PARTICLE-BASED FLOW VORTICITY ANALYSIS BY USE OF SECOND-GENERATION WAVELETS

Oddny Brun, Joseph T. Kider, R. Wiegand
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Abstract

Modeling, simulating, and analyzing turbulent flow is a topic of high interest from both a verification and accuracy aspect. This work presents computational methods and experimental measures of turbulent fluid flow modeled with particle-based smoothed particle hydrodynamics (SPH), as well as the use of second-generation wavelets to analyze the nature of vorticity. Modeling and analyzing vorticity by use of first-generation wavelets for regular grid methods are well presented in literature. We are unaware of any work on this topic for particle-based methods. The difference between regular grid-based and particle-based approaches are due to irregularities introduced by the latter. We found that secondgeneration wavelets proved to be robust, fast, and reliable. Second-generation wavelets are designed to handle irregular grids and do not rely on a dyadic number of observations, which make them suitable candidates for SPH analysis as opposed to first generation wavelets. The resulting significant discrete wavelet transform (DWT) coefficients are found to be representative of the flow sections that may benefit from additional attention in the simulation model. The robustness of the method allows for fast initial screening of the flow to highlight sections that are of interest for more detailed analysis. Here, robustness refers to the two parameters significance level and grid resolution. Our results are demonstrated using a 2D sloshing tank case.
基于第二代小波的粒子流涡度分析
湍流的建模、模拟和分析是一个非常有趣的话题,无论是从验证还是准确性方面。本文介绍了基于粒子的光滑粒子流体动力学(SPH)模型的湍流流体流动的计算方法和实验方法,以及使用第二代小波来分析涡度的性质。利用第一代小波对规则网格法进行涡度建模和分析已有文献报道。我们不知道任何关于这个主题的基于粒子的方法的工作。基于规则网格和基于粒子的方法之间的区别是由于后者引入了不规则性。我们发现第二代小波被证明是鲁棒、快速和可靠的。第二代小波被设计用于处理不规则网格,并且不依赖于二元观测,这使得它们与第一代小波相比更适合SPH分析。由此产生的显著离散小波变换(DWT)系数被发现是流段的代表,可以从模拟模型的额外关注中受益。该方法的鲁棒性允许对流进行快速初始筛选,以突出显示更详细分析感兴趣的部分。这里,鲁棒性指的是两个参数显著性水平和网格分辨率。我们的结果是用一个二维晃动箱的情况下证明。
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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