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A new hardware-oriented spiking neuron model based on SET and its properties
Liu, Wen-Peng; Chen, Xu; Lu, Hua-Xiang; Liu, W.-P.(lwp4419@semi.ac.cn)
2011
Source PublicationPhysics Procedia
ISSN18753884
Volume22Pages:170-176
AbstractIn this paper, a new simple hardware-oriented spiking neuron model is proposed. It is mainly based on one of intrinsic features of singleelectron transistor(SET)-Coulomb Oscillation. In fact, Coulomb Oscillation can be considered as current pulses under the gate's voltage, which is similar with the pulses of spiking neurons. Accordingly, the circuit structure of spiking neuron model has been designed. By simulation on the PSPICE, the proposed new model can show different spiking types according to the different input signals and implement information encoding. The model can exhibit the property of synchronization. Unlike traditional neuron model, the proposed new model has the capacity of integrating both spatial and temporal signals. In addition the phase encoding is also involved. So the experiments' results demonstrate that the model is an implement way of hardware-oriented spiking neuron models or even spiking neural networks(SNN).?2011 Published by Elsevier B.V.
metadata_83半导体人工神经网络实验室
KeywordEncoding(Symbols) Learning Algorithms Neural Networks Single Electron Transistors Spice Technology
Subject Area人工智能
Indexed ByEI
Language英语
Date Available2012-06-14
Document Type期刊论文
Identifierhttp://ir.semi.ac.cn/handle/172111/23074
Collection半导体人工神经网络实验室
Corresponding AuthorLiu, W.-P.(lwp4419@semi.ac.cn)
Recommended Citation
GB/T 7714
Liu, Wen-Peng,Chen, Xu,Lu, Hua-Xiang,et al. A new hardware-oriented spiking neuron model based on SET and its properties[J]. Physics Procedia,2011,22:170-176.
APA Liu, Wen-Peng,Chen, Xu,Lu, Hua-Xiang,&Liu, W.-P..(2011).A new hardware-oriented spiking neuron model based on SET and its properties.Physics Procedia,22,170-176.
MLA Liu, Wen-Peng,et al."A new hardware-oriented spiking neuron model based on SET and its properties".Physics Procedia 22(2011):170-176.
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