Compact silicon neuron circuit with spiking and bursting behaviour

Compact silicon neuron circuit with spiking and bursting behaviour
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DOI:
10.1016/j.neunet.2007.12.037
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发表时间:
2008-03-01
期刊:
影响因子:
7.8
通讯作者:
Dudek, Piotr
Dudek, Piotr
中科院分区:
计算机科学1区
文献类型:
--
作者:
Wijekoon, Jayawan H. B.;Dudek, Piotr

文献摘要

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一个硅神经元电路,产生尖峰和突发放电模式,与生物学上合理的尖峰形状,提出。该电路模仿已知类别的皮层神经元的行为:规则尖峰(RS),快速尖峰(FS),抖动(CH)和内在爆发(IB)。本文介绍了电路的操作,提供了仿真结果,一个简化的分析模型,和其行为的相平面分析。该电路的功能已通过实验验证。本文介绍了一种概念验证模拟集成电路,在0.35 μ m CMOS工艺实现,并提出了初步的测量结果。神经元细胞提供了硅皮质神经元的面积和能量有效的实现,并且可以用作与皮质电路非常相似的VLSI神经形态网络中的通用神经元电路。(C)2008爱思唯尔有限公司保留所有权利。
A silicon neuron circuit that produces spiking and bursting firing patterns, with biologically plausible spike shape, is presented. The circuit mimics the behaviour of known classes of cortical neurons: regular spiking (RS), fast spiking (FS), chattering (CH) and intrinsic bursting (IB). The paper describes the operation of the circuit, provides simulation results, a simplified analytical model, and a phase-plane analysis of its behaviour. The functionality of the circuit has been verified experimentally. The paper introduces a proof-of-concept analogue integrated circuit, implemented in a 0.35 mu m CMOS technology, and presents preliminary measurement results. The neuron cell provides an area and energy efficient implementation of the silicon cortical neuron, and could be used as a universal neuron circuit in VLSI neuromorphic networks that closely resemble the circuits of the cortex. (C) 2008 Elsevier Ltd. All rights reserved.