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
fDate :
July 31 2011-Aug. 5 2011
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;
Conference_Titel :
Neural Networks (IJCNN), The 2011 International Joint Conference on
Conference_Location :
San Jose, CA
Print_ISBN :
978-1-4244-9635-8
DOI :
10.1109/IJCNN.2011.6033295