DocumentCode
418382
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
Volume
4
fYear
2004
fDate
23-26 May 2004
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems, 2004. ISCAS '04. Proceedings of the 2004 International Symposium on
Print_ISBN
0-7803-8251-X
Type
conf
DOI
10.1109/ISCAS.2004.1329110
Filename
1329110
Link To Document