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Physical correctness of numerical modeling electrohydrodynamic processes in two-phase immiscible liquids basing on the phase-field and arbitrary Lagrangian–Eulerian methods 基于相场和任意拉格朗日-欧勒方法的两相不相溶液体电流体动力过程数值建模的物理正确性
IF 3.8 2区 工程技术 Q1 Engineering Pub Date : 2024-05-27 DOI: 10.1016/j.ijmultiphaseflow.2024.104881
Vladimir Chirkov, Grigorii Utiugov, Petr Kostin, Andrey Samusenko

The paper examines two numerical approaches to the simulation of electrical deformation and coalescence processes in water-in-oil emulsions: the phase-field method and the arbitrary Lagrangian–Eulerian approach. The former employs a diffuse interface, while the latter utilizes a sharp interface. The study analyzes the correctness of the computer simulation results and identifies less obvious limits of the applicability of these numerical techniques. The paper is based on a step-by-step comparison of data from two independent numerical models and quantitative verification using original experimental data, including data on unsteady-state droplet deformation and the threshold between coalescence and non-coalescence. The main findings are as follows. Both methods, the modified phase-field approach and the arbitrary Lagrangian–Eulerian one, are fundamentally capable of providing physically and quantitatively correct results for modeling electrohydrodynamic processes in two-phase immiscible liquids. On the one hand, the phase-field method demands thorough tuning and has limited applicability for simulating long-term processes. On the other hand, the arbitrary Lagrangian–Eulerian approach offers greater precision and requires fewer computational resources compared to the phase-field method, although it demands a manual adjustment of geometry when the system's topology changes. It is noteworthy that the phase-field method, without careful tuning, fails to yield quantitatively accurate results; errors, such as discrepancies in the time convergence of droplets under the influence of an electric field, can reach magnitudes of tens of percentages.

本文研究了模拟油包水型乳液电变形和凝聚过程的两种数值方法:相场法和任意拉格朗日-欧勒法。前者采用扩散界面,后者采用尖锐界面。研究分析了计算机模拟结果的正确性,并确定了这些数值技术在适用性方面不太明显的限制。本文基于对两个独立数值模型数据的逐步比较,并利用原始实验数据(包括非稳态液滴变形数据以及凝聚与非凝聚之间的阈值)进行定量验证。主要发现如下。修正相场法和任意拉格朗日-欧拉法这两种方法都能从根本上为两相不相溶液体的电流体力学过程建模提供物理和定量上正确的结果。一方面,相场方法需要全面调整,对模拟长期过程的适用性有限。另一方面,任意拉格朗日-欧勒方法与相场方法相比,精度更高,所需计算资源更少,但当系统拓扑结构发生变化时,需要手动调整几何形状。值得注意的是,相场法如果不经过仔细调整,就无法得到定量精确的结果;误差,例如液滴在电场影响下的时间收敛差异,可以达到数十个百分点。
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引用次数: 0
Investigation of the minimum filling amount of ionic liquid in the multi-stage ionic liquid compressor 多级离子液体压缩机中离子液体最小填充量的研究
IF 3.8 2区 工程技术 Q1 Engineering Pub Date : 2024-05-25 DOI: 10.1016/j.ijmultiphaseflow.2024.104879
Lingzi Wang , Yiling Liao , He Lv , Yi Guo , Jianmei Feng , Xueyuan Peng

Ionic liquid compressors are the ideal solution for hydrogen refueling stations, and multi-stage compression is an inevitable choice for achieving high-pressure refueling, such as 90 MPa level. However, the initial filling amount of the ionic liquid in the compression chamber is lacking basis as the characteristics of gas-liquid two-phase flow during the reciprocating movement of the liquid piston are not understood. This study numerically investigates the variation characteristics of the gas-liquid interface in the compression chambers under different structural and operating parameters of a five-stage ionic liquid compressor. Based on the fluctuation feature of the phase interface, the minimum liquid piston heights in each stage that ensure effective sealing for the compression chamber with different stroke-to-diameter ratios (r) are determined. Finally, the mathematical relationship for calculating the minimum ionic liquid filling amount related to structural parameter r and suction pressure is established, which provides guidance for the design of the ionic liquid compressor.

离子液体压缩机是加氢站的理想解决方案,多级压缩是实现高压加氢(如 90 兆帕)的必然选择。然而,由于不了解液体活塞往复运动过程中气液两相流动的特点,压缩腔中离子液体的初始充注量缺乏依据。本研究对五级离子液体压缩机在不同结构和运行参数下压缩腔气液界面的变化特征进行了数值研究。根据相界面的波动特征,确定了在不同冲程与直径比(r)的压缩腔中,每级确保有效密封的最小液体活塞高度。最后,建立了计算最小离子液体填充量与结构参数 r 和吸气压力的数学关系,为离子液体压缩机的设计提供了指导。
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引用次数: 0
Turbulent natural convection in an air–water system with evaporation across the free surface 自由表面蒸发的空气-水系统中的湍流自然对流
IF 3.8 2区 工程技术 Q1 Engineering Pub Date : 2024-05-20 DOI: 10.1016/j.ijmultiphaseflow.2024.104873
Julien Carlier, Miltiadis V. Papalexandris

In this paper we report on direct numerical simulations of turbulent convection in a cuboidal pool that contains liquid water in the lower part and air in the upper one. The bottom wall is uniformly heated and natural convection is established in both phases, accompanied by water evaporation across the free surface of the water. The descent of the free surface due to evaporation is computed via a newly developed tracking algorithm based on the ghost-fluid method. We present results for three different cases which correspond to different pool heights. In all of them, the natural convection in the water lies in the soft-turbulence regime. Whereas in the gas, it lies in the laminar, transitional and soft-turbulence regimes, respectively. Our analysis focuses on the characteristics of the convective patterns in the two phases and the statistics of the various flow quantities of interest. According to our simulations, the flow in the water is organized in a single-roll Large-Scale Circulation (LSC). In the gas, it is organized in single or dual-roll LSCs, depending on the aspect ratio of the pool. Interestingly, the impingement points of the LSCs of the two phases at the free surface remain very close to one another, which is attributed to the continuity of the shear stresses across the free surface. Further, after the initial transient period, both the free-surface temperature and the evaporative mass flux are stabilized and remain almost constant, but they exhibit small-scale fluctuations in time due to turbulence. Also, the transport of water vapor in air has similar properties as the heat transport, and the ratio between the Sherwood and Nusselt numbers is very close to the Lewis number for air.

在本文中,我们报告了一个立方体水池中湍流对流的直接数值模拟,该水池下部为液态水,上部为空气。水池底壁被均匀加热,两相中都存在自然对流,同时水的自由表面也有水蒸发。蒸发导致的自由表面下降是通过基于幽灵流体法新开发的跟踪算法计算得出的。我们给出了三种不同情况下的结果,分别对应不同的水池高度。在所有这些情况下,水中的自然对流都处于软湍流状态。而在气体中,自然对流分别处于层流、过渡和软湍流状态。我们的分析侧重于两相中对流模式的特征以及各种相关流动量的统计。根据我们的模拟,水体中的流动是以单卷大尺度环流(LSC)的形式组织的。在气体中,根据水池的长宽比,气流以单卷或双卷大尺度环流的形式流动。有趣的是,自由表面上两相 LSC 的撞击点仍然非常接近,这归因于自由表面上剪应力的连续性。此外,在初始瞬态期之后,自由表面温度和蒸发质量通量都趋于稳定,几乎保持不变,但由于湍流的作用,它们在时间上表现出小规模的波动。此外,水蒸气在空气中的传输与热传输的性质相似,舍伍德数与努塞尔特数之比非常接近空气的路易斯数。
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引用次数: 0
On the spatio-temporal dynamics of cavitating turbulent shear flow over a microscale backward-facing step: A numerical study 关于微尺度后向台阶上气蚀湍流剪切流的时空动力学:数值研究
IF 3.8 2区 工程技术 Q1 Engineering Pub Date : 2024-05-19 DOI: 10.1016/j.ijmultiphaseflow.2024.104875
Mohammadamin Maleki , Farzad Rokhsar Talabazar , Ali Koşar , Morteza Ghorbani

The influence of cavitation on the mean characteristics and unsteady behavior of turbulent separated flows was comprehensively investigated in this study over a microscale backward-facing configuration at the Reynolds number (ReD) of 7440. The computational approach took both compressibility and finite mass transfer (Thermodynamic non-equilibrium) into account, to accurately capture the effects of shock waves, as well as to capture baroclinic phenomena on vortex dynamics within the turbulent separated flow. The compressibility effects were handled by using appropriate equation of states for each phase and for the mixture. Phase-change was considered through a transport equation for the vapor volume fraction, allowing for finite mass transfer contributions. Additionally, a wall adaptive large eddy simulation (LES) approach was utilized for simulating turbulent structures and their effects. The findings reveal that vapor development diminishes the mean growth rate of the shear layer and delays its reattachment to a longer distance from the step. Moreover, analysis of Reynolds normal and shear stresses, as well as the root mean square (RMS) of pressure fluctuations, demonstrates that the formation and collapse of vapor packets significantly influence turbulence decay and production in the second half of the shear layer and reattachment. It was also observed that both mean pressure and pressure fluctuations increased in vicinity of the reattachment region when cavitation was present, which was attributed to the condensation and collapse events. Spectral analysis further indicates the emergence of two dominant low frequency modes, linked to the displacement of the reattachment point. In the presence of cavitation, the frequencies associated with dominant Power Spectral Densities (PSDs) were smaller than those in the absence of cavitation. Additionally, each of these low frequencies corresponded to a specific vapor transport mechanism within the Turbulent Separation Bubble (TSB). Furthermore, it is shown that cavitation leads to a significantly higher spectral energy of high frequency fluctuations within the reattachment region in comparison to the condition where cavitation is absent. This can be attributed to the frequent collapse of bubbles in this region. At the end, we employed Spectral Proper Orthogonal Decomposition (SPOD) for modal analysis. This method offers valuable insights into the coherent structures and associated frequencies that arise in both the presence and absence of cavitation, which provides a deeper understanding of the effect of cavitation on the coherent structures and their dynamics.

本研究在雷诺数(ReD)为 7440 的微尺度后向构造上全面研究了气蚀对湍流分离流平均特性和非稳态行为的影响。计算方法同时考虑了可压缩性和有限传质(热力学非平衡),以准确捕捉冲击波的影响,并捕捉湍流分离流内涡旋动力学的条纹现象。通过对每一相和混合物使用适当的状态方程来处理可压缩性效应。通过蒸汽体积分数的传输方程考虑了相变,允许有限的传质贡献。此外,还采用了壁面自适应大涡流模拟(LES)方法来模拟湍流结构及其影响。研究结果表明,水汽的发展会降低剪切层的平均增长率,并将其重新附着的时间推迟到距离台阶更远的地方。此外,对雷诺法向应力和剪切应力以及压力波动的均方根(RMS)的分析表明,蒸汽包的形成和崩溃对剪切层后半部分的湍流衰减和产生以及重新附着有显著影响。还观察到,当出现气蚀时,再附着区域附近的平均压力和压力波动都会增加,这归因于凝结和坍塌事件。频谱分析进一步表明,出现了两个主要的低频模式,与再附着点的位移有关。在存在空化的情况下,与主要功率谱密度(PSD)相关的频率比不存在空化的情况下要小。此外,这些低频与湍流分离气泡(TSB)内的特定蒸汽传输机制相对应。此外,与没有气蚀的情况相比,气蚀导致再附着区域内的高频波动频谱能量明显更高。这可以归因于气泡在该区域的频繁崩塌。最后,我们采用了频谱正交分解法(SPOD)进行模态分析。这种方法对有气蚀和无气蚀时产生的相干结构和相关频率提供了有价值的见解,从而更深入地了解了气蚀对相干结构及其动态的影响。
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引用次数: 0
Integrating machine learning and image processing for void fraction estimation in two-phase flow through corrugated channels 将机器学习与图像处理相结合,估算两相流通过波纹管道时的空隙率
IF 3.8 2区 工程技术 Q1 Engineering Pub Date : 2024-05-18 DOI: 10.1016/j.ijmultiphaseflow.2024.104871
Stefano Passoni , Riccardo Mereu , Matteo Bucci

There is a substantial amount of information embedded in images of two-phase flow captured through high-speed video (HSV) or high-resolution photography. However, accurate image segmentation is necessary to unlock a meaningful analysis of the data. In this study, we discuss how to estimate the flow void fraction in chevron-type corrugated channels typical of compact plate heat exchangers (CPHE) from back-lit front-view HSV images, using machine learning (ML) algorithms and data processing techniques. A U-Net neural network was employed for image segmentation, demonstrating robust performance with evaluation metrics consistently exceeding 0.9. The binary masks (indicating gas or liquid phases) derived from segmentation were processed in MATLAB® to estimate void fraction through a 3D reconstruction algorithm of the gas cluster’s volume. In contrast to conventional void fraction estimates based on the area ratio of binary masks, this algorithm models the curvature of the liquid-vapor interface through the corrugated channel. When compared to other methods, our algorithm predicts very similar void fraction contour maps. However, the average discrepancy between our algorithm and the area-ratio approach can be as high as 80%, underscoring the importance of the processing method in analyzing the data and developing correlations. Finally, a drift flux model was introduced to predict the void fraction distribution using a two-part equation accommodating the dependency of the distribution coefficient C0 on the liquid flow rate for a corrugation Froude number Fr larger than 1. The proposed model can predict the void fraction dataset with a mean average percentage error of 8.17%. In summary, U-Net’s pixel-level accuracy facilitates deep and precise post-processing of HSV images, enabling meaningful void fraction measurements. Thanks to its generality and minimal training effort requirements, the discussed methodology can be applied to estimate void fractions in various two-phase flow experiments and operating conditions.

通过高速视频(HSV)或高分辨率摄影拍摄的两相流图像中蕴含着大量信息。然而,要对数据进行有意义的分析,必须进行精确的图像分割。在本研究中,我们讨论了如何利用机器学习(ML)算法和数据处理技术,从背光前视 HSV 图像中估算紧凑型板式热交换器(CPHE)典型的雪弗龙型波纹通道中的流动空隙率。采用 U-Net 神经网络进行图像分割,表现出稳定的性能,评估指标一直超过 0.9。在 MATLAB® 中对分割得到的二元掩膜(表示气相或液相)进行处理,通过气团体积的三维重建算法估算空隙率。与传统的基于二元掩膜面积比的空隙率估算不同,该算法通过波纹通道对液气界面的曲率进行建模。与其他方法相比,我们的算法预测出的空隙率轮廓图非常相似。然而,我们的算法与面积比方法之间的平均差异可高达 80%,这凸显了处理方法在分析数据和建立相关性方面的重要性。最后,我们引入了漂移通量模型来预测空隙率分布,该模型由两部分组成,即在波纹弗劳德数 Fr∼ 大于 1 的情况下,分布系数 C0 与液体流速的关系。总之,U-Net 的像素级精度有助于对 HSV 图像进行深度和精确的后处理,从而实现有意义的空隙率测量。由于 U-Net 的通用性和最低的训练要求,所讨论的方法可用于估算各种两相流实验和操作条件下的空隙率。
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引用次数: 0
Effect of breakup and coalescence kernels on polydispersed bubbly flow in continuous casting mold 破碎和凝聚核对连铸模中多分散气泡流动的影响
IF 3.8 2区 工程技术 Q1 Engineering Pub Date : 2024-05-17 DOI: 10.1016/j.ijmultiphaseflow.2024.104872
Yu Li , Zhongqiu Liu , Guodong Xu , Baokuan Li

Previous studies on polydispersed bubbly flow in continuous casting (CC) mold were mainly attentive to the modeling of shear-induced turbulence, interfacial force, and bubble swarm effects. The current study reveals the coalescence and breakup mechanisms of bubbles in CC mold. Then, a calibration factor of coalescence kernel is proposed based on local gas holdup to harmonize the imbalance between coalescence and breakup rates. The effect of bubble coalescence and breakup models on the Sauter mean diameter, gas holdup, and liquid velocity were studied and against with the experimental data. The results show that the Turbulent and Liao models underestimate the bubbles coalescence rate and the Luo coalescence model overestimates the bubbles coalescence rate. Meanwhile, turbulence shear and surface instability overestimate the bubble breakup frequency, and turbulent impact is the most important mechanism used to describe bubble breakup phenomenon in the CC mold. Furthermore, the turbulent fluctuation, buoyancy driven, and wake entrainment should be considered to define the bubbles collision frequency, while the viscous shear and eddy capture mechanisms could be neglected. The Luo-Prince model could accurately predict the bubble size distribution and the fan-shaped distribution of bubble clusters, which comprehensively considers three collision mechanisms. Finally, the combination form of calibration factors could effectively describe the influence of local gas holdup on bubble collision frequency. The proposed calibration factor can predict bubble size distribution more accurately in the CC mold. The relative error of mean bubble diameter prediction is reduced from 63.53 % to 17.86 %.

以往关于连铸(CC)模具中多分散气泡流动的研究主要关注剪切力引起的湍流、界面力和气泡群效应的建模。本研究揭示了 CC 结晶器中气泡的凝聚和破裂机理。然后,基于局部气体滞留提出了凝聚核的校准因子,以协调凝聚和破裂率之间的不平衡。研究了气泡凝聚和破裂模型对 Sauter 平均直径、气体截留和液体速度的影响,并与实验数据进行了对比。结果表明,Turbulent 和 Liao 模型低估了气泡凝聚率,而 Luo 凝聚模型高估了气泡凝聚率。同时,湍流剪切和表面不稳定性高估了气泡破裂频率,而湍流冲击是用于描述 CC 模具中气泡破裂现象的最重要机制。此外,在定义气泡碰撞频率时,应考虑湍流波动、浮力驱动和尾流夹带,而粘性剪切和涡流捕获机制可以忽略。罗-普林斯模型综合考虑了三种碰撞机制,能准确预测气泡大小分布和气泡团的扇形分布。最后,校准因子的组合形式可以有效地描述局部气体滞留对气泡碰撞频率的影响。所提出的校准因子能更准确地预测 CC 模具中的气泡大小分布。平均气泡直径预测的相对误差从 63.53% 降低到 17.86%。
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引用次数: 0
Analysis on spray behavior of ducted fuel injection under different ambient pressures 不同环境压力下管道式燃油喷射的喷射行为分析
IF 3.8 2区 工程技术 Q1 Engineering Pub Date : 2024-05-17 DOI: 10.1016/j.ijmultiphaseflow.2024.104870
Feng Li, Run Zou, Pengyong Xie

Ducted fuel injection (DFI) has the potential to reduce soot emissions with respect to free injection. To explore the spray performance of DFI under different ambient pressures as well as to keep up with the trend of high intensification in diesel engines, a LES numerical model was adopted to investigate and analyze the spray behavior of DFI in the perspectives of spray development and gas entrainment under the ambient gas pressure ranges from 3 MPa to 12 MPa. The numerical results were validated by the visualization experiment. Free spray was targeted for comparison with DFI spray. The investigation results indicated that the difference between DFI spray and free spray is attributed to the spray-duct interaction. The ambient gas between duct wall and spray acts as a pivot to achieve the spray-duct interaction. With ambient pressure increasing, more ambient gas plays the pivotal role. The axial and overall development of DFI spray is faster than those of free spray, and the advantage is more obvious with increasing ambient pressure. The pressure difference between the inside and outside of duct causes a regular gas entrainment at the duct inlet. The pressure drop ratio and the gas entrainment rate both decrease as ambient pressure increases.

与自由喷射相比,导管式燃油喷射(DFI)具有减少烟尘排放的潜力。为了探索 DFI 在不同环境压力下的喷射性能,并顺应柴油发动机高强化的趋势,采用 LES 数值模型从喷射发展和气体夹带的角度研究和分析了 DFI 在环境气体压力为 3 MPa 至 12 MPa 时的喷射行为。可视化实验验证了数值结果。自由喷雾是与 DFI 喷雾进行比较的目标。研究结果表明,DFI 喷射与自由喷射之间的差异归因于喷射与管道之间的相互作用。管道壁与喷雾之间的环境气体是实现喷雾与管道相互作用的枢纽。随着环境压力的增加,更多的环境气体起着枢纽作用。与自由喷雾相比,DFI 喷雾的轴向和整体发展速度更快,而且随着环境压力的增加,其优势更加明显。风道内外的压力差会在风道入口处造成有规律的气体夹带。压降比和气体夹带率都随着环境压力的增加而降低。
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引用次数: 0
Experimental investigation of momentum ratio and impingement angle effects on spray characteristics of triplet and pentad injectors 动量比和对撞角对三重喷射器和五重喷射器喷雾特性影响的实验研究
IF 3.8 2区 工程技术 Q1 Engineering Pub Date : 2024-05-17 DOI: 10.1016/j.ijmultiphaseflow.2024.104874
Senem Gulmez , Harika S. Kahveci

A comprehensive experimental investigation is conducted to analyze the effects of momentum ratio and impingement angle on impinging spray characteristics of triplet and pentad injectors by using Phase Doppler Anemometry (PDA) and a mechanical patternator. Results from the triplet and pentad injectors show that an increase in the momentum ratio causes a decrease in the mass flux, resulting in a more uniform spray distribution. It is observed that this leads to better atomization in terms of the normalized droplet count with triplet injectors. In addition, when compared to the 45° and 60° impingement angles at the same momentum ratio, the 90° impingement angle gives a higher number of droplets spread over a larger region for triplet injectors. In contrast, the normalized droplet count decreases with an increase in the impingement angle and momentum ratio in the case of pentad injectors. It is observed that for the impingement angle of 60°, triplet injectors are superior to pentad injectors in terms of atomization. The triplet injector with an impingement angle of 90° offers improved atomization at higher momentum ratios compared to all configurations studied. For both injector types, the 45° impingement angle produces a poor spray distribution. The spray angle is observed to be a strong function of both the impingement angle and momentum ratio for triplet injectors, while it is relatively less affected by these two parameters for pentad injectors.

通过使用相位多普勒风速仪(PDA)和机械模式仪,对动量比和撞击角对三重式和五重式喷射器的撞击喷雾特性的影响进行了全面的实验研究。三联和五联喷射器的结果表明,动量比的增加会导致质量通量的减少,从而使喷雾分布更加均匀。从三重喷射器的归一化液滴数来看,这导致了更好的雾化效果。此外,在动量比相同的情况下,与 45° 和 60° 的撞击角相比,90° 的撞击角使三重喷射器的液滴数量更多,分布在更大的区域内。与此相反,五联喷射器的液滴数量随着撞击角和动量比的增加而减少。据观察,当撞击角为 60°时,三重喷射器的雾化效果优于五重喷射器。与所研究的所有配置相比,撞击角为 90° 的三重喷射器在动量比更高的情况下雾化效果更好。对于这两种类型的喷射器,45° 对撞角产生的喷雾分布较差。对于三重喷射器来说,喷雾角是撞击角和动量比的一个重要函数,而对于五重喷射器来说,这两个参数对喷雾角的影响相对较小。
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引用次数: 0
A unified two-scale gas–liquid multi-fluid model with capillarity and interface regularization through a mass transfer between scales 通过尺度间传质实现毛细管和界面正则化的统一双尺度气液多流体模型
IF 3.8 2区 工程技术 Q1 Engineering Pub Date : 2024-05-13 DOI: 10.1016/j.ijmultiphaseflow.2024.104857
Arthur Loison , Samuel Kokh , Teddy Pichard , Marc Massot

In this contribution, we derive a gas–liquid two-scale multi-fluid model with capillarity effects to enable a novel interface regularization approach for multi-fluid models. As this unified modelling is capable of switching from the interface representation of a separated to a disperse regime it lays a new way of modelling regime transitions as it occurs in atomization processes. Above a preset length threshold at large scale, a multi-fluid diffuse interface model resolves the dynamics of the interface while, at small-scale, a set of geometric variables is used to characterize the interface geometry. These variables result from a reduced-order modelling of the small-scale kinetic equation that describes a collection of liquid inclusions. The flow model can be viewed as a two-phase two-scale mixture, and the equations of motion are obtained thanks to the Hamilton’s Stationary Action Principle, which requires to specify the kinetic and potential energies at play. We particularly focus on modelling the effects of capillarity on the mixture’s energy by including dependencies on additional variables accounting for the interface’s geometry at both scales. The regularization of the large-scale interface is then introduced as a local and dissipative process. The local curvature is limited via a relaxation towards a modified Laplace equilibrium such that an inter-scale mass transfer is triggered when the mean curvature is too high. We propose an original numerical method and assess the properties and potential of the modelling strategy on the relevant test-case of a two-dimensional liquid column in a compressible gas flow.

在这篇论文中,我们推导了一个具有毛细管效应的气液双尺度多流体模型,从而为多流体模型提供了一种新颖的界面正则化方法。由于这种统一模型能够从分离体系的界面表示转换到分散体系,因此为雾化过程中发生的体系转换提供了一种新的建模方法。在大尺度预设长度阈值以上,多流体扩散界面模型解决了界面的动力学问题,而在小尺度上,一组几何变量用于描述界面的几何特征。这些变量来自描述液体夹杂物集合的小尺度动力学方程的降阶建模。该流动模型可视为两相双尺度混合物,运动方程的获得得益于汉密尔顿静态作用原理,该原理要求指定起作用的动能和势能。我们特别关注毛细管对混合物能量的影响建模,方法是在两个尺度的界面几何中加入对附加变量的依赖。大尺度界面的正则化是一个局部耗散过程。局部曲率通过向修正的拉普拉斯平衡松弛来限制,当平均曲率过高时,就会触发尺度间的质量转移。我们提出了一种独创的数值方法,并在可压缩气体流中二维液柱的相关测试案例中评估了建模策略的特性和潜力。
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引用次数: 0
Towards spatio-temporal prediction of cavitating fluid flow with graph neural networks 利用图神经网络实现空化流体流动的时空预测
IF 3.8 2区 工程技术 Q1 Engineering Pub Date : 2024-05-11 DOI: 10.1016/j.ijmultiphaseflow.2024.104858
Rui Gao, Shayan Heydari, Rajeev K. Jaiman

In this article, we present a deep learning-based surrogate model for spatio-temporal prediction of cavitating fluid flow. Specifically, we introduce a finite element-inspired rotation equivariant hypergraph neural network for inferring and predicting dynamical behaviors of cavitating flow. We generate ground-truth spatial–temporal data by simulating a full-order variational system based on homogeneous mixture-based cavitation theory. We consider the flow past a NACA0012 hydrofoil to examine the predictive ability of the proposed graph neural network for cavitation dynamics. Results demonstrate that the network achieves stabilized and accurate temporal predictions of the system states, successfully forecasting the evolution patterns of individual cavitation events. Additionally, comparisons of predicted fluid loading coefficients are in good agreements with the ground-truth values. We also discuss some challenges encountered in the long-term prediction of flow patterns across multiple cavitation events. The proposed framework has implications for design optimization, active control and development of a physics-based digital twin of a cavitating marine propeller.

本文提出了一种基于深度学习的代用模型,用于空化流体流动的时空预测。具体来说,我们介绍了一种有限元启发的旋转等变超图神经网络,用于推断和预测空化流的动力学行为。我们通过模拟基于均质混合物空化理论的全阶变分系统,生成了真实的时空数据。我们考虑了流经 NACA0012 水翼的情况,以检验所提出的图神经网络对空化动力学的预测能力。结果表明,该网络能对系统状态进行稳定、准确的时间预测,并能成功预测单个气蚀事件的演变模式。此外,预测的流体负载系数与实际值的比较结果也非常吻合。我们还讨论了在长期预测多个气蚀事件的流动模式时遇到的一些挑战。所提出的框架对设计优化、主动控制和基于物理的气蚀船用螺旋桨数字孪生模型的开发具有重要意义。
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引用次数: 0
期刊
International Journal of Multiphase Flow
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