中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Discussion on the basic mathematical models of neurons - double synaptic weight neuron in general-purpose neurocomputer, theory and application

文献类型:期刊论文

作者Wang Shoujue; Chen Xu; Li Weijun
刊名Chinese journal of electronics
出版日期2006-07-01
卷号15期号:3页码:373-377
关键词Neural networks Neurocomputer Mathematical models of neurons Double synaptic weight neuron (dswn)
ISSN号1022-4653
通讯作者Wang shoujue()
英文摘要Based on the introduction of the traditional mathematical models of neurons in general-purpose neurocomputer, a novel all-purpose mathematical model-double synaptic weight neuron (dswn) is presented, which can simulate all kinds of neuron architectures, including radial-basis-function (rbf) and back-propagation (bp) models, etc. at the same time, this new model is realized using hardware and implemented in the new cassann-ii neurocomputer that can be used to form various types of neural networks with multiple mathematical models of neurons. in this paper, the flexibility of the new model has also been described in constructing neural networks and based on the theory of biomimetic pattern recognition (bpr) and high-dimensional space covering, a recognition system of omni directionally oriented rigid objects on the horizontal surface and a face recognition system had been implemented on cassann-h neurocomputer. the result showed dswn neural network has great potential in pattern recognition.
WOS研究方向Engineering
WOS类目Engineering, Electrical & Electronic
语种英语
WOS记录号WOS:000239054500001
出版者TECHNOLOGY EXCHANGE LIMITED HONG KONG
URI标识http://www.irgrid.ac.cn/handle/1471x/2426650
专题半导体研究所
通讯作者Wang Shoujue
作者单位Chinese Acad Sci, Inst Semicond, Lab Artificial Neural Networks, Beijing 100083, Peoples R China
推荐引用方式
GB/T 7714
Wang Shoujue,Chen Xu,Li Weijun. Discussion on the basic mathematical models of neurons - double synaptic weight neuron in general-purpose neurocomputer, theory and application[J]. Chinese journal of electronics,2006,15(3):373-377.
APA Wang Shoujue,Chen Xu,&Li Weijun.(2006).Discussion on the basic mathematical models of neurons - double synaptic weight neuron in general-purpose neurocomputer, theory and application.Chinese journal of electronics,15(3),373-377.
MLA Wang Shoujue,et al."Discussion on the basic mathematical models of neurons - double synaptic weight neuron in general-purpose neurocomputer, theory and application".Chinese journal of electronics 15.3(2006):373-377.

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来源:半导体研究所

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