Neuron-Like Responses and Bifurcations of a Generalized Asynchronous Sequential Logic Spiking Neuron Model

被引：8

作者：

Matsubara, Takashi ^{[1
]}

Torikai, Hiroyuki ^{[1
]}

机构：

[1] Osaka Univ, Grad Sch Engn Sci, Toyonaka, Osaka 5608531, Japan

来源：

IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES | 2012年 / E95A卷 / 08期

关键词：

neuron model; nonlinear dynamics; bifurcation phenomena; asynchronous sequential logic circuit; asynchronous cellular automaton; FPGA;

D O I：

10.1587/transfun.E95.A.1317

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

A generalized version of sequential logic circuit based neuron models is presented, where the dynamics of the model is modeled by an asynchronous cellular automaton. Thanks to the generalizations in this paper, the model can exhibit various neuron-like waveforms of the membrane potential in response to excitatory and inhibitory stimulus. Also, the model can reproduce four groups of biological and model neurons, which are classified based on existence of bistability and subthreshold oscillations, as well as their underlying bifurcations mechanisms.

引用

页码：1317 / 1328

页数：12

共 50 条

[1] A Novel Asynchronous Digital Spiking Neuron Model and its Various Neuron-like Bifurcations and Responses
Matsubara, Takashi
Torikai, Hiroyuki
2011 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2011, : 741 - 748
[2] A Generalized PWC Spiking Neuron Model and Its Neuron-Like Activities and Burst-Related Bifurcations
Yamashita, Yutaro
Torikai, Hiroyuki
IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2012, E95A (07) : 1125 - 1135
[3] A Novel Rotate-and-Fire Digital Spiking Neuron and its Neuron-Like Bifurcations and Responses
Hishiki, Tetsuya
Torikai, Hiroyuki
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2011, 22 (05): : 752 - 767
[4] A Novel Asynchronous CA Neuron Model: Design of Neuron-Like Nonlinear Responses Based on Novel Bifurcation Theory of Asynchronous Sequential Logic Circuit
Takeda, Kentaro
Torikai, Hiroyuki
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2020, 67 (06) : 1989 - 2001
[5] A Novel PWC Spiking Neuron Model: Neuron-Like Bifurcation Scenarios and Responses
Yamashita, Yutaro
Torikai, Hiroyuki
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2012, 59 (11) : 2678 - 2691
[6] A Novel Piece-Wise Constant Analog Spiking Neuron Model and its Neuron-like Excitabilities
Yamashita, Yutaro
Torikai, Hiroyuki
2011 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2011, : 717 - 724
[7] Dynamic Response Behaviors of a Generalized Asynchronous Digital Spiking Neuron Model
Matsubara, Takashi
Torikai, Hiroyuki
NEURAL INFORMATION PROCESSING, PT III, 2011, 7064 : 395 - 404
[8] A Generalized Asynchronous Digital Spiking Neuron: Theoretical Analysis and Compartmental Model
Matsubara, Takashi
Torikai, Hiroyuki
2012 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2012,
[9] Neuron-like spiking and bursting in Josephson junctions: A review
Mishra, Arindam
Ghosh, Subrata
Dana, Syamal Kumar
Kapitaniak, Tomasz
Hens, Chittaranjan
CHAOS, 2021, 31 (05)
[10] Computation via Neuron-like Spiking in Percolating Networks of Nanoparticles
Studholme, Sofie J.
Heywood, Zachary E.
Mallinson, Joshua B.
Steel, Jamie K.
Bones, Philip J.
Arnold, Matthew D.
Brown, Simon A.
NANO LETTERS, 2023, 23 (22) : 10594 - 10599

← 1 2 3 4 5 →