A CMOS circuit implementation of a spiking neuron with bursting and adaptation on a biological timescale

被引:0
作者
Wijekoon, Jayawan H. B. [1 ]
Dudek, Piotr [1 ]
机构
[1] Univ Manchester, Sch Elect & Elect Engn, Manchester M13 9PL, Lancs, England
来源
2009 IEEE BIOMEDICAL CIRCUITS AND SYSTEMS CONFERENCE (BIOCAS 2009) | 2009年
关键词
SILICON NEURON; MODEL;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper proposes a silicon neuron circuit which uses a slow-variable controlled leakage term to extend the repertoire of spiking patterns achievable in an integrate and fire model. The simulations reveal the potential of the circuit to provide a wide variety of neuron firing patterns observed in neocortex, including adapting and non-adapting, regular spiking, fast spiking, bursting, chattering, etc. The firing patterns of basic cell classes are obtained with a simple adjustment of four biasing voltages. The circuit operates in the sub-threshold regime, with time constants similar to biological neurons, and hence is suitable for use in systems requiring such operating speeds. Envisaged applications of the proposed circuit are in large-scale analogue VLSI systems for spiking neural network simulations, brain-inspired circuits for robotics and hybrid silicon/biology systems.
引用
收藏
页码:188 / 191
页数:4
相关论文
共 15 条
[1]   Synchrony in silicon: The gamma rhythm [J].
Arthur, John V. ;
Boahen, Kwabena A. .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2007, 18 (06) :1815-1825
[2]   Adaptive exponential integrate-and-fire model as an effective description of neuronal activity [J].
Brette, R ;
Gerstner, W .
JOURNAL OF NEUROPHYSIOLOGY, 2005, 94 (05) :3637-3642
[3]   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
[4]  
FOLOWOSELE F, ISCAS 2009
[5]  
Gerstner W., 2002, SPIKING NEURON MODEL
[6]   A VLSI array of low-power spiking neurons and bistable synapses with spike-timing dependent plasticity [J].
Indiveri, G ;
Chicca, E ;
Douglas, R .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2006, 17 (01) :211-221
[7]   Simple model of spiking neurons [J].
Izhikevich, EM .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2003, 14 (06) :1569-1572
[8]  
MAHOWALD M, 1991, NATURE, V354
[9]  
Mead C, 1989, ANALOG VLSI NEURAL S
[10]   A Generalized Linear Integrate-and-Fire Neural Model Produces Diverse Spiking Behaviors [J].
Mihalas, Stefan ;
Niebur, Ernst .
NEURAL COMPUTATION, 2009, 21 (03) :704-718