Discussion on the basic mathematical models of neurons - Double synaptic weight neuron in general-purpose neurocomputer, theory and application
Wang SJ (Wang Shoujue) ; Chen X (Chen Xu) ; Li WJ (Li Weijun)
刊名chinese journal of electronics
2006
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, sj, chinese acad sci, inst semicond, lab artificial neural networks, beijing 100083, peoples r china.
中文摘要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.
学科主题人工智能
收录类别SCI
语种英语
公开日期2010-04-11
内容类型期刊论文
源URL[http://ir.semi.ac.cn/handle/172111/10516]  
专题半导体研究所_中国科学院半导体研究所(2009年前)
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Wang SJ ,Chen X ,Li WJ . 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 SJ ,Chen X ,&Li WJ .(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 SJ ,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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