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一种非参数核函数鉴别分析法及其在人脸识别中的应用 被引量:1
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作者 薛寺中 戴飞 陈秀宏 《计算机科学》 CSCD 北大核心 2012年第B06期507-509,518,共4页
核判别分析(KDA)算法仅考虑c-1个判别特征,且计算类间离散度矩阵时需使用所有的训练样本,而一些有利于分类的边界结构未能被提取。为此,提出了一种非参数非线性(核)鉴别分析方法,其在计算特征空间中的类间散布矩阵时引入一个权值函数,... 核判别分析(KDA)算法仅考虑c-1个判别特征,且计算类间离散度矩阵时需使用所有的训练样本,而一些有利于分类的边界结构未能被提取。为此,提出了一种非参数非线性(核)鉴别分析方法,其在计算特征空间中的类间散布矩阵时引入一个权值函数,从而能提取有利于分类的边界结构。仿真试验表明,新方法在识别性能上优于已有的一些方法,且避免了使用繁琐的矩阵奇异值分解理论,有一定的实用价值。 展开更多
关键词 核判别分析 非参数非线性 人脸识别 特征提取
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Effects of nonlinear strength parameters on stability of 3D soil slopes 被引量:1
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作者 GAO Yu-feng 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第9期2354-2363,共10页
Actual slope stability problems have three-dimensional(3D) characteristics and the soils of slopes have curved failure envelopes. This incorporates a power-law nonlinear failure criterion into the kinematic approach o... Actual slope stability problems have three-dimensional(3D) characteristics and the soils of slopes have curved failure envelopes. This incorporates a power-law nonlinear failure criterion into the kinematic approach of limit analysis to conduct the evaluation of the stability of 3D slopes. A tangential technique is adopted to simplify the nonlinear failure criterion in the form of equivalent Mohr-Coulomb strength parameters. A class of 3D admissible rotational failure mechanisms is selected for soil slopes including three types of failure mechanisms: face failure, base failure, and toe failure. The upper-bound solutions and corresponding critical slip surfaces can be obtained by an efficient optimization method. The results indicate that the nonlinear parameters have significant influences on the assessment of slope stability, especially on the type of failure mechanism. The effects of nonlinear parameters appear to be pronounced for gentle slopes constrained to a narrow width. Compared with the solutions derived from plane-strain analysis, the 3D solutions are more sensitive to the values of nonlinear parameters. 展开更多
关键词 three-dimensional slope nonlinear failure criterion limit analysis STABILITY critical slip surface
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Nonlinear characteristics of induced spontaneous combustion process of sulfide ores 被引量:2
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作者 潘伟 吴超 +2 位作者 李孜军 石英 杨月平 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第12期3284-3292,共9页
To investigate the relationship between nonlinear parameters and spontaneous combustion tendency of sulfide ores, nine different sulfide ore samples were taken from a pyrite mine in China, and induced spontaneous comb... To investigate the relationship between nonlinear parameters and spontaneous combustion tendency of sulfide ores, nine different sulfide ore samples were taken from a pyrite mine in China, and induced spontaneous combustion experiment was carried out in the laboratory. Different stages of the induced spontaneous combustion process were studied by integrating wavelet technology and nonlinear dynamics theory. The results show that ignition points of all the ore samples are above 330 ℃, indicating that sulfide ores of the pyrite mine are difficult to combust spontaneously under normal mining conditions. Spontaneous combustion process includes three stages: incubation stage, development stage and approaching stage. The average temperature rising rate of the three stages are 1.0 ~C/min, 2.0 ~C/min and 4.2 ~C/min, respectively. During the spontaneous combustion process, mean values of approximate entropy and correlation dimension increase at first, and then decrease in the following stage. The mean value of the maximum Lyapunov exponent increases with the passage of reaction time. In a whole, correlation among the three nonlinear parameters firstly weakens, then enhances, and the best correlation period is at approaching stage. As ignition point increases, the maximum Lyapunov exponent of approaching stage decreases. Therefore, combustible tendency of sulfide ores could be qualitatively evaluated based on the maximum Lyapunov exponent of this stage. 展开更多
关键词 sulfide ores induced spontaneous combustion nonlinear parameters ignition point maximum Lyapunov exponent
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