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) |
推荐引用方式 GB/T 7714 | 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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