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基于SOM特征映射空间相似度判别的软传感器建模变量选择
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作者 侯杰 李太福 +1 位作者 余德君 程杨 《运筹与模糊学》 2011年第1期16-21,共6页
针对软传感器建模中存在的信息冗余,提出一种基于自组织特征映射神经网络(Self-Organizing Feature Mapping,SOM)的变量选择方法。该方法借助SOM简单快速的特征映射能力对数据进行投影,采用虚假最近邻点法(False Nearest Neighbor,FNN)... 针对软传感器建模中存在的信息冗余,提出一种基于自组织特征映射神经网络(Self-Organizing Feature Mapping,SOM)的变量选择方法。该方法借助SOM简单快速的特征映射能力对数据进行投影,采用虚假最近邻点法(False Nearest Neighbor,FNN)计算某变量删减前后数据在SOM投影空间的相似度,通过相似度来判断其对主导变量的解释能力,由此进行变量的选择。实验结果表明该方法能有效的进行变量选择,为软传感器建模变量选择提供了一种新思路。 展开更多
关键词 变量选择 软传感器建模 SOM神经网络 特征空间 虚假最近邻点法
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Thermo-activated Dislocation Emission at the Cu/Nb Interface Revealed by Molecular Dynamics Simulations
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作者 dejun yu yue Zhang Kaiming Wang 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2011年第8期714-718,共5页
Nanolayered Cu-Nb composites offer a series of enhanced properties for their use in extreme conditions, e.g. high field magnets and high irradiation resistance. However, the stability of the Cu/Nb heterogeneous interf... Nanolayered Cu-Nb composites offer a series of enhanced properties for their use in extreme conditions, e.g. high field magnets and high irradiation resistance. However, the stability of the Cu/Nb heterogeneous interface needs confirmation under various conditions. In the present work, molecular dynamics simulations were carried out to investigate the interracial behavior under various temperatures with initial stress at the interface. It is found that the interface becomes unstable at simulation temperatures higher than O00 K, resulting in the emission of dislocations and loops within one or more slip systems. The emission process is Found to be thermally-activated, i.e., the higher temperature, the shorter annealing time needed. The present study is believed to assist the experimental synthesis of the Cu-Nb multilayer nanocomposites For multiple applications. 展开更多
关键词 INTERFACE DISLOCATION Molecular dynamics Thermo-activation
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