Spiking neural networks built in FPGAs: Fully parallel implementations

WSEAS Transactions on Circuits and Systems

Volumn 5, Issue 3, 2006, Pages 346-353

  Bakó, László ^a   Brassai, Sándor Tihamér ^a  

^a SAPIENTIA HUNGARIAN UNIVERSITY OF TRANSYLVANIA   (Romania)

Author keywords

Neuromorphic neural networks; Parallel FPGA implementation; Simulation; Spiking models

Indexed keywords

NEURAL NETWORKS; PROCESS CONTROL; REAL TIME SYSTEMS; SIGNAL THEORY;

NEUROMORPHIC NEURAL NETWORKS; PARALLEL IMPLEMENTATIONS; SPIKING MODELS;

FIELD PROGRAMMABLE GATE ARRAYS;

EID: 33744542133     PISSN: 11092734     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (11)

1. László Bakó, Iuliu Székely, Tihamér Sándor Brassai, Development of advanced neural models. Software and hardware implementations, Transactions on Electronics and Communications, Tom 49(63), Fascicola 1-2, Editura Politechnicǎ Timişoara, 2004, ISSN 1583-3380, pp. 214-219
2. Abeles, M., 1991. Corticonics: Neural Circuits of the Cerebral Cortex. Cambridge University Press.
3. S. Haykin, Neural Networks, A Comprehensive Foundation, 2nd ed., Prentice-Hall, New Jersey, 1999.
4. A Quantitative Description of Membrane Current and its Application to Conduction and Excitation in Nerve, A. L. Hodgkin and A. F. Huxley, 1952, Journal of Physiology, 117, 500-544.
5. Gerstner, W., 2001. Spiking neurons. In: Maass, W., Bishop, C.M.(Eds.), Pulsed Neural Networks. The MIT Press, pp. 3-53.
6. Stanton, P. K. and Sejnowski, T. J. Associative longterm depression in the hippocampus induced by hebbian covariance. Nature, 339:215-218., 1989
7. G. Frank and G. Hartmann, "An artificial neural-network accelerator for pulse-coded model neurons," in Proc. Int. Conf. Neural Networks ICNN95, vol. 4, Perth, Australia, 1995, pp. 2014-2018.
8. A. Jahnke, T. Schoenauer, U. Roth, K. Mohraz, and H. Klar, "Simulation of spiking neural networks on different hardware platforms," in Proc. ICANN'97. Berlin, Germany, 1997, pp. 1187-1192.
9. A. Jahnke, U. Roth, and T. Schoenauer, "Digital simulation of spiking neural networks," in Pulsed Neural Networks, W. Maas and C. M. Bishop, Eds. Cambridge, MA: MIT Press, 1998.
10. Thomas P. Trappenberg, Fundamentals of Computational Neuroscience, Oxford University Press, 2002.
11. T. Schoenauer, N. Mehrtash, A. Jahnke, and H. Klar, "MASPINN: Novel concepts for a neuro-accelerator for spiking neural networks," in Proc. VIDYNN'98, 1998.