Proper orthogonal decomposition modal analysis in a baffled stirred tank: a base tool for the study of structures

IF 2.8 Q2 MECHANICS Flow (Cambridge, England) Pub Date : 2023-01-01 DOI:10.1017/flo.2023.26
Arturo A. Arosemena, Jannike Solsvik
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Abstract

Proper orthogonal decomposition (POD) is applied to three-dimensional (3-D) velocity fields collected from large-eddy simulations (LES) of a baffled stirred tank. In the LES, the tank operates with a Rushton-type impeller under turbulent conditions (at least in the near-impeller region) and the working fluid exhibits either Newtonian or shear-thinning rheology. The most energetic POD modes are analysed, and a POD reconstruction based on the higher modes is proposed to approximate the fluctuating component of the velocity field. Subsequently, the POD reconstruction is used to identify vortical structures and characterise them in terms of their shape. The structures are identified by considering a frame-invariant formulation of a popular, Eulerian, local-region-type method: the $Q$ -criterion. Statistics of shape-related parameters are then investigated to address the morphology of the structures. It is found that: (i) regardless of the working fluid rheology, it seems feasible to decompose the 3-D field into its mean, most energetic periodic and fluctuating components using POD, allowing, for instance, reduced-order modelling of the energetic periodic motions for mixing enhancement purposes, and (ii) vortical structures related to turbulence are mostly tubular. Finding (ii) implies that, as starting point, phenomenological models for the interaction between fluid particles (drops and bubbles) and vortices should consider the latter as cylindrical structures rather than of spherical shape, as classically assumed in these models.
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挡板搅拌槽适当正交分解模态分析:结构研究的基础工具
将适当正交分解(POD)方法应用于隔板搅拌槽大涡模拟的三维速度场。在LES中,储罐在湍流条件下(至少在近叶轮区域)与拉什顿型叶轮一起运行,工作流体表现出牛顿或剪切变薄流变学。分析了能量最高的POD模态,提出了一种基于较高模态的POD重构方法来近似速度场的波动分量。随后,POD重建用于识别旋涡结构并根据其形状对其进行表征。通过考虑一种流行的欧拉局部区域型方法的框架不变公式来识别结构:$Q$准则。然后研究形状相关参数的统计,以解决结构的形态学问题。研究发现:(i)无论工作流体流变如何,使用POD将三维场分解为其平均、最具能量的周期和波动分量似乎是可行的,例如,为了增强混合目的,可以对能量周期运动进行降阶建模;(ii)与湍流相关的旋涡结构大多是管状结构。发现(二)意味着,作为起点,流体颗粒(液滴和气泡)与涡流之间相互作用的现象模型应将后者视为圆柱形结构,而不是像这些模型中传统假设的那样是球形结构。
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