On application of empirical mode decomposition for turbulence analysis in open-channel flows

IF 1.7 3区 工程技术 Q3 ENGINEERING, CIVIL Journal of Hydraulic Research Pub Date : 2023-09-03 DOI:10.1080/00221686.2023.2241838
Andrea Zampiron, Stuart M. Cameron, Vladimir Nikora
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Abstract

Large-scale coherent structures are key elements of open-channel flow turbulence, quantification of which remains elusive. In this work, we use empirical mode decomposition (EMD) to break down a velocity time series into different modes, denoted as “intrinsic mode functions” (IMFs). Analysis of velocity auto- and co-spectra indicates that large-scale (LSMs) and very large-scale (VLSMs) fluid motions are sufficiently represented by particular groups of IMFs. A correlation between LSMs and VLSMs, identified by the EMD analysis, was found to generate 7% of the Reynolds shear stresses. However, the EMD analysis of surrogate velocity signals with randomized spectral phases demonstrated that the revealed correlation is actually an artefact of the EMD approach and should not be interpreted physically.
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经验模态分解在明渠湍流分析中的应用
大尺度相干结构是明渠湍流的关键因素,其量化仍然难以捉摸。在这项工作中,我们使用经验模态分解(EMD)将速度时间序列分解为不同的模态,称为“内禀模态函数”(IMFs)。速度自谱和共谱分析表明,大尺度(lsm)和超大尺度(vlsm)流体运动可以由特定的IMFs群充分表征。EMD分析发现,lsm和vlsm之间存在相关性,产生了7%的雷诺兹剪切应力。然而,随机谱相的替代速度信号的EMD分析表明,所揭示的相关性实际上是EMD方法的人工产物,不应该进行物理解释。
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来源期刊
Journal of Hydraulic Research
Journal of Hydraulic Research 工程技术-工程:土木
CiteScore
4.90
自引率
4.30%
发文量
55
审稿时长
6.6 months
期刊介绍: The Journal of Hydraulic Research (JHR) is the flagship journal of the International Association for Hydro-Environment Engineering and Research (IAHR). It publishes research papers in theoretical, experimental and computational hydraulics and fluid mechanics, particularly relating to rivers, lakes, estuaries, coasts, constructed waterways, and some internal flows such as pipe flows. To reflect current tendencies in water research, outcomes of interdisciplinary hydro-environment studies with a strong fluid mechanical component are especially invited. Although the preference is given to the fundamental issues, the papers focusing on important unconventional or emerging applications of broad interest are also welcome.
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