiking activity in humans with tetraplegia," J. Neural Eng. vol. 5 no. 4 pp. 455-476 Dec. 2008.
33. A. E. Brockwell A. L. Rojas and R. E. Kass "Recursive Bayesian decoding of motor cortical signals by particle filtering," J. Neurophysiol. vol. 91 no. 4 pp. 1899-1907 Apr. 2004.
34. Y. Gao M. J. Black E. Bienenstock S. Shoham and J. P. Donoghue "Probabilistic inference of hand motion from neural activity in motor cortex," Advances in Neural Information and Processing Systems 14. Cambridge MA USA: MIT Press 2002 pp. 213-220.
35. Y. Gao M. J. Black E. Bienenstock W. Wu and J. P. Donoghue "A quantitative comparison of linear and non-linear models of motor cortical activity for the encoding and decoding of arm motions," in Proc. 1st Int. IEEE EMBS Conf. Neural Eng. 2003 pp. 189-192.
36. S. Shoham L. M. Paninski M. R. Fellows N. G. Hatsopoulos J. P. Donoghue and R. A. Normann "Statistical encoding model for a primary motor cortical brain-machine interface," IEEE Trans. Biomed. Eng. vol. 52 no. 7 pp. 1312-1322 Jul. 2005.
37. Z. Li J. E. O'Doherty T. L. Hanson M. A. Lebedev C. S. Henriquez and M. A. L. Nicolelis "Unscented Kalman filter for brain-machine interfaces," PLoS ONE vol. 4 no. 7 Jan. 2009 e6243.
38. S. Koyama L. C. Pérez-Bolde C. R. Shalizi and R. E. Kass "Approximate methods for state-space models," J. Amer. Stat. Assoc. vol. 105 no. 489 pp. 170-180 Mar. 2010.
39. D. Sussillo P. Nuyujukian J. M. Fan J. C. Kao S. D. Stavisky S. I. Ryu and K. V. Shenoy "A recurrent neural network for closed-loop intracortical brain-machine interface decoders," J. Neural Eng. vol. 9 no. 2 Apr. 2012 026027.
40. A. P. Georgopoulos A. B. Schwartz and R. E. Kettner "Neuronal population coding of movement direction," Science vol. 233 no. 4771 pp. 1416-1419 Sep. 1986.
41. R. Wahnoun J. He and S. I. Helms Tillery "Selection and parameterization of cortical neurons for neuroprosthetic control," J. Neural Eng. vol. 3 no. 2 pp. 162-171 Jun. 2006.
42. K. V. Shenoy M. Sahani and M. M. Churchland "Cortical control of arm movements: A dynamical systems perspective," Annu. Rev. Neurosci. vol. 36 pp. 337-359 Jul. 2013.
43. A. P. Georgopoulos J. F. Kalaska R. Caminiti and J. T. Massey "On the relations between the direction of two-dimensional arm movements and cell discharge in primate motor cortex," J. Neurosci. vol. 2 no. 11 pp. 1527-1537 Nov. 1982.
44. W. Wang S. S. Chan D. A. Heldman and D. W. Moran "Motor cortical representation of position and velocity during reaching," J. Neurophysiol. vol. 97 no. 6 pp. 4258-4270 Jun. 2007.
45. G. W. Fraser S. M. Chase A. S. Whitford and A. B. Schwartz "Control of a brain-computer interface without spike sorting," J. Neural Eng. vol. 6 no. 5 Oct. 2009 DOI: 10.1088/1741-2560/6/5/055004.
46. S. K. Card W. K. English and B. J. Burr "Evaluation of mouse rate-controlled isometric joystick step keys and text keys for text selection on a CRT," Ergonomics vol. 21 no. 8 pp. 601-613 1978.
47. J. P. Donoghue J. D. Simeral S.-P. Kim G.M. Friehs L. R.Hochberg andM. J. Black "Toward standardized assessment of pointing devices for brain-computer interfaces," presented at the Proc. Soc. Neurosci. San Diego CA USA 2007.
48. M. M. Churchland G. Santhanam and K. V. Shenoy "Preparatory activity in premotor and motor cortex reflects the speed of the upcoming reach," J. Neurophysiol. vol. 96 pp. 3130-3146 2006.
49. M. M. Churchland and K. V. Shenoy "Temporal complexity and heterogeneity of single-neuron activity in premotor and motor cortex," J. Neurophysiol. vol. 97 pp. 4235-4257 2007.
50. 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 no. 5 pp. 1163-1178 Jan. 2008.
51. K. V. Shenoy,M. T. Kaufman,M. Sahani and M. M. Churchland "A dynamical systems view of motor preparation: Implications for neural prosthetic system design," Progr. Brain Res. vol. 192 pp. 33-58 Jan. 2011.
52. M. M. Churchland J. P. Cunningham M. T. Kaufman J. D. Foster P. Nuyujukian S. I. Ryu and K. V. Shenoy "Neural population dynamics during reaching," Nature vol. 487 no. 7405 pp. 51-56 Jul. 2012.
53. K. Ganguly L. Secundo G. Ranade A. L. Orsborn E. F. Chang D. F. Dimitrov J. D. Wallis N. M. Barbaro R. T. Knight and J. M. Carmena "Cortical representation of ipsilateral arm movements in monkey and man," J. Neurosci. vol. 29 no. 41 pp. 12 948-12 956 2009.
54. 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 Jul. 2006.
55. P. Nuyujukian J. C. Kao J. M. Fan S. D. Stavisky S. I. Ryu and K. V. Shenoy "A high-performance robust brain-machine interface without retraining," presented at the Front. Neurosci. Comput. Systems Neurosci. Salt Lake City UT USA pp. 190-191 2012.
56. H. W. Sorenson "Least-squares estimation: From Gauss to Kalman," IEEE Spectrum vol. 7 no. 7 pp. 63-68 Jul. 1970.
57. T. Kailath "A view of three decades of linear filtering theory," IEEE Trans. Inf. Theory vol. IT-20 no. 2 pp. 146-181 Mar. 1974.
58. N. Wiener Extrapolation Interpolation and Smoothing of Stationary Time Series: With Engineering Applications. New York NY USA: Technology Press/Wiley 1949.
59. A. N. Kolmogorov "Sur l'interpolation et extrapolation des suites stationnaires," Comptes Rendus de l'Academie des Sciences vol. 208 pp. 2043-2045 1939.
60. S. V. Vaseghi "Least square error Wiener-Kolmogorov filters," in Advanced Digital Signal Processing and Noise Reduction 4th ed. New York NY USA: Wiley 2008 pp. 173-191 no. 1941.
61. R. E. Kalman "New methods of Wiener filtering theory," in Proc. 1st Symp. Eng. Appl. Random Funct. Theory Probab. 1963 pp. 279-388.
62. T. Kailath A. H. Sayed and B. Hassibi Linear Estimation. Englewood Cliffs NJ USA: Prentice-Hall 2000.
63. W. Q. Malik W. Truccolo E. N. Brown and L. R. Hochberg "Efficient decoding with steady-state Kalman filter in neural interface systems," IEEE Trans. Neural Syst. Rehabil. Eng. vol. 19 no. 1 pp. 25-34 Feb. 2011.
64. R. Kalman "A new approach to linear filtering and prediction problems," Trans. ASME/J. Basic Eng. vol. 82 no. Series D pp. 35-45 1960.
65. W. Truccolo U. T. Eden M. R. Fellows J. P. Donoghue and E. N. Brown "A point process framework for relating neural spiking activity to spiking history neural ensemble and extrinsic covariate effects," J. Neurophysiol. vol. 93 no. 2 pp. 1074-1089 Feb. 2005.
66. H. Jaeger and H. Haas "Harnessing nonlinearity: Predicting chaotic systems and saving energy in wireless communication," Science vol. 304 no. 5667 pp. 78-80 Apr. 2004.
67. Y. N. Rao S.-P. Kim J. C. Sanchez D. Erdogmus J. C. Principe J. M. Carmena M. A. Lebedev and M. A. L. Nicolelis "Learning mappings in brain machine interfaces with echo state networks," in Proc. IEEE Int. Conf. Acoust. Speech Signal Process. 2005 pp. 233-236.
68. H. Jaeger "A tutorial on training recurrent neural networks covering BPPT RTRL EKF and the 'echo state network'approach," German Nat. Res. Ctr. Inf. Technol. GMD Rep. 159 2002.
69. D. Sussillo and L. F. Abbott "Generating coherent patterns of activity from chaotic neural networks," Neuron vol. 63 no. 4 pp. 544-557 2009.
70. E. E. Fetz "Operant conditioning of cortical unit activity," Science vol. 163 pp. 955-958 Feb. 1969.
71. B. Jarosiewicz S. M. Chase G. W. Fraser M. Velliste R. E. Kass and A. B. Schwartz "Functional network reorganization during learning in a brain-computer interface paradigm," Proc. Nat. Acad. Sci. USA vol. 105 no. 49 pp. 19486-19491 Dec. 2008.
72. K. Ganguly D. F. Dimitrov J. D. Wallis and J. M. Carmena "Reversible large-scale modification of cortical networks during neuroprosthetic control," Nature Neurosci. vol. 14 no. 5 pp. 662-667 May 2011.
73. J. M. Fan P. Nuyujukian J. C. Kao C. A. Chestek S. I. Ryu and K. V. Shenoy "Intention estimation in brain machine interfaces," J. Neuroeng. vol. 11 no. 1 2014 016004.
74. A. L. Orsborn S. Dangi H. G.Moorman and J. M. Carmena "Closed-loop 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 Jul. 2012.
75. K. So S. Dangi A. L.Orsborn,M. C. Gastpar and J. M. Carmena "Subject-specific modulation of local field potential spectral power during brain-machine interface control in primates," J. Neural Eng. vol. 11 no. 2 Feb. 2014 026002.
76. L. Shpigelman H. Lalazar and E. Vaadia "Kernel-ARMA for hand tracking and brain-machine interfacing during 3D motor control," Advances in Neural Information Processing Systems 21. Cambridge MA USA: MIT Press 2009 pp. 1489-1496.
77. D. Koller and N. Friedman Probabilistic Graphical Models. Cambridge MA USA: MIT Press 2009.
78. A. Afshar G. Santhanam B. M. Yu S. I. Ryu M. Sahani and K. V. Shenoy "Single-trial neural correlates of arm movement preparation," Neuron vol. 71 no. 3 pp. 555-564 Aug. 2011.
79. B. Petreska B. M. Yu J. P. Cunningham G. Santhanam S. I. Ryu K. V. Shenoy and M. Sahani "Dynamical segmentation of single trials from population neural data," Advances in Neural Information Processing Systems 24. Cambridge MA USA: MIT Press 2011 pp. 756-764.
80. L. Buesing J. H. Macke and M. Sahani "Learning stable regularised latent models of neural population dynamics," Network Comput. Neural Syst. vol. 23 no. 1-2 pp. 24-47 Jan. 2012.
81. K. C. Ames S. I. Ryu and K. V. Shenoy "Neural dynamics of reaching following incorrect or absent motor preparation," Neuron vol. 81 no. 2 pp. 438-451 Jan. 2014.
82. D. Sussillo M. M. Churchland M. T. Kaufman and K. V. Shenoy "A recurrent neural network that produces EMG from rhythmic dynamics," presented at the Front. Neurosci. Comput. Systems Neurosci. Salt Lake City UT USA 2013.
83. J. C. Kao P. Nuyujukian J. P. Cunningham M. M. Churchland S. I. Ryu and K. V. Shenoy "Increasing brain-machine interface performance by modeling neural population dynamics," presented at the Proc. Soc. Neurosci. San Diego CA USA 2013.
84. P. R. Kennedy and R. A. E. Bakay "Restoration of neural output from a paralyzed patient by a direct brain connection," Neuroreport vol. 9 no. 8 pp. 1707-1711 Jun. 1998.
85. P. R. Kennedy R. A. E. Bakay M. M. Moore K. Adams and J. Goldwaithe "Direct control of a computer from the human central nervous system," IEEE Trans. Rehabil. Eng. vol. 8 no. 2 pp. 198-202 Jun. 2000.
86. J. D. Simeral S.-P. Kim M. J. Black J. P. Donoghue and L. R. Hochberg "Neural control of cursor trajectory and click by a human with tetraplegia 1000 days after implant of an intracortical microelectrode array," J. Neural Eng. vol. 8 no. 2 Apr. 2011 025027.
87. V. Gilja C. Pandarinath C. H. Blabe L. R. Hochberg K. V. Shenoy and J. M. Henderson "Design and application of a high performance intracortical brain computer interface for a person with amyotrophic lateral sclerosis," presented at the Proc. Soc. Neurosci. San Diego CA USA 2013.
88. J. D. Simeral D. Bacher A. A. Sarma N. J. Schmansky S. D. Stavisky B. Jarosiewicz T. Milekovic D. M. Rosler V. Gilja C. Pandarinath A. S. Cornwell J. M. Henderson K. V. Shenoy R. F. Kirsch J. P. Donoghue and L. R. Hochberg "Evolution of the BrainGate real-time brain-computer interface (BCI) platform for individuals with tetraplegia or limb loss," presented at the Proc. Soc. Neurosci. San Diego CA USA 2013.
89. J. W. Judy "Opportunities to improve long-term reliability," IEEE Pulse vol. 3 no. 2 pp. 57-60 Apr. 2012.
90. J. Krüger F. Caruana R. D. Volta and G. Rizzolatti "Seven years of recording from monkey cortex with a chronically implanted multiple microelectrode," Front. Neuroeng. vol. 3 May 2010 DOI: 10.3389/fneng. 2010.00006.
91. C. A. Chestek V. Gilja P. Nuyujukian J. D. Foster J. M. Fan M. T. Kaufman M. M. Churchland Z. Rivera-Alvidrez J. P. Cunningham S. I. Ryu and K. V. Shenoy "Long-term stability of neural prosthetic control signals from silicon cortical arrays in rhesus macaque motor cortex," J. Neural Eng. vol. 8 no. 4 Aug. 2011 045005.
92. J. C. Barrese N. Rao K. Paroo C. Triebwasser C. Vargas-Irwin L. Franquemont and J. P. Donoghue "Failure mode analysis of silicon-based intracortical microelectrode arrays in non-human primates," J. Neural Eng. vol. 10 no. 6 Dec. 2013 066014.
93. A. Prasad Q.-S. Xue V. Sankar T. Nishida G. Shaw W. J. Streit and J. C. Sanchez "Comprehensive characterization and failure modes of tungsten microwire arrays in chronic neural implants," J. Neural Eng. vol. 9 no. 5 Oct. 2012 056015.
94. U. Mitzdorf "Current source-density method and application in cat cerebral cortex: Investigation of evoked potentials and EEG phenomena," Physiol. Rev. vol. 65 no. 1 pp. 37-100 Jan. 1985.
95. S. Katzner I. Nauhaus A. Benucci V. Bonin D. L. Ringach and M. Carandini "Local origin of field potentials in visual cortex," Neuron vol. 61 no. 1 pp. 35-41 Jan. 2009.
96. G. Buzsáki C. A. Anastassiou and C. Koch "The origin of extracellular fields and currents-EEG ECoG LFP and spikes," Nature Rev. Neurosci. vol. 13 no. 6 pp. 407-420 Jun. 2012.
97. G. T. Einevoll C. Kayser N. K. Logothetis and S. Panzeri "Modelling and analysis of local field potentials for studying the function of cortical circuits," Nature Rev. Neurosci. vol. 14 no. 11 pp. 770-785 Nov. 2013.
98. R. D. Flint E. W. Lindberg L. R. Jordan L. E. Miller and M. W. Slutzky "Accurate decoding of reaching movements from field potentials in the absence of spikes," J. Neural Eng. vol. 9 no. 4 Jun. 2012 046006.
99. E. Stark and M. Abeles "Predicting movement from multiunit activity," J. Neurosci. vol. 27 no. 31 pp. 8387-8394 Aug. 2007.
100. D. A. Heldman W. Wang S. S. Chan and D. W. Moran "Local field potential spectral tuning in motor cortex during reaching," IEEE Trans. Neural Syst. Rehabil. Eng. vol. 14 no. 2 pp. 180-183 Jun. 2006.
101. C. Mehring J. Rickert E. Vaadia S. Cardosa de Oliveira A. Aertsen and S. Rotter "Inference of hand movements from local field potentials in monkey motor cortex," Nature Neurosci. vol. 6 no. 50 pp. 1253-1254 Dec. 2003.
102. H. Scherberger M. R. Jarvis and R. A. Andersen "Cortical local field potential encodes movement intentions in the posterior parietal cortex," Neuron vol. 46 no. 2 pp. 347-354 Apr. 2005.
103. J. Rickert S. C. D. 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 no. 39 pp. 8815-8824 Sep. 2005.
104. J. Zhuang W. Truccolo C. E. Vargas-Irwin and J. P. Donoghue "Decoding 3-D reach and grasp kinematics from high-frequency local field potentials in primate primary motor cortex," IEEE Trans. Biomed. Eng. vol. 57 no. 7 pp. 1774-1784 Jul. 2010.
105. A. K. Bansal W. Truccolo C. E. Vargas-Irwin and J. P. Donoghue "Decoding 3D reach and grasp from hybrid signals in motor and premotor cortices: Spikes multiunit activity and local field potentials," J. Neurophysiol. vol. 107 no. 5 pp. 1337-1355 Dec. 2011.
106. A. K. Bansal C. E. Vargas-Irwin W. Truccolo and J. P. Donoghue "Relationships among low-frequency local field potentials spiking activity and three-dimensional reach and grasp kinematics in primary motor and ventral premotor cortices," J. Neurophysiol. vol. 105 no. 4 pp. 1603-1619 Apr. 2011.
107. D. A. Markowitz Y. T. Wong C. M. Gray and B. Pesaran "Optimizing the decoding of movement goals from local field potentials in macaque cortex," J. Neurosci. vol. 31 no. 50 pp. 18412-18422 Dec. 2011.
108. R. D. Flint C. Ethier E. R. Oby L. E.Miller and M. W. Slutzky "Local field potentials allow accurate decoding of muscle activity," J. Neurophysiol. vol. 108 no. 1 pp. 18-24 Apr. 2012.
109. E. J. Hwang and R. A. Andersen "The utility of multichannel local field potentials for brain-machine interfaces," J. Neural Eng. vol. 10 no. 4 Aug. 2013 046005.
110. R. D. Flint Z. A. Wright M. R. Scheid and M. W. Slutzky "Long term stable brain machine interface performance using local field potentials and multiunit spikes," J. Neural Eng. vol. 10 no. 5 Aug. 2013 056005.
111. C. A. Chestek V. Gilja P. Nuyujukian R. J. Kier F. Solzbacher S. I. Ryu R. R. Harrison and K. V. Shenoy "HermesC: Low-power wireless neural recording system for freely moving primates," IEEE Trans. Neural Syst. Rehabil. Eng. vol. 17 no. 4 pp. 330-338 Aug. 2009.
112. H. Miranda V. Gilja C. A. Chestek K. V. Shenoy and T. H. Meng "HermesD: A high-rate long-range wireless transmission system for simultaneous multichannel neural recording applications," IEEE Trans. Biomed. Circuits Syst. vol. 4 no. 3 pp. 181-191 Jun. 2010.
113. D. A. Borton M. Yin J. Aceros and A. V. Nurmikko "An implantable wireless neural interface for recording cortical circuit dynamics in moving primates," J. Neural Eng. vol. 10 no. 2 Apr. 2013 026010.
114. S. Kim P. Tathireddy R. A. Normann and F. Solzbacher "Thermal impact of an active 3-D microelectrode array implanted in the brain," IEEE Trans. Neural Syst. Rehabil. Eng. vol. 15 no. 4 pp. 493-501 Dec. 2007.
115. P. D. Wolf "Thermal considerations for the design of an implanted cortical brain-machine interface (BMI)," in Indwelling Neural Implants: Strategies for Contending With the In Vivo Environment W. Reichert Ed. Boca Raton FL USA: CRC Press 2008.
116. R. Silver K. Boahen S. Grillner N. Kopell and K. L. Olsen "Neurotech for neuroscience: Unifying concepts organizing principles and emerging tools," J. Neurosci. vol. 27 no. 44 pp. 11807-11819 Oct. 2007.
117. J. Dethier P. Nuyujukian C. Eliasmith T. Stewart S. A. Elassaad K. V. Shenoy and K. Boahen "A brain-machine interface operating with a real-time spiking neural network control algorithm," Advances in Neural Information Processing Systems 24. Cambridge MA USA: MIT Press 2011 pp. 2213-2221.
118. A. V. Nurmikko J. P. Donoghue L. R. Hochberg W. R. Patterson Y.-K. Song C. W. Bull D. A. Borton F. Laiwalla S. Park Y. Ming and J. Aceros "Listening to brain microcircuits for interfacing with external worldVProgress in wireless implantable microelectronic neuroengineering devices," Proc. IEEE vol. 98 no. 3 pp. 375-388 Mar. 2010.
119. S. Kim R. Bhandari M. Klein S. Negi L. Rieth P. Tathireddy M. Toepper H. Oppermann and F. Solzbacher "Integrated wireless neural interface based on the Utah electrode array," Biomed. Microdevices vol. 11 no. 2 pp. 453-466 Apr. 2009.