Simulating biological-inspired spiking neural networks with OpenCL

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

Volumn 6352 LNCS, Issue PART 1, 2010, Pages 184-187

  Hoffmann, Jörn ^a   El Laithy, Karim ^a   Güttler, Frank ^a   Bogdan, Martin ^a  

^a UNIVERSITY OF LEIPZIG   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTING RESOURCE; HETEROGENEOUS COMPUTING; INTEGRATE-AND-FIRE NEURONS; LARGE NETWORKS; MATLAB CODE; MATLAB MODELS; OFF-THE-SHELF HARDWARES; QUAD-CORE PROCESSORS; SIMULATION FRAMEWORK; SIMULATION TIME; SPIKING NEURAL NETWORKS; STANDARD DESKTOP;

COMPUTER SIMULATION; MATLAB; PROGRAM PROCESSORS;

NEURAL NETWORKS;

EID: 78049367752     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-15819-3_23     Document Type: Conference Paper

References (6)

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2. Bernhard, F., Keriven, R.: Spiking Neurons on GPUs, pp. 236-243. Springer, Heidelberg (2006)
3. Khan, M. M., Lester, D. R., Plana, L. A., Rast, A. D., Jin, X., Painkras, E., Furber, S. B.: Spinnaker: Mapping neural networks onto a massively-parallel chip multiprocessor. In: IJCNN, pp. 2849-2856 (2008)
4. Guzhva, A., Dolenko, S., Persiantsev, I.: Multifold acceleration of neural network computations using gpu. In: Alippi, C., Polycarpou, M., Panayiotou, C., Ellinas, G. (eds.) ICANN 2009. LNCS, vol. 5768, pp. 373-380. Springer, Heidelberg (2009)
5. Izhikevich, E. M.: Simple model of spiking neurons. IEEE Trans. Neural Networks, 1569-1572 (2003)
6. El-Laithy, K., Bogdan, M.: Synchrony state generation in artificial neural networks with stochastic synapses. In: Alippi, C., Polycarpou, M., Panayiotou, C., Ellinas, G. (eds.) ICANN 2009. LNCS, vol. 5768, pp. 181-190. Springer, Heidelberg (2009)