DocumentCode :
3493891
Title :
A novel asynchronous digital spiking neuron model and its various neuron-like bifurcations and responses
Author :
Matsubara, Takashi ; Torikai, Hiroyuki
Author_Institution :
Dept. of Sci. Eng., Osaka Univ., Suita, Japan
fYear :
2011
fDate :
July 31 2011-Aug. 5 2011
Firstpage :
741
Lastpage :
748
Abstract :
A novel spiking neuron model whose nonlinear dynamics is described by an asynchronous cellular automaton is presented. The model can be implemented by a simple digital sequential logic circuit but can exhibit various neuron-like bifurcations and responses. Using the Poincaré mapping technique, it is clarified that the model can reproduce major bifurcation mechanisms of excitabilities and spikings of biological and model neurons. It is also clarified that the model can reproduce major excitatory responses of the neurons.
Keywords :
Poincare mapping; asynchronous circuits; bifurcation; cellular automata; digital circuits; neural nets; sequential circuits; Poincaré mapping technique; asynchronous cellular automaton; asynchronous digital spiking neuron model; bifurcation mechanisms; digital sequential logic circuit; neuron-like bifurcations; nonlinear dynamics; Biology; Biomembranes; Equations; Manganese; Orbits;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Neural Networks (IJCNN), The 2011 International Joint Conference on
Conference_Location :
San Jose, CA
ISSN :
2161-4393
Print_ISBN :
978-1-4244-9635-8
Type :
conf
DOI :
10.1109/IJCNN.2011.6033295
Filename :
6033295
Link To Document :
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