Double synaptic weight neuron theory and its application
Wang SJ ; Chen X ; Qin H ; Li WJ ; Bian Y
刊名advances in natural computation
2005
卷号pt 1 proceedings 3610期号:0页码:264-272
ISSN号0302-9743
通讯作者wang, sj, chinese acad sci, inst semicond, lab artificial neural networks, beijing 100083, peoples r china. 电子邮箱地址: wsjue@red.semi.ac.cn ; shendacx@163.com ; qinhong@red.semi.ac.cn ; wjli@red.semi.ac.cn ; bianyi@yeah.net
中文摘要in this paper, a novel mathematical model of neuron-double synaptic weight neuron (dswn)(l) is presented. the dswn can simulate many kinds of neuron architectures, including radial-basis-function (rbf), hyper sausage and hyper ellipsoid models, etc. moreover, this new model has been implemented in the new cassann-ii neurocomputer that can be used to form various types of neural networks with multiple mathematical models of neurons. the flexibility of the dswn has also been described in constructing neural networks. 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-ii neurocomputer. in these two special cases, the result showed dswn neural network had 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2010-03-17
内容类型期刊论文
源URL[http://ir.semi.ac.cn/handle/172111/8464]  
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,Qin H,et al. Double synaptic weight neuron theory and its application[J]. advances in natural computation,2005,pt 1 proceedings 3610(0):264-272.
APA Wang SJ,Chen X,Qin H,Li WJ,&Bian Y.(2005).Double synaptic weight neuron theory and its application.advances in natural computation,pt 1 proceedings 3610(0),264-272.
MLA Wang SJ,et al."Double synaptic weight neuron theory and its application".advances in natural computation pt 1 proceedings 3610.0(2005):264-272.
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