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References (62)
-
C Enroth-Cugell, J Robson (1966)
The contrast sensitivity of retinal ganglion cells of the catJournal of Physiology, 187
-
A Noë, E Thompson (2004)
Are there neural correlates of consciousness?Journal of Consciousness Studies, 11
-
E Ribot-Ciscar, M Bergenheim, F Albert, JP Roll (2003)
Proprioceptive population coding of limb position in humansExperimental Brain Research, 149
-
AJ Ijspeert, A Crespi, D Ryczko, JM Cabelguen (2007)
From swimming to walking with a salamander robot driven by a spinal cord modelScience, 315
-
B Hellwig (2000)
A quantitative analysis of the local connectivity between pyramidal neurons in layers 2/3 of the rat visual cortexBiological Cybernetics, 82
-
JL Krichmar, DA Nitz, JA Gally, GM Edelman (2005)
Characterizing functional hippocampal pathways in a brain-based device as it solves a spatial memory taskProceedings of the National Academy of Science of the United States of America, 102
-
T Binzegger, RJ Douglas, KA Martin (2004)
A quantitative map of the circuit of cat primary visual cortexJournal of Neuroscience, 24
-
S Song, KD Miller, LF Abbott (2000)
Competitive hebbian learning through spike-timing-dependent synaptic plasticityNature Neuroscience, 3
-
R Lyon (1982)
A computational model of filtering, detection, and compression in the cochleaIEEE International Conference on Acoustics, Speech, and Signal Processing, 7
-
EL Schwartz (1980)
Computational anatomy and functional architecture of striate cortex—a spatial-mapping approach to perceptual codingVision Research, 20
-
M Bergenheim, E Ribot-Ciscar, JP Roll (2000)
Proprioceptive population coding of two-dimensional limb movements in humans: I. Muscle spindle feedback during spatially oriented movementsExperimental Brain Research, 134
-
Y Kuramoto (1984)
Chemical oscillations, waves, and turbulence -
JP Roll, M Bergenheim, E Ribot-Ciscar (2000)
Proprioceptive population coding of two-dimensional limb movements in humans: II. Muscle-spindle feedback during “drawing-like” movementsExperimental Brain Research, 134
-
P Hagmann, L Cammoun, X Gigandet, R Meuli, CJ Honey, VJ Wedeen, O Sporns (2008)
Mapping the structural core of human cerebral cortexPLoS Biol, 6
-
H Markram (2006)
The blue brain projectNature Reviews Neuroscience, 7
-
KE Jones, J Wessberg, AB Vallbo (2001)
Directional tuning of human forearm muscle afferents during voluntary wrist movementsJournal of Physiology, 536
-
A Clark (2008)
Supersizing the mind: Embodiment, action, and cognitive extension -
DF Goodman (2010)
Code generation: a strategy for neural network simulatorsNeuroinformatics, 8
-
A Rast, F Galluppi, S Davies, L Plana, C Patterson, T Sharp, D Lester, S Furber (2011)
Concurrent heterogeneous neural model simulation on real-time neuromimetic hardwareNeural Networks, 24
-
R Ananthanarayanan, SK Esser, HD Simon, DS Modha (2009)
Proc. conf. high performance computing networking, storage and analysis -
LP Maguire, TM McGinnity, B Glackin, A Ghani, A Belatreche, J Harkin (2007)
Challenges for large-scale implementations of spiking neural networks on FPGAsNeurocomputing, 71
-
BB Edin, N Johansson (1995)
Skin strain patterns provide kinaesthetic information to the human central nervous systemJournal of Physiology, 487
-
D Gamez (2010)
Information integration based predictions about the conscious states of a spiking neural networkConsciousness and Cognition, 19
-
S Grillner, J Hellgren, A Menard, K Saitoh, MA Wikstrom (2005)
Mechanisms for selection of basic motor programs–roles for the striatum and pallidumTrends in Neuroscience, 28
-
DF Goodman, R Brette (2009)
The Brian simulatorFrontiers in Neuroscience, 3
-
G Tononi (2008)
Consciousness as integrated information: a provisional manifestoBiological Bulletin, 215
-
NT Carnevale, ML Hines (2006)
The NEURON book -
P Fitzpatrick, G Metta, L Natale (2008)
Towards long-lived robot genesRobotics and Autonomous Systems, 56
-
A Morrison, M Diesmann, W Gerstner (2008)
Phenomenological models of synaptic plasticity based on spike timingBiological Cybernetics, 98
-
T Nowotny (2011)
Flexible neuronal network simulation framework using code generation for NVidia CUDABMC Neuroscience, 12
-
JM Bower, D Beeman, M Hucka (2003)
The handbook of brain theory and neural networks -
G Indiveri, B Linares-Barranco, TJ Hamilton, A van Schaik, R Etienne-Cummings, T Delbruck, SC Liu, P Dudek, P Hafliger, S Renaud, J Schemmel, G Cauwenberghs, J Arthur, K Hynna, F Folowosele, S Saighi, T Serrano-Gotarredona, J Wijekoon, Y Wang, K Boahen (2011)
Neuromorphic silicon neuron circuitsFrontiers Neuroscience, 5
-
O Sporns (2007)
Brain connectivityScholarpedia, 2
-
EM Izhikevich (2003)
Simple model of spiking neuronsIEEE Transactions on Neural Networks, 14
-
G Macefield, SC Gandevia, D Burke (1990)
Perceptual responses to microstimulation of single afferents innervating joints, muscles and skin of the human handJournal of Physiology, 429
-
DA Robinson (1964)
The mechanics of human saccadic eye movementJournal of Physiology, 174
-
M Richert, JM Nageswaran, N Dutt, JL Krichmar (2011)
An efficient simulation environment for modeling large-scale cortical processingFrontiers in Neuroinformatics, 5
-
RJ Meuth, DC Wunsch (2007)
2007 IEEE 22nd international symposium on intelligent control -
I Aleksander (2005)
The world in my mind, my mind in the world -
AP Georgopoulos, AB Schwartz, RE Kettner (1986)
Neuronal population coding of movement directionScience, 233
-
P Hammarlund, O Ekeberg (1998)
Large neural network simulations on multiple hardware platformsJournal of Computational Neuroscience, 5
-
JP Roll, F Albert, E Ribot-Ciscar, M Bergenheim (2004)
“Proprioceptive signature” of cursive writing in humans: a multi-population codingExperimental Brain Research, 157
-
B Han, TM Taha (2010)
Proc int. joint conf. neural networks -
JM Nageswaran, N Dutt, JL Krichmar, A Nicolau, AV Veidenbaum (2009)
A configurable simulation environment for the efficient simulation of large-scale spiking neural networks on graphics processorsNeural Networks, 22
-
JD Liu, H Hu (2006)
Biologically inspired behaviour design for autonomous robotic fishInternation Journal of Automation and Computing, 3
-
K Grill-Spector, R Malach (2004)
The human visual cortexAnnual Review of Neuroscience, 27
-
E Izhikevich, G Edelman (2008)
Large-scale model of mammalian thalamocortical systemsProceedings of the National Academy of Science of the United States of America, 105
-
DF Collins, A Prochazka (1996)
Movement illusions evoked by ensemble cutaneous input from the dorsum of the human handJournal of Physiology, 496
-
B Fontaine, D Goodman, V Benichoux, R Brette (2011)
Brian hears: online auditory processing using vectorization over channelsFrontiers in Neuroinformatics, 5
-
T Masquelier, S Thorpe (2007)
Unsupervised learning of visual features through spike timing dependent plasticityPLoS Computational Biology, 3
-
M Djurfeldt, M Lundqvist, C Johansson, M Rehn, O Ekeberg, A Lansner (2008)
Brain-scale simulation of the neocortex on the IBM Blue Gene/L supercomputerIBM Journal of Research and Development, 52
-
MO Gewaltig, M Diesmann (2007)
NESTScholarpedia, 2
-
D Gamez, I Aleksander (2011)
Accuracy and performance of the state-based phi and liveliness measures of information integrationConsciousness and Cognition, 20
-
TP Vogels, LF Abbott (2005)
Signal propagation and logic gating in networks of integrate-and-fire neuronsJournal of Neuroscience, 25
-
WR Ferrell, SC Gandevia, DI Mccloskey (1987)
The role of joint receptors in human kinaesthesia when intramuscular receptors cannot contributeJournal of Physiology, 386
-
D Gamez (2007)
Spikestream: a fast and flexible simulator of spiking neural networksProceedings of the International Conference on Artificial Neural Networks, 4668
-
D Gamez, A Fidjeland, E Lazdins (2012)
iSpike: a spiking neural interface for the icub robotBioinspiration and Biomimetics, 7
-
R Jiirgens, W Becker, H Kornhuber (1981)
Natural and drug-induced variations of velocity and duration of human saccadic eye movements: evidence for a control of the neural pulse generator by local feedbackBiological Cybernetics, 39
-
DF Collins, KM Refshauge, G Todd, SC Gandevia (2005)
Cutaneous receptors contribute to kinesthesia at the index finger, elbow, and kneeJournal of Neurophysiology, 94
-
U Bernardet, PF Verschure (2010)
iqr: a tool for the construction of multi-level simulations of brain and behaviourNeuroinformatics, 8
-
R Brette, M Rudolph, T Carnevale, M Hines, D Beeman, JM Bower, M Diesmann, A Morrison, PH Goodman, FC Harris, M Zirpe, T Natschlager, D Pecevski, B Ermentrout, M Djurfeldt, A Lansner, O Rochel, T Vieville, E Muller, AP Davison, S El Boustani, A Destexhe (2007)
Simulation of networks of spiking neurons: a review of tools and strategiesJournal of Computational Neuroscience, 23
-
M Bolduc, M Levine (1998)
A review of biologically motivated space-variant data reduction models for robotic visionComputer Vision and Image Understanding, 69
- Publisher
- Springer Journals
- Copyright
- Copyright © 2012 by Springer Science+Business Media New York
- Subject
- Biomedicine; Neurosciences; Bioinformatics; Computational Biology/Bioinformatics; Computer Appl. in Life Sciences; Neurology
- ISSN
- 1539-2791
- eISSN
- 1559-0089
- DOI
- 10.1007/s12021-012-9174-x
- pmid
- 23274962
- Publisher site
- See Article on Publisher Site
Abstract
This paper presents a toolbox of solutions that enable the user to construct biologically-inspired spiking neural networks with tens of thousands of neurons and millions of connections that can be simulated in real time, visualized in 3D and connected to robots and other devices. NeMo is a high performance simulator that works with a variety of neural and oscillator models and performs parallel simulations on either GPUs or multi-core processors. SpikeStream is a visualization and analysis environment that works with NeMo and can construct networks, store them in a database and visualize their activity in 3D. The iSpike library provides biologically-inspired conversion between real data and spike representations to support work with robots, such as the iCub. Each of the tools described in this paper can be used independently with other software, and they also work well together.
Journal
Neuroinformatics – Springer Journals
Published: Dec 30, 2012