Title :
Design of bursting in two-dimensional discrete-time neuron models
Author :
Tanaka, Hiroto ; Ushio, Toshimitsu
Author_Institution :
Dept. of Syst. Innovation, Osaka Univ., Toyonaka, Japan
Abstract :
We propose a design method for bursting neuron models with a specified average angular frequency and duty ratio by using the bifurcation theory . There are some pairs of two-periodic points in the models. When a Hopf bifurcation for the two-periodic points occurs, there exist two pairs of non-isolated invariant closed curves surrounding each two-periodic point. The proposed design method derives parameters and initial conditions in the models. We also show the effectivity of the proposed design method by simulation.
Keywords :
bifurcation; discrete time systems; neural nets; Hopf bifurcation; angular frequency; bursting neuron model; duty ratio; two dimensional discrete time neuron models; Bifurcation; Biological system modeling; Design engineering; Design methodology; Logistics; Mathematical model; Neural networks; Neurons; Piecewise linear techniques; Technological innovation;
Conference_Titel :
Circuits and Systems, 2004. ISCAS '04. Proceedings of the 2004 International Symposium on
Print_ISBN :
0-7803-8251-X
DOI :
10.1109/ISCAS.2004.1329110