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A Neuron Model for FPGA Spiking Neuronal Network ImplementationTIGAERU, L. , BONTEANU, G.
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spiking neural network, neuromorphics, biological system modeling, field programmable gate arrays, very large scale integration
neural(10), networks(9), spiking(7), membrane(5), huxley(5), hodgkin(5), neurons(4), loligo(4), link(4), giant(4)
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About this article
Date of Publication: 2011-11-30
Volume 11, Issue 4, Year 2011, On page(s): 29 - 36
ISSN: 1582-7445, e-ISSN: 1844-7600
Digital Object Identifier: 10.4316/AECE.2011.04005
Web of Science Accession Number: 000297764500005
SCOPUS ID: 84856609800
We propose a neuron model, able to reproduce the basic elements of the neuronal dynamics, optimized for digital implementation of Spiking Neural Networks. Its architecture is structured in two major blocks, a datapath and a control unit. The datapath consists of a membrane potential circuit, which emulates the neuronal dynamics at the soma level, and a synaptic circuit used to update the synaptic weight according to the spike timing dependent plasticity (STDP) mechanism. The proposed model is implemented into a Cyclone II-Altera FPGA device. Our results indicate the neuron model can be used to build up 1K Spiking Neural Networks on reconfigurable logic suport, to explore various network topologies.
|References|||||Cited By «-- Click to see who has cited this paper|
| C. Koch, "Biophysics of Computation: Information Processing in Single Neurons", New York: Oxford Univ. Press., 1999
 W. Maass, "The Third Generation of Neural Network Models", Technische Universitat Graz, 1997.
 A. L. Hodgkin, F. Huxley, B. Katz, "Measurements of current-voltage relations in the membrane of the giant axon of Loligo". J. Physiol. vol. 116, pp. 424-448, 1952. [PubMed]
 A. L. Hodgkin, F. Huxley, "Currents carried by sodium and potassium ions through the membrane of the giant axon of Loligo". J. Physiol. vol. 116, pp. 449-472, 1952. [PubMed]
 A. L. Hodgkin, F. Huxley, "The components of membrane conductance in the giant axon of Loligo", J. Physiol. vol. 116, pp. 473-496, 1952. [PubMed]
 A. L. Hodgkin, F. Huxley, "The dual effect of membrane potential on sodium conductance in the giant axon of Loligo", J. Physiol. vol. 116 pp. 497-506, 1952. [PubMed]
 A. L. Hodgkin, F. Huxley, "A quantitative description of membrane current and its application to conduction and excitation in nerve", J. Physiol. vol. 116, pp. 507-544, 1952. [PubMed]
 E. M. Izhikevich, "Simple Model of Spiking Neurons", IEEE Transactions of Neural Networks, vol. 14, no. 6, pp. 1569-1572, 2003.
[CrossRef] [Web of Science Times Cited 1443] [SCOPUS Times Cited 1730]
 L. F. Abbott, "Lapique's introduction of the integrate-and-fire model neuron (1907)", Brain Research Bulletin, vol. 50, no. 5/6, pp. 303-304, 1999.
 K. M Hynna, K. Boahen, "Thermodynamically Equivalent Silicon Models of Voltage-Dependent Ion Channels", Neural Computation, vol. 19, no. 2, pp. 327-350, 2007
 J. H. B. Wijekoon, P. Dudek, "Compact Silicon Neuron with Spiking and Bursting Behaviour", Neural Networks, vol. 21, pp. 524-534, 2008.
 G. Indiveri, E. Chicca, R. Douglas, "A VLSI array of low-power spiking neurons and bistable synapses with spike-timing dependent plasticity", IEEE Transactions on Neural Networks, vol. 17, no. 1 pp. 211-221, 2006.
[CrossRef] [Web of Science Times Cited 453] [SCOPUS Times Cited 493]
 M. J. Pearson, A. G. Pipe, B. Mitchinson, K. Gurney, C. Melhuish, I. Gilhespy, M. Nibouche, "Implementing Spiking Neural Networks for Real Time Signal Processing and Control Applications: A Model Validated FPGA Approach", IEEE Transactions on Neural Networks, vol. 18, no. 5, pp. 1472-1487, 2007.
[CrossRef] [Web of Science Times Cited 58] [SCOPUS Times Cited 72]
 P. Arena, L. Fortuna, M. Frasca, L. Patane, "Learning Anticipation via Spiking Networks: Application to Navigation Control", IEEE Transactions on Neural Networks, vol. 20, no. 2, pp. 202-216, 2009.
[CrossRef] [Web of Science Times Cited 39] [SCOPUS Times Cited 49]
 H. Markram, J. Lubke, M. Frotscher, B. Sakmann, "Regulation of synaptic efficacy by coincidence of postsynaptic APs and EPSPs", Science, vol. 275, pp. 213-215, 1997.
[CrossRef] [Web of Science Times Cited 2164] [SCOPUS Times Cited 2316]
 D. O. Hebb, "The organization of behavior", New York: Wiley & Sons, 1949
 P. P. Chu, "RTL Hardware Design Using VHDL. Coding for Efficiency, Portability and Scalabilty", Wiley and Sons, 2006.
 "Cyclone II Device Handbook", [Online] Available: Temporary on-line reference link removed - see the PDF document
 "Quartus II Handbook", [Online] Available: Temporary on-line reference link removed - see the PDF document
 A. Rosado-Munoz, A.B. Fijalkowski, M. Bataller-Mompean, J. Guerrero-Martinez, "FPGA implementation of Spiking Neural Networks supported by a Software Design Environment", Proccedings of the 18th IFAC World Congress, 2011.
[CrossRef] [SCOPUS Times Cited 7]
 "Spartan 3E FPGA device family: data sheet", [Online] Available: Temporary on-line reference link removed - see the PDF document
 J. A. Bailey, R. Wilcock, P. R. Wilson, J. E. Chad, "Behavioral simulation and synthesis of biological neuron systems using synthesizable VHDL", Neurocomputing, vol. 74, pp. 2392-2406, 2011.
[CrossRef] [Web of Science Times Cited 9] [SCOPUS Times Cited 9]
 E. Ros, E. M. Ortigosa, R. Agis, R. Carrillo, M. Arnold, "Real-time computing platform for spiking neurons (RT-spike)", IEEE Transactions on Neural Networks, vol. 17, no.4, pp. 1050-1063, 2006.
[CrossRef] [Web of Science Times Cited 52] [SCOPUS Times Cited 57]
 "Vitex 2 FPGA device family: complete data sheet", [Online] Available: Temporary on-line reference link removed - see the PDF document
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