Population-based routing in the SpiNNaker neuromorphic architecture

Proceedings of the International Joint Conference on Neural Networks

Volumn , Issue , 2012, Pages

  Davies, Sergio ^a   Navaridas, Javier ^a   Galluppi, Francesco ^a   Furber, Steve ^a  

^a UNIVERSITY OF MANCHESTER   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

MULTICAST PACKET; NETWORK PACKETS; NEURAL NETWORK SIMULATORS; NEUROMORPHIC; ROUTING PROBLEMS; ROUTING TABLE; SOURCE POPULATION; SPIKING NEURAL NETWORKS;

NEURONS; ROUTERS;

NEURAL NETWORKS;

EID: 84865069063     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2012.6252635     Document Type: Conference Paper

References (24)

1. S. Lefort, C. Tomm, J.-C. Floyd Sarria, and C. C. H. Petersen, "The Excitatory Neuronal Network of the C2 Barrel Column in Mouse Primary Somatosensory Cortex," Neuron, vol. 61, no. 2, pp. 301-316, Jan. 2009.
2. P. Hagmann, L. Cammoun, X. Gigandet, R. Meuli, C. J. Honey, V. J. Wedeen, and O. Sporns, "Mapping the Structural Core of Human Cerebral Cortex," PLoS Biol, vol. 6, no. 7, 2008. [Online]. Available: http://dx.doi.org/10.1371/journal.pbio.0060159
3. T. Binzegger, R. J. Douglas, and K. A. Martin, "Topology and dynamics of the canonical circuit of cat V1," Neural Networks, vol. 22, no. 8, pp. 1071-1078, Oct. 2009.
4. C. S. Lindsey and T. Lindblad, "Survey of neural network hardware," in Proc. SPIE, Applications and Science of Artificial Neural Networks, vol. 2492, 1995, pp. 1194-1205.
5. L. Maguire, T. M. McGinnity, B. Glackin, A. Ghani, A. Belatreche, and J. Harkin, "Challenges for large-scale implementations of spiking neural networks on FPGAs," Neurocomputing, vol. 71, no. 1-3, pp. 13-29, Dec. 2007.
6. W. Maass, "Networks of spiking neurons: The third generation of neural network models," Neural Networks, vol. 10, no. 9, pp. 1659-1671, Dec. 1997.
7. R. Brette, M. Rudolph, T. Carnevale, M. Hines, D. Beeman, J. Bower, M. Diesmann, A. Morrison, P. Goodman, F. Harris, M. Zirpe, T. Natschläger, D. Pecevski, B. Ermentrout, M. Djurfeldt, A. Lansner, O. Rochel, T. Vieville, E. Muller, A. Davison, S. E. Boustani, and A. Destexhe, "Simulation of networks of spiking neurons: a review of tools and strategies." Journal of computational neuroscience, vol. 23, no. 3, pp. 349-398, Dec. 2007.
8. S. Draghici, "Neural networks in analog hardware-design and implementation issues." International journal of neural systems, vol. 10, no. 1, pp. 19-42, Feb. 2000.
9. J. Misra and I. Saha, "Artificial neural networks in hardware: A survey of two decades of progress," Neurocomputing, vol. 74, no. 1-3, pp. 239- 255, Dec. 2010.
10. D. O. Hebb, The Organization of Behavior: A Neuropsychological Theory, 1949.
11. A. A. Fingelkurts, A. A. Fingelkurts, and S. Kähkönen, "Functional connectivity in the brain-is it an elusive concept?" Neuroscience and biobehavioral reviews, vol. 28, no. 8, pp. 827-836, Jan. 2005. [Online]. Available: http://dx.doi.org/10.1016/j.neubiorev.2004.10.009
12. M. James and D. Hoang, "Design of Low-Cost, Real-Time Simulation Systems for Large Neural Networks," J. Parallel and Distributed Computing, vol. 14, no. 3, pp. 221-235, Mar. 1992.
13. S. B. Furber, S. Temple, and A. D. Brown, "High-Performance Computing for Systems of Spiking Neurons," in Proc. AISB'06 workshop on GC5: Architecture of Brain and Mind, Apr. 2006.
14. A. D. Rast, X. Jin, F. Galluppi, L. A. Plana, C. Patterson, and S. Furber, "Scalable event-driven native parallel processing: the SpiNNaker neuromimetic system," in Proceedings of the 7th ACM international conference on Computing frontiers, ser. CF '10. New York, NY, USA: ACM, 2010, pp. 21-30.
15. X. Jin, S. B. Furber, and J. V. Woods, "Efficient modelling of spiking neural networks on a scalable chip multiprocessor," Neural Networks, 2008. IJCNN 2008. (IEEE World Congress on Computational Intelligence). IEEE International Joint Conference on, pp. 2812-2819, Sep. 2008.
16. A. Rast, J. Navaridas, X. Jin, F. Galluppi, L. Plana, J. Miguel-Alonso, C. Patterson, M. Luján, and S. Furber, "Managing Burstiness and Scalability in Event-Driven Models on the SpiNNaker Neuromimetic System," International Journal of Parallel Programming, pp. 1-30, Jul. 2011.
17. L. A. Plana, S. B. Furber, S. Temple, M. Khan, Y. Shi, J. Wu, and S. Yang, "A GALS infrastructure for a massively parallel multiprocessor," Design & Test of Computers, IEEE, vol. 24, no. 5, pp. 454-463, Oct. 2007.
18. A. Rast, F. Galluppi, S. Davies, L. Plana, C. Patterson, T. Sharp, D. Lester, and S. Furber, "Concurrent heterogeneous neural model simulation on real-time neuromimetic hardware," Neural Networks, vol. 24, pp. 961-978, 2011.
19. J. Navaridas, M. Luján, J. M. Alonso, L. A. Plana, and S. Furber, "Understanding the interconnection network of SpiNNaker," in Proceedings of the 23rd international conference on Supercomputing, ser. ICS '09. New York, NY, USA: ACM, 2009, pp. 286-295.
20. X. Jin, M. Lujan, L. A. Plana, S. Davies, S. Temple, and S. Furber, "Modelling of spiking neural networks on SpiNNaker," Computing in Science and Engineering, September/October 2010.
21. X. Jin, F. Galluppi, C. Patterson, A. Rast, S. Davies, S. Temple, and S. Furber, "Algorithm and software for simulation of spiking neural networks on the multi-chip SpiNNaker system," Neural Networks, 2010. IJCNN 2010. (IEEE World Congress on Computational Intelligence). IEEE International Joint Conference on, 2010.
22. A. D. Rast, F. Galluppi, X. Jin, and S. Furber, "The Leaky Integrateand- Fire Neuron: A platform for synaptic model exploration on the SpiNNaker chip," Neural Networks, 2010. IJCNN 2010. (IEEE World Congress on Computational Intelligence). IEEE International Joint Conference on, 2010.
23. W. J. Dally and B. Towles, Principles and Practices of Interconnection Networks. Morgan Kaufmann, 2004.
24. A. M. Thomson and C. Lamy, "Functional maps of neocortical local circuitry." Frontiers in neuroscience, vol. 1, no. 1, pp. 19-42, Nov. 2007. [Online]. Available: http://dx.doi.org/10.3389/neuro.01.1.1.002.2007