The Community for Technology Leaders
RSS Icon
Issue No.05 - September/October (2010 vol.12)
pp: 91-97
<p>SpiNNaker is a massively parallel architecture with more than a million processing cores that can model up to 1 billion spiking neurons in biological real time.</p>
Massively parallel computing, multicore system-on-chip, globally asynchronous locally synchronous design, spiking neural net simulation, biological real-time computing, neural modeling
Xin Jin, Mikel Luján, Luis A. Plana, Sergio Davies, Steve Temple, Steve B. Furber, "Modeling Spiking Neural Networks on SpiNNaker", Computing in Science & Engineering, vol.12, no. 5, pp. 91-97, September/October 2010, doi:10.1109/MCSE.2010.112
1. H. Markram, "The Blue Brain Project," Nature Reviews Neuroscience, vol. 7, 2006, pp. 153–160.
2. E.M. Izhikevich, "Simple Model of Spiking Neurons," IEEE Trans. Neural Networks, vol. 14, no. 6, 2003, pp. 1569–1572.
3. M.M. Khan et al., "SpiNNaker: Mapping Neural Networks onto a Massively Parallel Chip Multiprocessor," Proc. Int'l J. Conf Neural Networks, IEEE Press, 2008, pp. 2849–2856.
4. P.A. Merolla et al., "Expandable Networks for Neuromorphic Chips," IEEE Trans. Circuits and Systems, vol. 54, no. 2, 2007, pp. 301–311.
5. L.A. Plana et al., "A GALS Infrastructure for a Massively Parallel Multiprocessor," IEEE Design & Test, vol. 24, no. 5, 2007, pp. 454–463.
6. A.L. Hodgkin and A. Huxley, "A Quantitative Description of Membrane Current and Its Application to Conduction and Excitation in Nerve," J. Physiology, vol. 117, no. 4, 1952, pp. 500–544.
7. O. Sporns, G. Tononi, and G. Edelman, "Theoretical Neuroanatomy: Relating Anatomical and Functional Connectivity in Graphs and Cortical Connection Matrices," Cerebral Cortex, vol. 10, no. 2, 2000, pp. 127–141.
8. E.M. Izhikevich, J.A. Gally, and G.M. Edelman, "Spike-Timing Dynamics of Neuronal Groups," Cerebral Cortex, vol. 14, no. 8, 2004, pp. 933–944.
9. X. Jin, S. Furber, and J. Woods, "Efficient Modeling of Spiking Neural Networks on a Scalable Chip Multiprocessor," Proc. Int'l J. Conf Neural Networks, Ablex Publishing, 2008, pp. 2812–2819.
25 ms
(Ver 2.0)

Marketing Automation Platform Marketing Automation Tool