A real-time, FPGA based, biologically plausible neural network processor
作者： Mokhtar Nibouche , Anthony Pipe , Benjamin Mitchinson , Chris Melhuish , Ian Gilhespy
DOI: 10.1007/11550907_161
关键词: Field-programmable gate array 、 Biological neuron model 、 Artificial neural network 、 Time delay neural network 、 Physical neural network 、 Central nervous system 、 Synapse 、 Synaptic noise 、 Neurophysiology 、 Biological neural network 、 Computer science 、 Artificial intelligence 、 Computer architecture 、 Spiking neural network 、 Nervous system network models 、 Somatosensory system
摘要: A real-time, large scale, leaky-integrate-and-fire neural network processor realized using FPGA is presented. This has been designed, as part of a collaborative project, to investigate and implement biologically plausible models the rodent vibrissae based somatosensory system control robot. An emphasis made on hard real-time performance processor, it be used feedback system. led revision some established modelling protocols in other hardware spiking processors. The underlying neuron model ability synaptic noise inter-neural propagation delays provide greater degree biological plausibility. demonstrated real circuitry independent activity.
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sci-hub.st 参考文章(15)
Wulfram Gerstner, Werner Kistler, Spiking Neuron Models: An Introduction Cambridge University Press. ,(2002)
Wolfgang Maass, Computing with spiking neurons Pulsed neural networks. pp. 55- 85 ,(1999)
David Beeman, Simulating a Neuron Soma Springer, New York, NY. pp. 215- 224 ,(1998) , 10.1007/978-1-4612-1634-6_13
Wulfram Gerstner, Werner M. Kistler, Spiking Neuron Models: Single Neurons, Populations, Plasticity ,(2002)
John Salmon, Daniel F. Savarese, Thomas L. Sterling, Donald J. Becker, How to Build a Beowulf: A Guide to the Implementation and Application of PC Clusters ,(1999)
Idan Segev, Christof Koch, Methods in neuronal modeling: From synapses to networks MIT Press. ,(1989)
Wolfgang Maass, Christopher M. Bishop, Pulsed neural networks ,(1998)
K. Gurney, T. J. Prescott, P. Redgrave, A computational model of action selection in the basal ganglia. I. A new functional anatomy. Biological Cybernetics. ,vol. 84, pp. 401- 410 ,(2001) , 10.1007/PL00007984
N. Mehrtash, Dietmar Jung, H.H. Hellmich, T. Schoenauer, Vi Thanh Lu, H. Klar, Synaptic plasticity in spiking neural networks (SP/sup 2/INN): a system approach IEEE Transactions on Neural Networks. ,vol. 14, pp. 980- 992 ,(2003) , 10.1109/TNN.2003.816060
David Beeman, James M. Bower, The Book of GENESIS: Exploring Realistic Neural Models with the GEneral NEural SImulation System ,(1994)