利用多锥度估计的光谱固有正交分解

IF 2.2 3区 工程技术 Q2 MECHANICS
Oliver T. Schmidt
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引用次数: 10

摘要

探讨了多锥度估计在光谱固有正交分解(SPOD)中的应用。将使用离散延长球序列(DPSS)作为正交数据窗口的多锥度和多锥度-Welch估计器与仅依赖加权重叠段平均(Welch方法)来估计交叉谱密度矩阵的标准SPOD算法进行了比较。利用两组湍流数据,一组是实验数据,另一组是数值数据,讨论了分辨率带宽的选择和偏方差权衡。多锥-韦尔奇估计器结合了这两种方法,将正交锥应用于重叠段,允许灵活控制分辨率、方差和偏差。与标准算法相比,对于相同的数据,多锥韦尔奇估计器在固定频率分辨率下提供更低的方差估计,或在相似方差下提供更高的频率分辨率,但需要额外的计算成本。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Spectral proper orthogonal decomposition using multitaper estimates

Spectral proper orthogonal decomposition using multitaper estimates

The use of multitaper estimates for spectral proper orthogonal decomposition (SPOD) is explored. Multitaper and multitaper-Welch estimators that use discrete prolate spheroidal sequences (DPSS) as orthogonal data windows are compared to the standard SPOD algorithm that exclusively relies on weighted overlapped segment averaging, or Welch’s method, to estimate the cross-spectral density matrix. Two sets of turbulent flow data, one experimental and the other numerical, are used to discuss the choice of resolution bandwidth and the bias-variance tradeoff. Multitaper-Welch estimators that combine both approaches by applying orthogonal tapers to overlapping segments allow for flexible control of resolution, variance, and bias. At additional computational cost but for the same data, multitaper-Welch estimators provide lower variance estimates at fixed frequency resolution or higher frequency resolution at similar variance compared to the standard algorithm.

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来源期刊
CiteScore
5.80
自引率
2.90%
发文量
38
审稿时长
>12 weeks
期刊介绍: Theoretical and Computational Fluid Dynamics provides a forum for the cross fertilization of ideas, tools and techniques across all disciplines in which fluid flow plays a role. The focus is on aspects of fluid dynamics where theory and computation are used to provide insights and data upon which solid physical understanding is revealed. We seek research papers, invited review articles, brief communications, letters and comments addressing flow phenomena of relevance to aeronautical, geophysical, environmental, material, mechanical and life sciences. Papers of a purely algorithmic, experimental or engineering application nature, and papers without significant new physical insights, are outside the scope of this journal. For computational work, authors are responsible for ensuring that any artifacts of discretization and/or implementation are sufficiently controlled such that the numerical results unambiguously support the conclusions drawn. Where appropriate, and to the extent possible, such papers should either include or reference supporting documentation in the form of verification and validation studies.
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