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Global stability of Oldroyd-B fluids in plane Couette flow 平面库特流中奥尔德罗伊德-B 流体的全局稳定性
IF 3.1 2区 工程技术 Q2 MECHANICS Pub Date : 2023-12-16 DOI: 10.1016/j.jnnfm.2023.105171
Joshua Binns, Andrew Wynn

We prove conditions for global nonlinear stability of Oldroyd-B viscoelastic fluid flows in the Couette shear flow geometry. Global stability is inferred by analysing a new functional, called a perturbation entropy, to quantify the magnitude of the polymer perturbations from their steady-state values. The conditions for global stability extend, in a physically natural manner, classical results on global stability of Newtonian Couette flow.

我们证明了库埃特剪切流几何中 Oldroyd-B 粘弹性流体流动的全局非线性稳定性条件。通过分析一种称为 "扰动熵 "的新函数来量化聚合物扰动与稳态值之间的大小,从而推断出全局稳定性。全局稳定性的条件以物理自然的方式扩展了牛顿库尔特流全局稳定性的经典结果。
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引用次数: 0
Maximum drag enhancement asymptote in turbulent Taylor–Couette flow of dilute polymeric solutions 稀聚合物溶液湍流泰勒-库埃特流动中的最大阻力增强渐近线
IF 3.1 2区 工程技术 Q2 MECHANICS Pub Date : 2023-12-14 DOI: 10.1016/j.jnnfm.2023.105172
Fenghui Lin , Jiaxing Song , Nansheng Liu , Zhenhua Wan , Xi-Yun Lu , Bamin Khomami

Direct numerical simulations in a wide-gap turbulent viscoelastic Taylor–Couette flow in the Reynolds number (Re) range of 1500 to 8000 reveals the existence of a maximum drag enhancement (MDE) asymptote. The statistical properties associated with the turbulent and polymer dynamics demonstrate that the turbulent drag enhances with the increase of the Weissenberg number (Wi) and eventually saturates above a critical Wi, namely, the flow reaches the MDE state. The mean velocity profile in MDE state closely follows a logarithmic-like law with an identical slope (κK=2.32) and a Re-dependent intercept. A detailed analysis of flow structures reveals that the MDE asymptote results from the creation and eventual saturation of small-scale elastic and inertio-elastic Görtler vortices in the inner- and outer-wall regions, respectively. These vortical structures arise due to competing effects of polymer-induced stresses that either suppress or promote turbulent vortices. A close examination of competing forces in the azimuthal direction shows that the ratio of polymeric to turbulent stresses reaches a large plateau, underscoring the elastic nature of the MDE state. Moreover, the energy production mechanism in the MDE state further supports: (1) the universal interplay between polymers and turbulent vortices in a broad range of curvilinear and planar turbulent flows, and (2) the fact that the elastically induced asymptotic saturation of drag modification is an inherent property of elasticity-driven and/or elasto-inertial turbulence flow states. Overall, this study provides concrete evidence for our earlier postulate that asymptotic flow states in unidirectional turbulent viscoelastic flows are of elastic nature.

在雷诺数(Re)为 1500 到 8000 的范围内,对宽间隙湍流粘弹性 Taylor-Couette 流进行直接数值模拟,发现存在最大阻力增强(MDE)渐近线。与湍流和聚合物动力学相关的统计特性表明,湍流阻力随着韦森伯格数(Wi)的增加而增强,并最终在临界 Wi 以上达到饱和,即流动达到 MDE 状态。MDE 状态下的平均速度剖面密切遵循类似对数的规律,具有相同的斜率(κK=2.32)和与 Re 有关的截距。对流动结构的详细分析显示,MDE 渐近线是由内壁和外壁区域的小尺度弹性和惯性弹性哥特勒涡旋分别产生并最终饱和造成的。这些涡旋结构的产生是由于聚合物诱导应力的竞争效应,这些应力或抑制或促进湍流涡旋。对方位角方向上的竞争作用力进行的仔细研究表明,聚合物应力与湍流应力的比率达到了一个很大的高点,这突出表明了 MDE 状态的弹性性质。此外,MDE 状态下的能量产生机制进一步证明了以下几点(1) 在广泛的曲线和平面湍流中,聚合物与湍流涡旋之间普遍存在相互作用;(2) 弹性引起的阻力修正渐近饱和是弹性驱动和/或弹性惯性湍流状态的固有特性。总之,这项研究为我们之前的假设提供了具体证据,即单向湍流粘弹性流动中的渐近流动状态具有弹性性质。
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引用次数: 0
Suppression of vortex-induced vibrations of a cylinder in inertial-elastic flow 抑制惯性弹性流中圆柱体由涡流引起的振动
IF 3.1 2区 工程技术 Q2 MECHANICS Pub Date : 2023-12-12 DOI: 10.1016/j.jnnfm.2023.105170
Pieter R. Boersma, Jonathan P. Rothstein, Yahya Modarres-Sadeghi

We study Vortex-Induced Vibration (VIV) of a one-degree-of-freedom cylinder placed in inertial-elastic flows experimentally. We show that there is a critical Reynolds number for the onset of VIV in these flows and this critical Reynolds number increases when the elasticity in the fluid is increased. We also show that at a constant Reynolds number, adding elasticity to the fluid reduces the amplitude of oscillations and eventually suppresses VIV entirely. For the cases where VIV is observed, the onset of the lock-in range does not depend on the Reynolds number, as a result of the competing effects of shear-thinning and elasticity. The vortices that are observed in the wake are significantly different from those observed in Newtonian VIV: the vortices are S-shaped with relatively long tails that influence the formation of the vortices that are formed in the following cycle.

我们通过实验研究了置于惯性弹性流中的单自由度圆柱体的涡流诱发振动(VIV)。我们的研究表明,在这些流体中,涡流诱发振动存在一个临界雷诺数,当流体中的弹性增加时,这个临界雷诺数也会增加。我们还发现,在雷诺数不变的情况下,增加流体的弹性会减小振荡幅度,并最终完全抑制 VIV。在观察到 VIV 的情况下,由于剪切稀化和弹性的竞争效应,锁定范围的开始与雷诺数无关。在尾流中观察到的涡旋与牛顿 VIV 中观察到的涡旋明显不同:涡旋呈 S 形,尾部相对较长,影响了下一循环中形成的涡旋。
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引用次数: 0
Exploring multi-stability in three-dimensional viscoelastic flow around a free stagnation point 探索自由停滞点周围三维粘弹性流动的多重稳定性
IF 3.1 2区 工程技术 Q2 MECHANICS Pub Date : 2023-12-09 DOI: 10.1016/j.jnnfm.2023.105169
Daniel W. Carlson , Amy Q. Shen , Simon J. Haward

Fluid elements passing near a stagnation point experience finite strain rates over long persistence times, and thus accumulate large strains. By the numerical optimization of a microfluidic 6-arm cross-slot geometry, recent works have harnessed this flow type as a tool for performing uniaxial and biaxial extensional rheometry (Haward et al., 2023 [5,6]). Here we use the microfluidic ‘Optimized-shape Uniaxial and Biaxial Extensional Rheometer’ (OUBER) geometry to probe an elastic flow instability which is sensitive to the alignment of the extensional flow. A three-dimensional symmetry-breaking instability occurring for flow of a dilute polymer solution in the OUBER geometry is studied experimentally by leveraging tomographic particle image velocimetry. Above a critical Weissenberg number, flow in uniaxial extension undergoes a supercritical pitchfork bifurcation to a multi-stable state. However, for biaxial extension (which is simply the kinematic inverse of uniaxial extension) the instability is strongly suppressed. In uniaxial extension, the multiple stable states align in an apparently random orientation as flow joining from four neighbouring inlet channels passes to one of the two opposing outlets; thus forming a mirrored asymmetry about the stagnation point. We relate the suppression of the instability in biaxial extension to the kinematic history of flow under the context of breaking the time-reversibility assumption.

流体流经停滞点附近时,会在较长的持续时间内经历有限的应变率,从而积累较大的应变。通过对微流控 6 臂交叉槽几何形状的数值优化,最近的研究利用这种流动类型作为工具,进行单轴和双轴延伸流变测量(Haward 等人,2023 [5,6])。在这里,我们利用微流体 "优化形状单轴和双轴延伸流变仪"(OUBER)的几何形状来探测弹性流动的不稳定性,这种不稳定性对延伸流的排列非常敏感。通过利用断层粒子图像测速仪,对稀释聚合物溶液在 OUBER 几何结构中流动时出现的三维对称性破坏不稳定性进行了实验研究。在临界韦森伯格数以上,单轴延伸流动会经历超临界叉形分叉,进入多稳定状态。然而,对于双轴延伸(即单轴延伸的运动学倒数),不稳定性被强烈抑制。在单轴延伸中,当从四个相邻入口通道汇入的水流流向两个对立出口中的一个时,多重稳定状态会以明显的随机方向排列,从而形成关于停滞点的镜像不对称。在打破时间可逆性假设的情况下,我们将双轴延伸中不稳定性的抑制与流动的运动历史联系起来。
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引用次数: 0
Creeping thermocapillary motion of a Newtonian droplet suspended in a viscoelastic fluid 悬浮在粘弹性流体中的牛顿液滴的蠕动热毛细运动
IF 3.1 2区 工程技术 Q2 MECHANICS Pub Date : 2023-12-09 DOI: 10.1016/j.jnnfm.2023.105168
Paolo Capobianchi , Mahdi Davoodi , Robert J. Poole , Marcello Lappa , Alexander Morozov , Mónica S.N. Oliveira

In this work we consider theoretically the problem of a Newtonian droplet moving in an otherwise quiescent infinite viscoelastic fluid under the influence of an externally applied temperature gradient. The outer fluid is modelled by the Oldroyd-B equation, and the problem is solved for small Weissenberg and Capillary numbers in terms of a double perturbation expansion. We assume microgravity conditions and neglect the convective transport of energy and momentum. We derive expressions for the droplet migration speed and its shape in terms of the properties of both fluids. In the absence of shape deformation, the droplet speed decreases monotonically for sufficiently viscous inner fluids, while for fluids with a smaller inner-to-outer viscosity ratio, the droplet speed first increases and then decreases as a function of the Weissenberg number. For small but finite values of the Capillary number, the droplet speed behaves monotonically as a function of the applied temperature gradient for a fixed ratio of the Capillary and Weissenberg numbers. We demonstrate that this behaviour is related to the polymeric stresses deforming the droplet in the direction of its migration, while the associated changes in its speed are Newtonian in nature, being related to a change in the droplet’s hydrodynamic resistance and its internal temperature distribution. When compared to the results of numerical simulations, our theory exhibits a good predictive power for sufficiently small values of the Capillary and Weissenberg numbers.

在这项研究中,我们从理论上考虑了牛顿液滴在静止的无限粘弹性流体中受外加温度梯度影响的问题。外部流体由 Oldroyd-B 方程建模,在魏森堡数和毛细管数较小的情况下,通过双扰动扩展求解。我们根据两种流体的特性推导出液滴迁移速度及其形状的表达式。在没有形状变形的情况下,对于粘性足够大的内部流体,液滴速度会单调地减小;而对于内外粘度比较小的流体,液滴速度会随着魏森堡数的变化先增大后减小。对于较小但有限的毛细管数值,在毛细管数和魏森伯格数比例固定的情况下,液滴速度表现为外加温度梯度的单调函数。我们证明,这种行为与液滴沿迁移方向变形的聚合物应力有关,而液滴速度的相关变化是牛顿性质的,与液滴流体动力阻力及其内部温度分布的变化有关。与数值模拟结果相比,我们的理论对足够小的毛细管数和魏森堡数值具有很好的预测能力。
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引用次数: 0
A universal rescaling law for the maximum spreading factor of non-Newtonian droplets with power-law fluids 幂律流体非牛顿液滴最大扩散因子的通用重标律
IF 3.1 2区 工程技术 Q2 MECHANICS Pub Date : 2023-11-25 DOI: 10.1016/j.jnnfm.2023.105158
Hailong Liu, Jiaqi Chen, Junfeng Wang
<div><p>The maximum spreading diameter of non-Newtonian fluid droplets impacting on the solid surface is a key concern in a variety of industrial and medical applications. In this work, we focus on the effect of the shear-thinning, one of the most important non-Newtonian properties, on the spreading dynamics of impacting droplets. A finite element scheme combined with a phase field method and dynamic contact angle model has been employed to perform extensive studies on the spreading process of power-law fluid droplets on solid surfaces with various rheological parameters, impact conditions and surface wettability. The simulation results show that on both hydrophilic and hydrophobic surfaces, impacting droplets exhibit two typical morphologies at the maximum spreading state: a spherical cap in the low-Weber-number range (capillary regime) and a thin-film form in the high-Weber-number range (viscous regime). The maximum spreading factor <span><math><msub><mi>β</mi><mrow><mi>m</mi><mi>a</mi><mi>x</mi></mrow></msub></math></span>, of droplets with different degrees of shear-thinning converges to the equilibrium spreading state for a droplet with <span><math><mrow><msub><mi>U</mi><mn>0</mn></msub><mo>=</mo><mn>0</mn></mrow></math></span> at the low-Weber-number limit. Furthermore, a theoretical relationship of <span><math><mrow><msub><mi>β</mi><mrow><mi>m</mi><mi>a</mi><mi>x</mi></mrow></msub><mo>∼</mo><mi>W</mi><msup><mrow><mi>e</mi></mrow><mrow><mn>1</mn><mo>/</mo><mn>2</mn></mrow></msup></mrow></math></span> has been derived in the capillary regime. In contrast, the effect of the shear-thinning property becomes significant in the high-Weber-number regime. We discussed the influence of the power-law coefficients <span><math><mi>K</mi></math></span> and <span><math><mi>n</mi></math></span> on the spreading process and <span><math><msub><mi>β</mi><mrow><mi>m</mi><mi>a</mi><mi>x</mi></mrow></msub></math></span> independently. Specifically, as the power-law index <span><math><mi>n</mi></math></span> decreases, the morphology of the shear-thinning droplet at the maximum spreading state tends to change from a spherical cap to a thin-film form. Considering the non-uniform distribution of shear rates in the spreading shear-thinning droplet, a new scaling relationship of <span><math><mrow><msub><mi>β</mi><mrow><mi>m</mi><mi>a</mi><mi>x</mi></mrow></msub><mo>∼</mo><mi>l</mi><mi>n</mi><mrow><mo>(</mo><mi>R</mi><msubsup><mi>e</mi><mi>n</mi><mrow><mn>1</mn><mo>/</mo><mo>(</mo><mrow><mn>2</mn><mi>n</mi><mo>+</mo><mn>3</mn></mrow><mo>)</mo></mrow></msubsup><mo>)</mo></mrow></mrow></math></span> has been proposed based on theoretical derivation and numerical simulations. By introducing an interpolation function on the scaling relationships between the capillary and viscous regimes, we obtained a universal rescaling model that agrees well with numerical and experimental results of non-Newtonian droplets with shear-thinning fluid over a wide range of <span><math><mro
在各种工业和医疗应用中,影响固体表面的非牛顿液滴的最大扩散直径是一个关键问题。在这项工作中,我们重点研究了剪切减薄这一最重要的非牛顿性质之一对撞击液滴扩散动力学的影响。采用相场法和动态接触角模型相结合的有限元方法,对幂律液滴在具有不同流变参数、冲击条件和表面润湿性的固体表面上的扩散过程进行了广泛的研究。结果表明,在亲水和疏水表面,冲击液滴在最大扩散状态下呈现两种典型形态:低韦伯数范围(毛细管状态)的球形帽状形态和高韦伯数范围(粘性状态)的薄膜状形态。不同剪切减薄程度的液滴的最大扩散因子βmax在低韦伯数极限下收敛于U0=0的液滴的平衡扩散状态。此外,在毛细管状态下推导出βmax ~ We1/2的理论关系。相反,剪切减薄性能的影响在高韦伯数区域变得显著。分别讨论了幂律系数K和n对扩散过程和βmax的影响。具体来说,随着幂律指数n的减小,剪切减薄液滴在最大扩散状态下的形貌趋于由球形帽型向薄膜型转变。在理论推导和数值模拟的基础上,考虑到扩展剪切-减薄液滴剪切速率的非均匀分布,提出了βmax ~ ln(Ren1/(2n+3))的新尺度关系。通过引入毛细管和粘性之间的缩放关系的插值函数,我们得到了一个通用的缩放模型,该模型与剪切变稀流体的非牛顿液滴在广泛的we数、表面润湿性和流变参数范围内的数值和实验结果很好地吻合。
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引用次数: 0
Viscoelastic flow asymmetries in a helical static mixer and their impact on mixing performance 螺旋静态混合器粘弹性流动不对称性及其对混合性能的影响
IF 3.1 2区 工程技术 Q2 MECHANICS Pub Date : 2023-11-23 DOI: 10.1016/j.jnnfm.2023.105156
T.P. John , R.J. Poole , A. Kowalski , C.P. Fonte

Helical static mixers are often used during the processing of formulated products with complex rheological properties, such as viscoelasticity. Previous experimental studies have highlighted that increasing the viscoelasticity of the flow hinders the mixing performance in the laminar flow regime. In this study, we use computational fluid dynamics to investigate the flow of a FENE-CR model fluid in a helical static mixer. The numerical results show clearly that the reduced mixing performance is caused by flow distribution asymmetries which develop at the mixer element intersections. The results allow us to quantify the degree of asymmetry for the range of conditions studied, which is correlated with the quantified mixing performance for each simulation. The mixing is quantified using a Lagrangian particle tracking technique, and a new mixing index is defined based on the mean nearest distance between the two sets of tracked particles. The results show that the asymmetry parameter does not follow a pitchfork bifurcation, as it typically does for elastic instabilities in symmetrical geometries such as the cross-slot. For low values of the extensibility parameter, L2, the flow remained (Eulerian) steady for all Reynolds Re and Weissenberg Wi numbers studied. At fixed Re and Wi, increasing L2 causes the flow to become transient and greatly increases the magnitude of the asymmetry. The results presented in this study help us to understand the effects that viscoelasticity can cause in mixing processes.

螺旋静态混合器经常用于加工具有复杂流变特性的配方产品,如粘弹性。以往的实验研究表明,增加流动的粘弹性会阻碍层流状态下的混合性能。在这项研究中,我们使用计算流体动力学研究了FENE-CR模型流体在螺旋静态混合器中的流动。数值结果清楚地表明,混合性能的降低是由于混合单元交叉处流动分布的不对称造成的。结果使我们能够量化所研究条件范围内的不对称程度,这与每个模拟的量化混合性能相关。利用拉格朗日粒子跟踪技术对混合进行量化,并根据两组被跟踪粒子之间的平均最近距离定义了新的混合指标。结果表明,不对称参数不遵循干草叉分叉,而这通常是对称几何(如交叉槽)的弹性不稳定性。当可拓参数L2值较低时,所研究的所有雷诺数Re和Weissenberg数Wi均保持(欧拉)稳定。在固定的Re和Wi下,增加L2会使流动变为瞬态,并大大增加不对称的程度。本研究的结果有助于我们理解粘弹性在混合过程中可能引起的影响。
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引用次数: 0
Simulation of blood flow in a stenosed and bifurcating artery using Finite Volume Methods and OpenFOAM 用有限体积法和OpenFOAM模拟狭窄和分叉动脉的血流
IF 3.1 2区 工程技术 Q2 MECHANICS Pub Date : 2023-11-23 DOI: 10.1016/j.jnnfm.2023.105157
Sunitha Nagarathnam, Tiri Chinyoka

The article focuses on the shear-thinning and viscoelastic constitutive modelling and numerical simulation of blood flow in a stenosed and bifurcating artery. Specifically, the shear-thinning and viscoelastic behaviour of blood are modelled and implemented via the Oldroyd-B and Generalized Oldroyd-B constitutive models. A robust and efficient general purpose numerical (and computational) methodology for the simulation of blood flow in a stenosed and bifurcating artery is also developed and implemented. The numerical algorithm is developed more generally to resolve the mathematical model equations arising out of the all-encompassing Generalized Giesekus constitutive model. This model reduces to the Generalized Oldroyd-B model and subsequently also to the standard Oldroyd-B model simply by switching off certain material parameters. The inclusion of the Generalized Giesekus model must therefore be viewed in this context, to facilitate the development of an all encompassing general purpose numerical code. The blood flow modelling is otherwise done via the Oldroyd-B and Generalized Oldroyd-B constitutive models. The shear-thinning effects are implemented via the Cross model for shear-viscosity. The Generalized Oldroyd-B model results all illustrate that the velocity is directly proportional to the constriction caused by the stenosis. The higher the blockage from the constriction, the higher would the velocity spurt through the constriction. This velocity behaviour correspondingly enhances the wall shear-stresses as the constriction increases, caused by the presence of the stenosis. High wall shear-stresses greatly increase the possibility of rupture of the stenosis. This can lead to catastrophic consequences in the usual case where the stenosis is caused, say, by tumor growth. As demonstrated near the contraction of a standard 4:1 contraction flow geometry, dramatic fluid flow effects, which are attributable to the polymeric-stresses, specifically to the first normal stress difference, are observed in the vicinity of the constrictions resulting from the presence of the stenosis. Such effects, include, flow recirculation and reversal, vortex formation, and spurt phenomena.

本文主要研究了狭窄和分叉动脉血流的剪切减薄和粘弹性本构模型和数值模拟。具体来说,通过Oldroyd-B和广义Oldroyd-B本构模型模拟和实现了血液的剪切变薄和粘弹性行为。一种鲁棒和高效的通用数值(和计算)方法,用于模拟狭窄和分叉动脉的血流,也被开发和实现。数值算法更广泛地用于求解由包罗万象的广义Giesekus本构模型引起的数学模型方程。这个模型可以简化为广义的Oldroyd-B模型,然后通过简单地关闭某些材料参数也可以简化为标准的Oldroyd-B模型。因此,必须在这种背景下看待广义Giesekus模型的包含,以便于开发一个包罗万象的通用数字代码。血流模型是通过Oldroyd-B和广义Oldroyd-B本构模型来完成的。剪切减薄效应通过剪切黏度的Cross模型实现。广义oldyd - b模型的结果都表明,速度与狭窄引起的收缩成正比。收缩处的阻塞越高,通过收缩处喷出的速度就越高。由于狭窄的存在,随着收缩的增加,这种速度行为相应地增强了壁面的剪切应力。高壁剪应力大大增加了狭窄破裂的可能性。在通常情况下,如果狭窄是由肿瘤生长引起的,这可能会导致灾难性的后果。正如在标准4:1收缩流动几何形状的收缩附近所显示的那样,在狭窄造成的收缩附近观察到剧烈的流体流动效应,这是由于聚合物应力,特别是第一个正常应力差造成的。这些影响包括流动再循环和反转、漩涡形成和喷射现象。
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引用次数: 0
A network model for gas invasion into porous media filled with yield-stress fluid 气体侵入充满屈服应力流体的多孔介质的网络模型
IF 3.1 2区 工程技术 Q2 MECHANICS Pub Date : 2023-11-20 DOI: 10.1016/j.jnnfm.2023.105155
A. Pourzahedi , I.A. Frigaard

This study investigates the gas invasion into a porous medium filled with a yield-stress fluid. A pore–throat network model is employed to represent the porous media, and a semi-analytical approach is used for simulating the gas propagation. The effect of throat radii, fluid yield stress and network size on the exit time and gas volume fraction retained inside the porous medium are explored. The stability of the network in response to inflow perturbations is also examined. The uniform network appears to be optimal from the perspective of preventing flow.

本研究研究了气体侵入充满屈服应力流体的多孔介质。采用孔喉网络模型表示多孔介质,采用半解析方法模拟气体的传播。探讨了喉道半径、流体屈服应力和网络尺寸对渗流时间和孔隙介质内气体体积分数的影响。本文还研究了网络对流入扰动响应的稳定性。从防止流动的角度来看,均匀网络是最优的。
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引用次数: 0
Uncertainty quantification for the squeeze flow of generalized Newtonian fluids 广义牛顿流体挤压流动的不确定度量化
IF 3.1 2区 工程技术 Q2 MECHANICS Pub Date : 2023-11-14 DOI: 10.1016/j.jnnfm.2023.105154
Aricia Rinkens, Clemens V. Verhoosel, Nick O. Jaensson

The calibration of rheological parameters in the modeling of complex flows of non-Newtonian fluids can be a daunting task. In this paper we demonstrate how the framework of uncertainty quantification (UQ) can be used to improve the predictive capabilities of rheological models in such flow scenarios. For this demonstration, we consider the squeeze flow of generalized Newtonian fluids. To systematically study uncertainties, we have developed a tailored squeeze flow setup, which we have used to perform experiments with glycerol and PVP solution. To mimic these experiments, we have developed a three-region truncated power law model, which can be evaluated semi-analytically. This fast-to-evaluate model enables us to consider uncertainty propagation and Bayesian inference using (Markov chain) Monte Carlo techniques. We demonstrate that with prior information obtained from dedicated experiments – most importantly rheological measurements – the truncated power law model can adequately predict the experimental results. We observe that when the squeeze flow experiments are incorporated in the analysis in the case of Bayesian inference, this leads to an update of the prior information on the rheological parameters, giving evidence of the need for recalibration in the considered complex flow scenario. In the process of Bayesian inference we also obtain information on quantities of interest that are not directly observable in the experimental data, such as the spatial distribution of the three flow regimes. In this way, besides improving the predictive capabilities of the model, the uncertainty quantification framework enhances the insight into complex flow scenarios.

在非牛顿流体的复杂流动建模中,流变参数的校准是一项艰巨的任务。在本文中,我们展示了如何使用不确定性量化(UQ)框架来提高流变模型在这种流动场景中的预测能力。为了证明这一点,我们考虑广义牛顿流体的挤压流。为了系统地研究不确定性,我们开发了一个定制的挤压流动装置,我们使用甘油和PVP溶液进行了实验。为了模拟这些实验,我们开发了一个可以半解析评估的三区域截断幂律模型。这种快速评估模型使我们能够使用(马尔可夫链)蒙特卡罗技术考虑不确定性传播和贝叶斯推理。我们证明了从专门的实验中获得的先验信息-最重要的是流变测量-截断幂律模型可以充分预测实验结果。我们观察到,当在贝叶斯推理的情况下将挤压流动实验纳入分析时,这会导致流变参数的先验信息的更新,从而证明需要在考虑的复杂流动场景中重新校准。在贝叶斯推理过程中,我们还获得了在实验数据中不能直接观察到的有关量的信息,例如三种流型的空间分布。这样,除了提高模型的预测能力外,不确定性量化框架还增强了对复杂流程场景的洞察力。
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Journal of Non-Newtonian Fluid Mechanics
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