Analysis of transient and intermittent flows using a multidimensional empirical mode decomposition

IF 2.2 3区 工程技术 Q2 MECHANICS
Lucas F. de Souza, Renato F. Miotto, William R. Wolf
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引用次数: 0

Abstract

Modal decomposition techniques are important tools for the analysis of unsteady flows and, in order to provide meaningful insights with respect to coherent structures and their characteristic frequencies, the modes must possess a robust spatial support. In this context, although widely used, methods based on singular value decomposition (SVD) may produce modes that are difficult to interpret when applied to problems dominated by intermittent and transient events. Fortunately, specific modal decomposition techniques have been recently developed to analyze such problems, but a proper comparison between them is still lacking from the literature. Therefore, this work compares two recent methods: the fast adaptive multivariate empirical mode decomposition (FA-MVEMD) and the multiresolution dynamic mode decomposition (mrDMD). These techniques are employed here for the study of flow databases involving transient and intermittent dynamics. Specifically, the investigated problems include an SD7003 airfoil subjected to deep dynamic stall conditions, and a steady NACA0012 airfoil operating at a transitional Reynolds number. In the former case, the methods are employed to investigate the onset and evolution of the dynamic stall vortex (DSV), while in the latter case, intermittent vortex pairing is analyzed. We show that the combination of a multidimensional EMD with the Hilbert transform provides modes with superior spatial support when compared to the mrDMD, also allowing the characterization of instantaneous frequencies of coherent structures. Moreover, the EMD also condenses a larger amount of information within a single intrinsic mode function (IMF).

利用多维经验模式分解分析瞬态和间歇流动
摘要 模态分解技术是分析非稳态流动的重要工具,为了就相干结构及其特征频率提供有意义的见解,模态必须具有强大的空间支持。在这种情况下,基于奇异值分解(SVD)的方法虽然应用广泛,但在应用于以间歇和瞬态事件为主的问题时,可能会产生难以解释的模态。幸运的是,最近开发出了专门的模态分解技术来分析此类问题,但文献中仍缺乏对这些技术的适当比较。因此,本研究比较了两种最新方法:快速自适应多变量经验模态分解(FA-MVEMD)和多分辨率动态模态分解(mrDMD)。这些技术被用于研究涉及瞬态和间歇动态的流动数据库。具体来说,研究的问题包括受深层动态失速条件影响的 SD7003 机翼和在过渡雷诺数下运行的稳定 NACA0012 机翼。在前一种情况下,这些方法用于研究动态失速涡(DSV)的发生和演变,而在后一种情况下,则分析间歇性涡对。我们的研究表明,与 mrDMD 相比,多维 EMD 与希尔伯特变换的结合可提供具有更佳空间支持的模式,同时还能确定相干结构的瞬时频率。此外,EMD 还能在单个本征模态函数(IMF)中浓缩更多信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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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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