Title :
Rich spike-synchronization phenomena of pulse-coupled bifurcating neurons
Author :
Kon´no, Y. ; Saito, Toshimichi ; Torikai, Hiroyuki
Author_Institution :
EECE Dept., Hosei Univ., Koganei, Japan
Abstract :
This paper studies the spike-synchronization phenomena of pulse-coupled bifurcating neuron circuits. Each neuron includes one capacitor and its voltage exhibits integrate-and-fire behavior between a firing threshold and a periodic base signal. It can output rich spike-trains. The pulse-coupling is realized by interaction of the integrate-and-fire behavior of two neurons. As a theoretical result we provide a condition for the existence of fundamental chaotic and periodic synchronizations. Since the system is piecewise linear, precise numerical analysis is possible and we can demonstrate rich spike-synchronous phenomena.
Keywords :
bifurcation; chaos; coupled circuits; neural nets; piecewise linear techniques; pulse circuits; synchronisation; chaotic synchronizations; firing threshold; neuron capacitor integrate-and-fire behavior; neuron periodic base signal; periodic synchronizations; piecewise linear systems; pulse-coupled bifurcating neurons; pulse-coupling; rich spike-train output; spike-synchronization phenomena; Artificial neural networks; Bifurcation; Capacitors; Chaos; Neurons; Numerical analysis; Piecewise linear techniques; Pulse circuits; Switches; Threshold voltage;
Conference_Titel :
Circuits and Systems, 2005. ISCAS 2005. IEEE International Symposium on
Print_ISBN :
0-7803-8834-8
DOI :
10.1109/ISCAS.2005.1464990