A closed-loop neurobotic system for fine touch sensing

Journal of Neural Engineering

Volumn 10, Issue 4, 2013, Pages

  Bologna, L L ^a   Pinoteau, J ^a   Passot, J B ^a   Garrido, J A ^b   Vogel, J ^c   Vidal, E Ros ^d   Arleo, A ^a  

^a SORBONNE UNIVERSITÉ   (France)

^b UNIVERSITY OF PAVIA   (Italy)

^c GERMAN AEROSPACE CENTER DLR   (Germany)

^d UNIVERSITY OF GRANADA   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

ACTION-PERCEPTION LOOP; DESIGN AND IMPLEMENTATIONS; MULTI-STAGE PROCESSING; NEURAL ARCHITECTURES; PERCEPTUAL AMBIGUITIES; ROBOTIC APPLICATIONS; TACTILE INFORMATION; TACTILE RECOGNITION;

BIOMEDICAL ENGINEERING; ENGINEERING TECHNOLOGY; NEUROLOGY;

ROBOTICS;

ARTICLE; BRAILLE; DECISION MAKING; HUMAN; MECHANORECEPTOR; NERVE CELL; NEUROBIOLOGY; NEUROPHYSIOLOGY; PREDICTION; PRIORITY JOURNAL; ROBOTICS; SOMATOSENSORY SYSTEM;

BIOFEEDBACK, PSYCHOLOGY; BIOMIMETICS; COMPUTER SIMULATION; EQUIPMENT DESIGN; EQUIPMENT FAILURE ANALYSIS; FEEDBACK, PHYSIOLOGICAL; HUMANS; MECHANORECEPTORS; MECHANOTRANSDUCTION, CELLULAR; MODELS, BIOLOGICAL; REPRODUCIBILITY OF RESULTS; ROBOTICS; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING, COMPUTER-ASSISTED; TOUCH;

EID: 84883177472     PISSN: 17412560     EISSN: 17412552     Source Type: Journal    
DOI: 10.1088/1741-2560/10/4/046019     Document Type: Article

References (101)

1. Aksentijevic A and Gibson K 2012 Complexity equals change Cogn. Syst. Res. 15 1-16
2. Albu-Schäffer A, Haddadin S, Ott C, Stemmer A, Wimbock T and Hirzinger G 2007a The DLR lightweight robot: design and control concepts for robots in human environments Indust. Robot. 34 376-85 (Pubitemid 47283169)
3. Albu-Schäffer A, Ott C and Hirzinger G 2007b A unified passivity-based control framework for position, torque and impedance control of flexible joint robots Int. J. Robot. Res. 26 23-39 (Pubitemid 44975085)
4. Albus J S 1971 A theory of cerebellar function Math. Biosci. 10 25-61
5. Alexander C and Carey S 1968 Subsymmetries Percept. Psychophys 4 73-77
6. Asfour T, Azad P, Vahrenkamp N, Regenstein K, Bierbaum A, Welke K, Schroeder J and Dillmann R 2008 Toward humanoid manipulation in human-centred environments Robot. Auton. Syst. 56 54-65 (Pubitemid 351491186)
7. Attwell P J, Cooke S F and Yeo C H 2002 Cerebellar function in consolidation of a motor memory Neuron 34 1011-20 (Pubitemid 34722289)
8. Bekiroglu Y, Laaksonen J, Jorgensen J A, Kyrki V and Kragic D 2011 Assessing grasp stability based on learning and haptic data IEEE Trans. Robot. 27 616-29
9. Bengtsson F, Brasselet R, Johansson R S, Arleo A and Jörntell H 2013 Integration of sensory quanta in cuneate nucleus neurons in vivo PloS ONE 8 e56630
10. Bensmaïa S J 2002 A transduction model of the Meissner corpuscle Math. Biosci. 176 203-17 (Pubitemid 34311094)
11. Bertelson P, Mousty P and D'Alimonte G 1985 A study of Braille reading: 2. Patterns of hand activity in one-handed and two-handed reading Q. J. Exp. Psychol. A 37 235-56
12. Bi G Q and Poo M M 1998 Synaptic modifications in cultured hippocampal neurons: dependence on spike timing, synaptic strength, and postsynaptic cell type J. Neurosci. 18 10464-72
13. Blakemore S-J, Wolpert D and Frith C 2000 Why can't you tickle yourself? Neuroreport 11 R11-6
14. Bologna L L, Brasselet R, Maggiali M and Arleo A 2010 Neuromimetic encoding/decoding of spatiotemporal spiking signals from an artificial touch sensor Proc. Int. Joint Conf. on Neural Networks pp 1-6
15. Bologna L L, Pinoteau J, Brasselet R, Maggiali M and Arleo A 2011 Encoding/decoding of first and second order tactile afferents in a neurorobotic application J. Physiol. 105 25-35
16. Brasselet R, Johansson R and Arleo A 2009 Optimal context separation of spiking haptic signals by second-order somatosensory neurons Adv. Neural Inform. Process. Syst. 22 180-8
17. Brasselet R, Johansson R S and Arleo A 2011a Isometric coding of spiking haptic signals by peripheral somatosensory neurons Advances on Computational Intelligence (Lecture Notes in Computer Science vol 6691) ed J E A Cabestany (Berlin: Springer) pp 528-36
18. Brasselet R, Johansson R S and Arleo A 2011b Quantifying neurotransmission reliability through metrics-based information analysis Neural Comput. 23 852-81
19. Breidegard B 2007 Computer-based automatic finger- and speech-tracking system Behav. Res. Methods 39 824-34
20. Breidegard B, Jönsson B, Fellenius K and Strömqvist S 2006 Disclosing the secrets of Braille reading - computer-aided registration and interactive analysis Vis. Impair Res. 8 49-59 (Pubitemid 44973641)
21. Cannata G, Maggiali M, Metta G and Sandini G 2008 An embedded artificial skin for humanoid robots Proc. IEEE Int. Conf. on Multisensor Fusion and Integration for Intelligent Systems pp 434-38
22. Carrillo R R, Ros E, Boucheny C and Coenen O J 2008 A real-time spiking cerebellum model for learning robot control Biosystems 94 18-27
23. Chacron M J, Pakdaman K and Longtin A 2003 Interspike interval correlations, memory, adaptation, and refractoriness in a leaky integrate-and-fire model with threshold fatigue Neural Comput. 15 253-78 (Pubitemid 37049823)
24. Chipman S F 1977 Complexity and structure in visual patterns J. Exp. Psychol. Gen. 106 269-301
25. Chitta S, Sturm J, Piccoli M and Burgard W 2011 Tactile sensing for mobile manipulation IEEE Trans. Robot. 27 558-68
26. Crapse T B and Sommer M A 2008 Corollary discharge across the animal kingdom Nature Rev. Neurosci. 9 587-600 (Pubitemid 352032115)
27. Dahiya R S, Metta G, Valle M and Sandini G 2010 Tactile sensing - from humans to humanoids IEEE Trans. Robot. 26 1-20
28. Diamond M E and Arabzadeh E 2012 Whisker sensory system - from receptor to decision Prog. Neurobiol. 103 28-40
29. Domingos P and Pazzani M 1996 Beyond independence: conditions for the optimality of the simple Bayesian classifier Proc. 13th Int. Conf. on Machine Learning pp 105-12
30. Domingos P and Pazzani M 1997 On the optimality of the simple Bayesian classifier under zero-one loss Mach. Learn. 29 103-30 (Pubitemid 127510035)
31. Duda R O, Hart P E and Stork D G 2001 Pattern Classification (New York: Wiley-Interscience)
32. Fishel J A and Loeb G E 2012 Bayesian exploration for intelligent identification of textures Front. Neurorobot. 6 4
33. Frank E, Trigg L, Holmes G and Witten I H 2000 Technical note: naive Bayes for regression Mach. Learn. 41 5-26
34. Freeman A W and Johnson K O 1982 Cutaneous mechanoreceptors in macaque monkey: temporal discharge patterns evoked by vibration, and a receptor model J. Physiol. 323 21-41 (Pubitemid 12180895)
35. Fyffe R E, Cheema S S, Light A R and Rustioni A 1986a Intracellular staining study of the feline cuneate nucleus: II. Thalamic projection neurons J. Neurophysiol. 56 1284-96 (Pubitemid 17190186)
36. Fyffe R E, Cheema S S and Rustioni A 1986b Intracellular staining study of the feline cuneate nucleus: I. Terminal patterns of primary afferent fibers J. Neurophysiol. 56 1268-83 (Pubitemid 17190185)
37. Garrido J A, Carrillo R R, Luque N R and Ros E 2011 Event and time driven hybrid simulation of spiking neural networks Advances in Computational Intelligence (Lecture Notes in Computer Science vol 6691) ed J Cabestany, I Rojas and G Joya (Berlin: Springer) pp 554-61
38. Gerstner W and Kistler W M 2002 Spiking Neuron Models: Single Neurons, Populations, Plasticity (Cambridge: Cambridge University Press)
39. Grant R A, Mitchinson B, Fox C W and Prescott T J 2009 Active touch sensing in the rat: anticipatory and regulatory control of whisker movements during surface exploration J. Neurophysiol. 101 862-74
40. Hochberg L R et al 2012 Reach and grasp by people with tetraplegia using a neurally controlled robotic arm Nature 485 372-5
41. Horner D T 1991 The effects of complexity on the perception of vibrotactile patterns Percept. Psychophys 49 551-62
42. Howe R D 1993 Tactile sensing and control of robotic manipulation Adv. Robot. 8 245-61
43. Hsiao S 2008 Central mechanisms of tactile shape perception Curr. Opin. Neurobiol. 18 418-24
44. Hsiao S S, Lane J and Fitzgerald P 2002 Representation of orientation in the somatosensory system Behav. Brain. Res. 135 93-103 (Pubitemid 35299853)
45. Hughes B 2011 Movement kinematics of the braille-reading finger J. Vis. Impair Blind 105 370-81
46. Hughes B, Van Gemmert A W A and Stelmach G E 2011 Linguistic and perceptual-motor contributions to the kinematic properties of the braille reading finger Hum. Mov. Sci. 30 711-30
47. Ito M 1974 Control Mechanisms of Cerebellar Motor System (Cambridge, MA: MIT Press) pp 293-303
48. Ito M 1984 The Cerebellum and Neural Control (New York: Raven Press)
49. Ito M and Kano M 1982 Long-lasting depression of parallel fiber-purkinje cell transmission induced by conjunctive stimulation of parallel fibers and climbing fibers in the cerebellar cortex Neurosci. Lett. 33 253-8 (Pubitemid 13119529)
50. Johansson R S and Birznieks I 2004 First spikes in ensembles of human tactile afferents code complex spatial fingertip events Nature Neurosci. 7 170-7 (Pubitemid 38129793)
51. Johansson R S and Flanagan J R 2009 Coding and use of tactile signals from the fingertips in object manipulation tasks Nature Rev. Neurosci. 10 345-59
52. Jones E G 2000 Cortical and subcortical contributions to activity-dependent plasticity in primate somatosensory cortex Annu. Rev. Neurosci. 23 1-37 (Pubitemid 30350036)
53. Kim S S, Sripati A P and Bensmaia S J 2010 Predicting the timing of spikes evoked by tactile stimulation of the hand J. Neurophysiol. 104 1484-96
54. Lapicque L 1907 Recherches quantitatives sur l'excitation électrique des nerfs traitée comme une polarisation J. Physiol. Pathol. Gén. 9 620-35
55. Lederman S J and Klatzky R L 1993 Extracting object properties through haptic exploration Acta Psychol. 84 29-40
56. Leiras R, Velo P, Martin-Cora F and Canedo A 2010 Processing afferent proprioceptive information at the main cuneate nucleus of anesthetized cats J. Neurosci. 30 15383-99
57. Liu H, Wu K, Meusel P, Seitz N, Hirzinger G, Jin MH, Liu Y W, Fan S W, Lan T and Chen Z P 2008 Multisensory five-finger dexterous hand: the DLR/HIT hand II Proc. IEEE/RSJ Int. Conf. on Intelligent Robots and Systems pp 3692-97
58. Mackevicius E L, Best M D, Saal H P and Bensmaia S J 2012 Millisecond precision spike timing shapes tactile perception J. Neurosci. 32 15309-17
59. Maheshwari V and Saraf R 2008 Tactile devices to sense touch on a par with a human finger Angew. Chem. Int. Edn. Engl. 47 7808-26
60. Mainen Z F and Sejnowski T J 1995 Reliability of spike timing in neocortical neurons Science 268 1503-6
61. Marino J, Aguilar J, Soto C and Canedo A 2001 The cerebral cortex modulates the cutaneous transmission through the dorsal column nuclei Rev. Neurol. 33 448-54 (Pubitemid 33647449)
62. Marr D 1969 A theory of cerebellar cortex J. Physiol. 202 437-70
63. McCallum A and Nigam K 1998 A comparison of event models for naive Bayes text classification Proc. AAAI-98 Workshop on Learning for Text Categorization (Menlo Park, CA: AAAI Press) pp 41-48
64. Miall R C, Reckess G Z and Imamizu H 2001 The cerebellum coordinates eye and hand tracking movements Nature Neurosci. 4 638-44 (Pubitemid 32507379)
65. Miall R C, Weir D J, Wolpert D M and Stein J F 1993 Is the cerebellum a smith predictor? J. Mot. Behav. 25 203-16
66. Millar S 1997 Reading by Touch (New York: Routledge)
67. Mousty P and Bertelson P 1985 A study of Braille reading: 1. Reading speed as a function of hand usage and context Q. J. Exp. Psychol. A 37 217-33
68. Mousty P and Bertelson P 1992 Finger movements in braille reading: the effect of local ambiguity Cognition 43 67-84
69. Newman S E, Hall A D, Foster D J and Gupta V 1984 Learning as a function of haptic discriminability among items Am. J. Psychol. 97 359-72
70. Nicolelis M A L and Lebedev M A 2009 Principles of neural ensemble physiology underlying the operation of brain-machine interfaces Nature Rev. Neurosci. 10 530-40
71. Nolan C Y and Kederis C J 1969 Perceptual Factors in Braille Word Recognition (New York: American Foundation for the Blind)
72. Oddo C M, Controzzi M, Beccai L, Cipriani C and Carrozza M C 2011 Roughness encoding for discrimination of surfaces in artificial active-touch IEEE Trans. Robot. 27 522-33
73. O'Doherty J E, Lebedev M A, Ifft P J, Zhuang K Z, Shokur S, Bleuler H and Nicolelis M A 2011 Active tactile exploration using a brain-machine-brain interface Nature 479 228-31
74. Passot J-B, Sheynikhovich D, Duvelle E and Arleo A 2012 Contribution of cerebellar sensorimotor adaptation to hippocampal spatial memory PLoS ONE 7 e32560
75. Petrovskaya A and Khatib O 2011 Global localization of objects via touch IEEE Trans. Robot. 27 569-85
76. Phillips J, Johansson R and Johnson K 1990 Representation of braille characters in human nerve fibres Exp. Brain Res. 81 589-92 (Pubitemid 20258540)
77. Phillips J R, Johansson R S and Johnson K O 1992 Responses of human mechanoreceptive afferents to embossed dot arrays scanned across fingerpad skin J. Neurosci. 12 827-39
78. Phillips J R, Johnson K O and Hsiao S S 1988 Spatial pattern representation and transformation in monkey somatosensory cortex Proc. Natl Acad. Sci. USA 85 1317-21 (Pubitemid 18074000)
79. Pleger B and Villringer A 2013 The human somatosensory system: from perception to decision making Prog. Neurobiol. 103 76-97
80. Pruszynski A, Jenmalm P and Johansson R S 2011 Information processing in human tactile afferent neurons Neuroscience Annu. Meeting (Washington DC, USA: Society for Neuroscience) abstract no. 750.07
81. Raspopovic S, Capogrosso M, Badia J, Navarro X and Micera S 2012 Experimental validation of a hybrid computational model for selective stimulation using transverse intrafascicular multichannel electrodes IEEE Trans. Neural Syst. Rehabil. Eng. 20 395-404
82. Romano J M, Hsiao K, Niemeyer G, Chitta S and Kuchenbecker K J 2011 Human-inspired robotic grasp control with tactile sensing IEEE Trans. Robot. 27 1067-79
83. Ros E, Carrillo R, Ortigosa E M, Barbour B and Agís R 2006 Event-driven simulation scheme for spiking neural networks using lookup tables to characterize neuronal dynamics Neural Comput. 18 2959-93 (Pubitemid 44879149)
84. Saal H P, Ting J-A and Vijayakumar S 2010 Active estimation of object dynamics parameters with tactile sensors Proc. IEEE/RSJ Int. Conf. on Intelligent Robots and Systems pp 916-21
85. Saal H P, Vijayakumar S and Johansson R S 2009 Information about complex fingertip parameters in individual human tactile afferent neurons J. Neurosci. 29 8022-31
86. Sánchez E, Barro S, no J Mari and Canedo A 2006 Cortical modulation of dorsal column nuclei: a computational study J. Comput. Neurosci. 21 21-33 (Pubitemid 44028468)
87. Schreiber S, Fellous J M, Whitmer D, Tiesinga P and Sejnowski T J 2003 A new correlation-based measure of spike timing reliability Neurocomputing 52-54 925-31 (Pubitemid 36700596)
88. Shannon E 1948 A mathematical theory of communication Bell Syst. Tech. J. 27 379-423 623-656
89. Shimojo M and Ishikawa M 1993 An active touch sensing method using a spatial filtering tactile sensor Proc IEEE Int. Conf. on Robotics and Automation pp 948-54
90. Spigler G, Oddo C M and Carrozza M C 2012 Soft-neuromorphic artificial touch for applications in neuro-robotics Proc. IEEE/RAS/EMBS Int. Conf. on Biomedical Robotics and Biomechatronics pp 1913-18
91. Su Z, Fishel J A, Yamamoto T and Loeb G E 2012 Use of tactile feedback to control exploratory movements to characterize object compliance Front. Neurorobot. 6
92. Thach W T, Goodkin H P and Keating J G 1992 The cerebellum and the adaptive coordination of movement Annu. Rev. Neurosci. 15 403-42
93. Truccolo W, Friehs G M, Donoghue J P and Hochberg L R 2008 Primary motor cortex tuning to intended movement kinematics in humans with tetraplegia J. Neurosci. 28 1163-78 (Pubitemid 351186351)
94. van Rossum M C 2001 A novel spike distance Neural Comput. 13 751-63 (Pubitemid 33594302)
95. Victor J D and Purpura K P 1996 Nature and precision of temporal coding in visual cortex: a metric-space analysis J. Neurophysiol. 76 1310-26 (Pubitemid 26284607)
96. Whitsel B L, Petrucelli L M and Sapiro G 1969 Modality representation in the lumbar and cervical fasciculus gracilis of squirrel monkeys Brain Res. 15 67-78
97. Wolpert D M and Miall R C 1996 Forward models for physiological motor control Neural Netw. 9 1265-79 (Pubitemid 26413051)
98. Wolpert D M, Miall R C and Kawato M 1998 Internal models in the cerebellum Trends Cogn. Sci. 2 338-47 (Pubitemid 28396569)
99. Yodogawa E 1982 Symmetropy, an entropy-like measure of visual symmetry Percept. Psychophys. 32 230-40
100. Yousef H, Boukallel M and Althoefer K 2011 Tactile sensing for dexterous in-hand manipulation in robotics: a review Sensors Actuators A 167 171-87
101. Zhang H 2004 The optimality of naive Bayes Proc. FLAIRS Conf.