A large-scale spiking neural network accelerator for FPGA systems

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 7552 LNCS, Issue PART 1, 2012, Pages 113-120

  Cheung, Kit ^a   Schultz, Simon R ^a   Luk, Wayne ^a  

^a IMPERIAL COLLEGE LONDON   (United Kingdom)

Author keywords

FPGA; simulation; Spiking neural networks

Indexed keywords

BIOLOGICAL NEURON; FIRING RATES; MEMBRANE POTENTIALS; MODELING STUDIES; NEUROMORPHIC; RUNTIMES; SIMULATION; SPIKING NEURAL NETWORKS;

ACCELERATION; COMPUTER SIMULATION; FIELD PROGRAMMABLE GATE ARRAYS (FPGA); FIRING (OF MATERIALS); INTELLIGENT AGENTS;

NEURAL NETWORKS;

EID: 84867665276     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-33269-2_15     Document Type: Conference Paper

References (11)

1. Izhikevich, E.M., Edelman, G.M.: Large-scale model of mammalian thalamocortical systems. PNAS 105, 3593-3598 (2008)
2. Markram, H.: The Blue Brain Project. Nat. Rev. Neurosci. 7, 153-160 (2006)
3. 13 synapses. In: Proc. Conf. High Performance Computing Networking, Storage and Analysis, pp. 1-12. ACM (2009)
4. Khan, M.M., Lester, D.R., Plana, L.A., Rast, A., Jin, X., Painkras, E., Furber, S.B.: SpiNNaker: Mapping Neural Networks onto a Massively-Parallel Chip Multiprocessor. In: Proc. IEEE International Joint Conference on Neural Networks (2008)
5. Fidjeland, A.K., Shanahan, M.P.: Accelerated simulation of spiking neural networks using GPUs. In: Proc. IEEE International Joint Conference on Neural Networks (July 2010)
6. Schemmel, J., Bruderle, D., Grubl, A., Hock, M., Meier, K., Millner, S.: A wafer-scale neuromorphic hardware system for large-scale neural modeling. In: Proc. IEEE Int. Conf. Circuits and Systems, pp. 1947-1950 (2010)
7. Cheung, K., Schultz, S.R., Leong, P.H.W.: A parallel spiking neural network simulator. In: Proc. Int'l Conf. on Field-Programmable Technology (FPT), pp. 247-254 (2009)
8. Izhikevich, E.M.: Simple model of spiking neurons. IEEE Transactions on Neural Networks 14(6), 1569-1572 (2003)
9. Mead, C.: Analog VLSI and Neural Systems. Addison-Wesley (1989)
10. Maguire, L.P., McGinnity, T.M., Glackin, B., Ghani, A., Belatreche, A., Harkin, J.: Challenges for large-scale implementations of spiking neural networks on FPGAs. Neurocomputing 71(1-3), 13-29 (2007)
11. Moore, S.W., Fox, P.J., Marsh, S.J.T., Markettos, A.T., Mujumdar, A.: Bluehive - A Field-Programable Custom Computing Machine for Extreme-Scale Real-Time Neural Network Simulation. In: FCCM, pp. 133-140 (2012)