提出了一种基于部分集成局部特征尺度分解(Partly ensemble local characteristic-scale decomposition,PELCD)、拉普拉斯分值(Laplacian score,LS)特征选择和基于变量预测模型模式分类(Variable predictive model based class discrimi...提出了一种基于部分集成局部特征尺度分解(Partly ensemble local characteristic-scale decomposition,PELCD)、拉普拉斯分值(Laplacian score,LS)特征选择和基于变量预测模型模式分类(Variable predictive model based class discrimination,VPMCD)的滚动轴承故障诊断模型。PELCD是新提出的一种基于噪声辅助数据分析方法,克服了局部特征尺度分解的模态混淆问题,与传统的基于噪声辅助数据分析方法相比有一定的优越性,论文将其应用于滚动轴承振动信号的预处理。之后提取振动信号PELCD分量的时域和频域统计特征及振动信号的时频联合域特征;同时为了降低特征向量维数,提高诊断效率,采用LS优化特征向量。再将优化的特征向量输入到VPMCD分类器进行训练和测试。滚动轴承实验数据分析结果表明该模型能够有效地诊断故障程度和故障类型。展开更多
In this paper ecogeographical characteristics of forest soil animal i n mountainous districts of the eastern China was analyzed, and results show that soil fauna was very rich in diversified forest habitat, moreover,...In this paper ecogeographical characteristics of forest soil animal i n mountainous districts of the eastern China was analyzed, and results show that soil fauna was very rich in diversified forest habitat, moreover, as times and spaces varied, their compositions and abundance changed obviously too. Forest so il animal decreased gradually in taxa and individual number from the tropics to cold-temperature zone, and they are higher in zonal forest habitat than in other ones on the same mountain. Forest soil animal also got gradually less with incr easing of depth in soil layer, and distributed principally in surface layer. The activities of human had strong affection on faunal composition and diversity of soil animal. On the tropics and subtropics mountains, forest soil animal are le ss in spring-summer than in autumn-winter, whereas they are more in summer-autum n than in winter-spring from warm-temperate zone to cold-temperate zone.展开更多
文摘提出了一种基于部分集成局部特征尺度分解(Partly ensemble local characteristic-scale decomposition,PELCD)、拉普拉斯分值(Laplacian score,LS)特征选择和基于变量预测模型模式分类(Variable predictive model based class discrimination,VPMCD)的滚动轴承故障诊断模型。PELCD是新提出的一种基于噪声辅助数据分析方法,克服了局部特征尺度分解的模态混淆问题,与传统的基于噪声辅助数据分析方法相比有一定的优越性,论文将其应用于滚动轴承振动信号的预处理。之后提取振动信号PELCD分量的时域和频域统计特征及振动信号的时频联合域特征;同时为了降低特征向量维数,提高诊断效率,采用LS优化特征向量。再将优化的特征向量输入到VPMCD分类器进行训练和测试。滚动轴承实验数据分析结果表明该模型能够有效地诊断故障程度和故障类型。
文摘In this paper ecogeographical characteristics of forest soil animal i n mountainous districts of the eastern China was analyzed, and results show that soil fauna was very rich in diversified forest habitat, moreover, as times and spaces varied, their compositions and abundance changed obviously too. Forest so il animal decreased gradually in taxa and individual number from the tropics to cold-temperature zone, and they are higher in zonal forest habitat than in other ones on the same mountain. Forest soil animal also got gradually less with incr easing of depth in soil layer, and distributed principally in surface layer. The activities of human had strong affection on faunal composition and diversity of soil animal. On the tropics and subtropics mountains, forest soil animal are le ss in spring-summer than in autumn-winter, whereas they are more in summer-autum n than in winter-spring from warm-temperate zone to cold-temperate zone.
