Bursting Analysis and Synapse Mechanism of A Piece-wise Constant Spiking Neuron Model

被引:0
作者
Yamashita, Yutaro [1 ]
Torikai, Hiroyuki [1 ]
机构
[1] Osaka Univ, Grad Sch Engn Sci, Toyonaka, Osaka 560, Japan
来源
2012 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN) | 2012年
关键词
VLSI; NETWORKS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A piece-wise constant (ab. PWC) spiking neuron model that can reproduce various neuron-like phenomena including spikings and burstings is presented. Using an analytical iterative map, it is shown that the model can exhibit spikings, burstings, and related bifurcation scenarios, which are qualitatively similar to that of standard neuron models. Also, the bifurcation scenario can be observed in an actual hardware. In addition, a synapse model for the presented neuron model is presented. It is shown that a synapse-coupled system can exhibit various synchronizations that are often observed in synapse-coupled systems of standard neuron models.
引用
收藏
页数:8
相关论文
共 29 条
[1]   A subthreshold MOS neuron circuit based on the Volterra system [J].
Asai, T ;
Kanazawa, Y ;
Amemiya, Y .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2003, 14 (05) :1308-1312
[2]   Nullcline-Based Design of a Silicon Neuron [J].
Basu, Arindam ;
Hasler, Paul E. .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2010, 57 (11) :2938-2947
[3]   Restoring lost cognitive function [J].
Berger, TW ;
Ahuja, A ;
Courellis, SH ;
Deadwyler, SA ;
Erinjippurath, G ;
Gerhardt, GA ;
Gholmieh, G ;
Granacki, JJ ;
Hampson, R ;
Hsaio, MC ;
Lacoss, J ;
Marmarelis, VZ ;
Nasiatka, P ;
Srinivasan, V ;
Song, D ;
Tanguay, AR ;
Wills, J .
IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 2005, 24 (05) :30-44
[4]  
Berger TW., 2005, REPLACEMENT PARTS BR
[5]   Synchronization in Networks of Hindmarsh-Rose Neurons [J].
Checco, Paolo ;
Righero, Marco ;
Biey, Mario ;
Kocarev, Ljupco .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2008, 55 (12) :1274-1278
[6]   Neuronal Networks with Gap Junctions: A Study of Piecewise Linear Planar Neuron Models [J].
Coombes, S. .
SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS, 2008, 7 (03) :1101-1129
[7]  
Devaney R. L., 2018, An introduction to chaotic dynamical systems
[8]  
DiBernardo M, 2008, APPL MATH SCI, V163, P1, DOI 10.1007/978-1-84628-708-4
[9]   A bio-physically inspired silicon neuron [J].
Farquhar, E ;
Hasler, P .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2005, 52 (03) :477-488
[10]   A QUANTITATIVE DESCRIPTION OF MEMBRANE CURRENT AND ITS APPLICATION TO CONDUCTION AND EXCITATION IN NERVE [J].
HODGKIN, AL ;
HUXLEY, AF .
JOURNAL OF PHYSIOLOGY-LONDON, 1952, 117 (04) :500-544