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基于稀疏表示权重张量的音频特征提取算法 被引量:5
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作者 林静 杨继臣 +1 位作者 张雪源 李新超 《计算机应用》 CSCD 北大核心 2016年第5期1426-1429,1438,共5页
为了更好地描述非平稳音频信号的特征,提出了一种基于Gabor字典和稀疏表示权重张量的时-频音频特征提取方法。该方法基于Gabor字典将音频信号编码为稀疏的权重向量,并进一步将权重向量中的元素重新排列为张量形式,该张量各阶分别刻画了... 为了更好地描述非平稳音频信号的特征,提出了一种基于Gabor字典和稀疏表示权重张量的时-频音频特征提取方法。该方法基于Gabor字典将音频信号编码为稀疏的权重向量,并进一步将权重向量中的元素重新排列为张量形式,该张量各阶分别刻画了信号的时间、频率以及时长特性,为信号的联合时-频-长表示。通过对该张量进行因子分解,将分解后得到的频率因子和时长因子拼接为音频特征。针对稀疏张量分解时容易产生过拟合的问题,提出一种自调整惩罚参数分解算法并进行了改进。实验结果显示,所提出的特征相对于传统梅尔倒谱系数(MFCC)特征、MFCC特征及匹配追踪算法(MP)求解的特征联合拼接得到的MFCC+MP特征和非均匀尺度-频率图特征对15类音效分类效果分别提升了28.0%、19.8%和6.7%。 展开更多
关键词 稀疏表示 张量因子分解 音效分类 时-频特征
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基于多元关系的张量分解标签推荐方法 被引量:4
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作者 曾辉 胡强 淦修修 《计算机应用研究》 CSCD 北大核心 2019年第10期2907-2910,共4页
标签推荐的现有方法忽视了多种属性特征之间的联系,无法保证大数据环境下推荐系统的准确率。针对该问题,提出了一种基于用户聚类和张量分解的新标签推荐方法,以进一步提高标签推荐的质量。该方法首先对一些对产品具有重要影响的用户进... 标签推荐的现有方法忽视了多种属性特征之间的联系,无法保证大数据环境下推荐系统的准确率。针对该问题,提出了一种基于用户聚类和张量分解的新标签推荐方法,以进一步提高标签推荐的质量。该方法首先对一些对产品具有重要影响的用户进行聚类,然后根据用户、产品、标签和产品评分之间的多元关系综合计算总权重。最后,根据聚类之后的用户群体以及多元关系的总权值构建张量并进行张量因式分解。实验与传统张量分解方法相对比,结果表明提出的方法在准确率上具有一定的提高,验证了算法的有效性。 展开更多
关键词 标签推荐 张量因子分解 权重 聚类
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基于联合加权谱密度的结构振型频域识别方法
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作者 邹春蓉 邓长军 +2 位作者 蒋伟 刘纲 王惊华 《科学技术与工程》 北大核心 2024年第32期13953-13959,共7页
针对传统加权谱密度(weighted spectral density,WSD)法中加权函数指数因子选取不当导致模态振型识别精度降低的问题,建立基于联合WSD的结构振型频域识别方法,提升了WSD方法的识别精度及适用范围。根据盲源分离与振型叠加法的相似性,采... 针对传统加权谱密度(weighted spectral density,WSD)法中加权函数指数因子选取不当导致模态振型识别精度降低的问题,建立基于联合WSD的结构振型频域识别方法,提升了WSD方法的识别精度及适用范围。根据盲源分离与振型叠加法的相似性,采用WSD方法对结构振动信号进行解耦与分离;利用预设的多个加权密度矩阵构建三维张量加权谱,并采用平行因子2模型自适应选取加权函数指数因子;在此基础之上,引入最小谱方差评判准则进行评价,从而实现模态振型分离矩阵的精确估计。三自由度系统理论模型的模态振型识别结果表明:所提方法能准确获取各阶模态振型所对应的最优加权函数指数因子,针对结构模态振型的识别精度均优于传统频域分解法和二阶盲辨识方法,即使在数据较短、频谱毛刺严重时仍具有较高的识别精度,为建筑结构模态振型识别提供了一种新的识别算法。 展开更多
关键词 模态振型识别 加权谱密度(WSD) 盲源分离 张量因子 频域法
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Crack fluid identification of shale reservoir based on stress-dependent anisotropy
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作者 Zhang Jia-Jia Zhang Guang-Zhi Huang Lan-Hua 《Applied Geophysics》 SCIE CSCD 2019年第2期209-217,254,共10页
Shale reservoirs are typically very tight, and crack are only a small part of the reservoir. The directional arrangement of cracks leads to the anisotropic characteristics of shale, and the type of fluid filled in cra... Shale reservoirs are typically very tight, and crack are only a small part of the reservoir. The directional arrangement of cracks leads to the anisotropic characteristics of shale, and the type of fluid filled in cracks affects the shale reservoir evaluation and late development. Many rock physics theories and methods typically use second-and fourthorder crack density tensors to characterize the elastic anisotropy induced by cracks as well as the normal-to-tangential crack compliance ratio to distinguish between dry and saturated cracks. This study def ines an anisotropic crack f luid indicator for vertical transversely isotropy(VTI) media with vertical symmetry axis which is the integration of the normal-to-tangential crack compliance ratio in three directions. A new dimensionless fourth-order tensor, including crack f luid type, azimuth distribution, and geometric shape, is constructed by substituting the normal and tangential compliance into the fourth-order crack density tensor, which can also be used to identify the type of crack fluid in the VTI media. Using the Callovo–Oxfordian shale experimental data, the variation of the elastic properties of dry and saturated shale samples with axial stress is analyzed. The results demonstrate that the anisotropic crack f luid indicator of water-bearing shale samples is less than that of the dry shale samples and that the dimensionless fourth-order tensor of water-bearing shale samples is nearly one order of magnitude greater than that of the dry shale samples. Therefore, the anisotropic crack f luid indicator and dimensionless fourth-order tensor can ref lect the crack f luid type in shale samples and can be used for shale reservoir prediction and f luid identif ication. 展开更多
关键词 cracks fluid identification crack density tensor crack fluid indicator dimensionless fourth-order tensor
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On Ricci tensor of focal submanifolds of isoparametric hypersurfaces 被引量:3
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作者 LI QiChao YAN WenJiao 《Science China Mathematics》 SCIE CSCD 2015年第8期1723-1736,共14页
A-manifolds and/3-manifolds, introduced by Gray (1978), are two significant classes of Einstein-like Riemannian manifolds. A Riemannian manifold is Ricci parallel if and only if it is simultaneously an A-manifold an... A-manifolds and/3-manifolds, introduced by Gray (1978), are two significant classes of Einstein-like Riemannian manifolds. A Riemannian manifold is Ricci parallel if and only if it is simultaneously an A-manifold and a B-manifold. The present paper proves that both focal submanifolds of each isoparametric hypersurface in unit spheres with g = 4 distinct principal curvatures are A-manifolds. As for the focal submanifolds with g = 6, m = 1 or 2, only one is an A-manifold, and neither is a B-manifold. 展开更多
关键词 isoparametric hypersurface focal submanifold .A-manifold N-manifold
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