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Comparing the highly-resolved onset of Rayleigh–Taylor and Kelvin–Helmholtz Rayleigh–Taylor instabilities 比较瑞利-泰勒不稳定性和开尔文-亥姆霍兹瑞利-泰勒不稳定性的高分辨起始
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-09-30 DOI: 10.1016/j.euromechflu.2025.204382
Bhavna Joshi , Aditi Sengupta , Yassin Ajanif , Lucas Lestandi
The present study explores onset of Rayleigh–Taylor instability (RTI) and Kelvin–Helmholtz Rayleigh–Taylor instability (KHRTI) with highly-resolved direct numerical simulations of two setups considering air at different temperatures (or densities) and/or velocities in two halves of three-dimensional (3D) cuboidal domains. The RTI and KHRTI are simulated with 4.2 billion and 480 million mesh points, respectively. Here, we do not impose any external perturbation similar to the unforced experiments of RTI and KHRTI. The compressible Navier–Stokes equations are solved using a novel parallel algorithm which does not involve overlapping points at sub-domain boundaries. This removes the errors at sub-domain boundaries and provides same level of accuracy as sequential computing. The pressure disturbance field is compared during onset of RTI and KHRTI and corresponding convection- and advection-dominated mechanisms are highlighted by instantaneous features, spectra, and proper orthogonal decomposition. Relative contributions of pressure energy, kinetic energy and rotational energy to overall energy budget are explored, revealing acoustics to play a central role in initial perturbation for both RTI and KHRTI. The nonlinear, spatio-temporal nature of the instability is further explored by application of a transport equation for enstrophy of compressible flows. This provides insights into the similarities and differences between onset mechanisms of RTI and KHRTI, serving as a benchmark data set for shear and buoyancy-driven instabilities across diverse applications in geophysics, nuclear energy and atmospheric fluid dynamics.
本研究探讨了瑞利-泰勒不稳定性(RTI)和开尔文-亥姆霍兹瑞利-泰勒不稳定性(KHRTI)的发生,采用高分辨率的直接数值模拟,考虑了空气在不同温度(或密度)和/或速度下在三维(3D)立方体区域的两半。RTI和KHRTI分别用42亿个和4.8亿个网格点进行模拟。在这里,我们没有施加任何类似于RTI和KHRTI的非强制实验的外部扰动。采用一种新的并行算法求解可压缩Navier-Stokes方程,该算法不涉及子域边界上的重叠点。这消除了子域边界处的错误,并提供了与顺序计算相同的精度。比较了RTI和KHRTI开始时的压力扰动场,并通过瞬时特征、光谱和适当的正交分解突出了相应的对流和平流主导机制。研究了压力能、动能和旋转能对总能量收支的相对贡献,揭示了声学在RTI和KHRTI的初始摄动中起着核心作用。通过应用可压缩流的熵输运方程,进一步探讨了不稳定性的非线性、时空性质。这提供了对RTI和KHRTI发生机制的异同的见解,可以作为地球物理、核能和大气流体动力学等不同应用中剪切和浮力驱动不稳定性的基准数据集。
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引用次数: 0
Cavity collapse associated with oil entry of steel spheres 钢球入油引起的空腔塌陷
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-09-26 DOI: 10.1016/j.euromechflu.2025.204381
Benedict C.-W. Tan
The collapse of air cavity towards the liquid surface that occurred immediately after deep seal following vertical entry of steel spheres into a pool of oil, was experimentally investigated. The vertical displacement between the pinch-off depth and the cavity base during the time when the cavity was collapsing towards the surface, was regularly measured and analysed using images taken from a high-speed camera. Furthermore, some phenomena associated with the upward oil jet generated during cavity collapse were also described and briefly studied. The results suggested that the rate of cavity collapse towards the surface, and the time taken for the lower part of the oil jet to reach surface level, were dependent on both the inertial and gravitational forces of the spheres.
实验研究了钢球垂直进入油池后深度密封后立即发生的空腔向液面塌陷现象。在空腔向地表塌陷的过程中,掐断深度与空腔底部之间的垂直位移是通过高速摄像机拍摄的图像进行定期测量和分析的。此外,还对空腔坍塌过程中产生的向上喷油现象进行了描述和简要研究。结果表明,空腔向地表塌陷的速度以及油射流下部到达地表所需的时间取决于球体的惯性和重力。
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引用次数: 0
Stereoscopic valve flow path topology design in reciprocating compressors: Structural optimization via the response surface method 往复压缩机立体气门流道拓扑设计:基于响应面法的结构优化
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-09-25 DOI: 10.1016/j.euromechflu.2025.204378
Xiao Hong, Weilin Cui, Dexi Wang, Dajing Liu, Xinrui Fu, Xiwen Cao
The enhancement of energy efficiency in reciprocating compressor valves has long been constrained by the non-analytical nature of multi-parameter coupling effects. Traditional single-parameter strategies are inadequate for revealing the complex nonlinear interactions within flow paths. To address this limitation, this study proposes a response surface method (RSM)-based strategy for the topological optimization of stereoscopic flow channels. By constructing spatial interactions among contact surface tilt angles, flow path angles, and port-slot ratios, the study for the first time quantifies the influence of multi-parameter coupling mechanisms on effective flow area and flow coefficient. The optimal parameter combination obtained via RSM (α=71.8°, β=14.2°, γ=2:1) exhibited superior performance, as confirmed by both experimental and industrial tests: compared with the passive plate valve, the discharge volume increased by 50.1 % and the specific energy consumption per unit discharge volume decreased by 7.6 %; relative to the single-parameter numerical optimization group, the discharge volume further increased by 3.3 % and the specific energy consumption decreased by 2.7 %. The discrepancy between simulation and experimental results was less than 5 %, validating the reliability and accuracy of the proposed method. This study establishes an integrated methodological framework of “parameter coupling analysis-flow field characteristic regulation—system energy efficiency verification,” providing a novel paradigm for the intelligent design and energy-efficient optimization of high-performance fluid machinery.
长期以来,多参数耦合效应的非解析性制约了往复式压缩机阀门能效的提高。传统的单参数策略不足以揭示流道内复杂的非线性相互作用。针对这一局限性,本研究提出了一种基于响应面法(RSM)的立体流道拓扑优化策略。通过构建接触面倾斜角、流道角和口槽比之间的空间相互作用,首次量化了多参数耦合机制对有效过流面积和流动系数的影响。经实验和工业试验证实,RSM优化得到的参数组合(α=71.8°,β=14.2°,γ=2:1)具有较好的性能:与被动板阀相比,流量提高了50.1% %,单位流量比能耗降低了7.6% %;与单参数数值优化组相比,放流量进一步提高了3.3 %,比能耗降低了2.7 %。仿真结果与实验结果的偏差小于5 %,验证了所提方法的可靠性和准确性。本研究建立了“参数耦合分析-流场特性调节-系统能效验证”的集成方法框架,为高性能流体机械的智能设计和节能优化提供了新的范式。
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引用次数: 0
Linear stability of rotating pipe flow with non-ideal fluid 非理想流体下旋转管流的线性稳定性
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-09-25 DOI: 10.1016/j.euromechflu.2025.204375
Congren Zheng , Yong Chen , Zijing Ding
A linear stability analysis is performed on rotating pipe flow with a non-ideal fluid. The study focuses on supercritical CO2 near its vapor–liquid critical point, where thermodynamic properties deviate significantly from ideal gas. Different wall temperatures are considered, ensuring centerline temperatures span subcritical, transcritical, and supercritical conditions. The modal analysis reveals that at low rotation speeds, unstable mode only exists at rotational speed Ω<0. Also multiple unstable modes emerge, introducing a more complex instability mechanism compared to non-rotating pipe flow. As rotation speed increases, viscous dissipation plays a key role in flow stabilization, while thermodynamic effects remain secondary. The non-modal analysis further demonstrates that optimal system response under fixed-frequency forcing shifts due to rotation, with stronger deviations from incompressible behavior at high compressibility. In rotating pipe flow, the dependence of transient energy growth on the azimuthal wavenumber (n) is inherently nonlinear, which stands in stark contrast to the approximately linear relationship typically observed in non-rotating pipe flow. This nonlinearity arises primarily due to the influence of azimuthal velocity components introduced by rotation. These findings highlight the intricate coupling between rotation, compressibility, and thermodynamics, providing new insights into instability mechanisms in non-ideal fluid systems.
对含非理想流体的旋转管流进行了线性稳定性分析。研究的重点是超临界CO2,其汽液临界点附近,热力学性质明显偏离理想气体。考虑不同的壁温,确保中心线温度跨越亚临界、跨临界和超临界条件。模态分析表明,在低转速下,不稳定模态只存在于转速Ω<;此外,还出现了多种不稳定模式,与非旋转管道流动相比,引入了更复杂的不稳定机制。随着转速的增加,粘滞耗散在稳定流动中起着关键作用,而热力学效应则是次要的。非模态分析进一步表明,在固定频率强迫下,系统的最优响应由于旋转而发生位移,在高压缩率下与不可压缩行为的偏差更大。在旋转管道流动中,瞬态能量增长对方位角波数(n)的依赖本质上是非线性的,这与在非旋转管道流动中通常观察到的近似线性关系形成鲜明对比。这种非线性主要是由于旋转引入的方位速度分量的影响而产生的。这些发现突出了旋转、可压缩性和热力学之间的复杂耦合,为非理想流体系统的不稳定性机制提供了新的见解。
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引用次数: 0
Lagrangian tracking of the wake vortices shedding from a wobbling bubble 从摇摆气泡中脱落的尾流涡的拉格朗日跟踪
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-09-25 DOI: 10.1016/j.euromechflu.2025.204380
Xinwei Ye , Xiaojing Niu
This study aims to elucidate the motion and the evolution of shedding vortices in the wake of a wobbling bubble based on experimental observation. Experimental observations of bubble wakes were conducted using Particle Image Velocimetry (PIV) for the ambient continuous phase and the backlight shadow imaging technique for the bubble. Vortices are detected and tracked in a Lagrangian framework based on the flow field in the vertical section. To investigate the three-dimensional structure of the flow field and to supplement the experimentally measured bubble sizes, bubbles with a diameter of 3–5 mm are numerically simulated, incorporating adaptive dynamic mesh refinement based on the bubble wake location. The study establishes a correlation between the transport velocity and swirling strength of wake vortices generated by wobbling bubbles and the bubble's parameters, facilitating more convenient predictions of wake behavior. The results indicate that the vortices trail the bubble at a transport velocity that is approximately 30 % of the bubbles’ velocity. During the vortex shedding process, the swirling strength of these vortices intensifies within a distance of 1.58 times the bubble radius and then decays with increasing distance from the bubble, following the formula of 1exp(1.75/x).
本研究的目的是在实验观察的基础上,阐明摆动气泡尾迹中脱落涡的运动和演化。采用粒子图像测速法(PIV)和背光阴影成像技术对气泡尾迹进行了实验观测。在基于垂直截面流场的拉格朗日框架中检测和跟踪涡旋。为了研究流场的三维结构并补充实验测量的气泡尺寸,对直径为3-5 mm的气泡进行了数值模拟,并结合了基于气泡尾迹位置的自适应动态网格细化。该研究建立了摆动气泡产生的尾流涡的传输速度和旋流强度与气泡参数之间的相关性,从而更方便地预测尾流行为。结果表明,涡旋尾随气泡的输运速度约为气泡速度的30% %。在旋涡脱落过程中,这些旋涡的旋流强度在距离气泡半径1.58倍的范围内增强,然后随着距离气泡的增加而衰减,公式为1−exp(−1.75/x)。
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引用次数: 0
Lseq2seq: A new reduced-order model for unsteady aerodynamic force identification Lseq2seq:一种新的非定常气动力识别降阶模型
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-09-24 DOI: 10.1016/j.euromechflu.2025.204377
Yihua Pan , Xiaomin An , Yuqi Lei , Xin Gao , Chen Ji
Identifying unsteady aerodynamic forces is a crucial and challenging task in aerodynamics. It is also a critical research foundation for other subjects such as aeroelasticity, aircraft design, and flight dynamics. The two mainstream methods used to identify unsteady aerodynamic forces are Computational Fluid Dynamics (CFD) and experiments. However, these methods have their limitations, such as lengthy computational expense and high resource consumption. This article proposes a new reduced-order model called Long Sequence to Sequence (Lseq2seq) based on deep sequence generation models to predict unsteady aerodynamic forces in an efficient way. The Lseq2seq model is then applied to determine the hysteresis loop for the NACA0012 airfoil and the unsteady aerodynamic force of the two-freedom oscillation of the NACA64A010 airfoil in transonic flow. The results are compared with other prevalent time-sequential networks, such as Sequence to Sequence (Seq2seq) and Gated Recurrent Unit (GRU). The proposed Lseq2seq model presents better precision and generalization ability for identification. Additionally, this article explores a combined predictor–corrector method called GRU-Lseq2seq to predict the flutter response of the NACA64A010 airfoil, and the results demonstrate that the combined model could achieve better prediction accuracy than the GRU model and could be used in flutter boundary prediction.
在空气动力学中,非定常气动力的识别是一项重要而富有挑战性的任务。它也是其他学科如气动弹性、飞机设计和飞行动力学的重要研究基础。研究非定常气动力的两种主流方法是计算流体力学(CFD)和实验方法。然而,这些方法有其局限性,如计算费用长,资源消耗高。本文提出了一种基于深度序列生成模型的长序列到序列(Lseq2seq)降阶模型,以有效地预测非定常气动力。应用Lseq2seq模型确定了NACA0012翼型的滞回线和NACA64A010翼型在跨声速流动中两自由度振荡的非定常气动力。结果与其他流行的时间序列网络,如序列到序列(Seq2seq)和门控循环单元(GRU)进行了比较。提出的Lseq2seq模型具有更好的识别精度和泛化能力。此外,本文还对NACA64A010翼型颤振响应的预测校正组合方法GRU- lseq2seq进行了探索,结果表明,该组合模型比GRU模型具有更好的预测精度,可用于颤振边界预测。
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引用次数: 0
Stability of hydromagnetic Couette flow in an anisotropic porous medium with oblique principal axes and constant wall transpiration 斜主轴、恒壁蒸腾各向异性多孔介质中水磁Couette流的稳定性
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-09-23 DOI: 10.1016/j.euromechflu.2025.204376
Cédric Gervais Njingang Ketchate , Alain Dika , Pascalin Tiam Kapen , Didier Fokwa
Understanding and controlling transitions in wall-bounded flows through porous substrates are essential for designing and improving engineering systems. This study examines the linear stability of electrically conducting plane Couette flow within a Brinkman porous layer that is mechanically anisotropic and bounded by permeable walls with uniform cross-flow (injection at the lower wall, suction at the upper wall) under an applied magnetic field. A normal-mode linearisation leads to a modified Orr-Sommerfeld eigenvalue problem, which is solved using Chebyshev spectral collocation to identify neutral curves and growth-rate patterns as variables such as the Darcy number, Hartmann number, mechanical anisotropy, perturbation wavenumber, phase angle, cross-flow Reynolds number, and the orientation of the principal permeability axis are varied. Results show that increasing the Darcy number and Hartmann number stabilizes the flow, while a higher perturbation wavenumber reduces amplification, meaning disturbances grow most at longer wavelengths. Mechanical anisotropy consistently destabilizes the flow, increasing peak growth rates, whereas changes in the orientation angle have little effect. The phase angle has a slight influence on stability at low wavenumbers but tends to stabilize the flow at higher wavenumbers. Meanwhile, the cross-flow Reynolds number causes only minor shifts in the neutral curves. These findings suggest practical methods for flow control in anisotropic porous magnetohydrodynamic systems, highlighting the stabilizing effects of magnetic damping and porous-matrix diffusion, as well as the destabilizing impact of strong anisotropy.
理解和控制通过多孔基板的有壁流动的转变对于设计和改进工程系统至关重要。本研究考察了在外加磁场作用下,机械各向异性的Brinkman多孔层中导电平面Couette流的线性稳定性,该多孔层由具有均匀横流(在下壁注入,在上壁吸入)的可渗透壁所包围。正态线性化导致改进的Orr-Sommerfeld特征值问题,该问题使用切比雪夫谱配置来识别中性曲线和增长率模式,如达西数、哈特曼数、力学各向异性、摄动波数、相角、横流雷诺数和主渗透轴方向等变量发生变化。结果表明,增大达西数和哈特曼数可以稳定流动,而增大的扰动波数会降低放大,即扰动在波长较长处增长最多。力学各向异性持续地破坏流动的稳定性,增加峰值生长速率,而取向角的变化几乎没有影响。相位角对低波数时的稳定性影响不大,但在高波数时趋于稳定。同时,横流雷诺数对中性曲线的影响较小。这些发现为各向异性多孔磁流体动力系统的流动控制提供了实用的方法,突出了磁阻尼和多孔基质扩散的稳定作用,以及强各向异性的不稳定影响。
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引用次数: 0
Numerical investigation of two plane parallel turbulent buoyant jets: Effects of jet spacing and Richardson number on flow interaction and thermal transport 两平面平行湍流浮力射流的数值研究:射流间距和理查德森数对流动相互作用和热输运的影响
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-09-22 DOI: 10.1016/j.euromechflu.2025.204373
Sameer Kumar Sanu, Tanmoy Mondal
This study presents a numerical investigation of two plane parallel turbulent buoyant jets (TPBJ) to examine the combined effects of jet spacing and buoyancy on flow interaction and thermal transport. Steady-state simulations are conducted by solving the Reynolds-averaged Navier–Stokes equations using the standard kϵ turbulence model with the Boussinesq approximation. The analysis considers jet spacing ratios (s/d=3 to 11), where s is the centre-to-centre jet spacing and d is the nozzle width, and Richardson numbers (Ri=0 to 1/2) to represent varying buoyancy levels. Results indicate that narrower spacing enhances jet interaction, strengthens entrainment, and leads to earlier merging, while wider spacing delays interaction and weakens vertical momentum. Buoyancy significantly alters the flow structure by accelerating jet convergence, increasing centreline velocity, and confining both velocity and thermal plumes. Three characteristic axial locations, namely, the merging point (MP), combined point (CP), and maximum velocity point (MVP), are identified and correlated with s/d and Ri. In the far field, the lateral growth of velocity and thermal widths becomes approximately linear, though spreading rates decrease with increasing buoyancy. The centreline velocity and temperature exhibit decay consistent with power-law behaviour, influenced by buoyancy strength. Empirical correlations are proposed to predict the axial positions of MP, CP, and MVP with high accuracy. These correlations can be directly applied in engineering design and environmental applications, including the optimization of jet-based cooling configurations, ventilation layouts, and buoyant discharge systems, where a rapid yet reliable estimation of jet interaction characteristics is essential. Compared to isothermal jets (Ri=0), buoyant jets show enhanced centreline velocities, stronger recirculation, and reduced lateral dispersion. These findings provide new insights into the coupled momentum and thermal dynamics of TPBJ systems and offer predictive tools for applications in thermal management and environmental jet discharge.
本文对两平面平行湍流浮力射流(TPBJ)进行了数值研究,探讨了射流间距和浮力对流动相互作用和热输运的综合影响。稳态模拟是通过使用具有Boussinesq近似的标准k−λ湍流模型求解reynolds -average Navier-Stokes方程来进行的。分析考虑了射流间距比(s/d=3 ~ 11),其中s是中心到中心的射流间距,d是喷嘴宽度,Richardson数(Ri=0 ~ 1/2)表示不同的浮力水平。结果表明:较窄的射流间距增强了射流相互作用,增强了夹带,导致合并时间提前;较宽的射流间距延迟了射流相互作用,减弱了垂直动量。浮力通过加速射流辐合、增加中线速度、限制速度和热羽流来显著改变气流结构。确定了三个特征轴向位置,即合并点(MP)、结合点(CP)和最大速度点(MVP),并与s/d和Ri进行了关联。在远场,速度和热宽度的横向增长近似为线性增长,尽管扩散速率随着浮力的增加而降低。受浮力强度影响,中线速度和温度呈幂律衰减。我们提出了经验相关性来预测MP、CP和MVP的轴向位置,具有较高的准确性。这些相关性可以直接应用于工程设计和环境应用,包括优化基于射流的冷却配置,通风布局和浮力排放系统,其中快速而可靠的射流相互作用特性估计是必不可少的。与等温射流(Ri=0)相比,浮力射流的中心线速度增强,再循环更强,横向弥散减少。这些发现为TPBJ系统的耦合动量和热动力学提供了新的见解,并为热管理和环境射流排放的应用提供了预测工具。
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引用次数: 0
Density jump in high-speed Hele-Shaw flows 高速Hele-Shaw流中的密度跳跃
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-09-17 DOI: 10.1016/j.euromechflu.2025.204374
Oleg A. Logvinov , Isabel M. Irurzun
We considered the high-speed displacement of fluids from a Hele-Shaw cell where jumps on the interface in both viscosity and density drive the instability and the generation of viscous fingers. Mathematically, the density is a prior factor in the inertial nonlinear terms in the full–averaged Navier–Stokes–Darcy model. Therefore, we investigated the influence of inertial effects on the fingering process. We performed linear stability analysis and numerical simulations by finite–difference method considering dependences on two dimensionless parameters: density ratio and Reynolds number. Two main conclusions could be drawn. The first is that as the Reynolds number increases, the interface becomes more stable in the initial phase of displacement. The second is that the displacement of a denser fluid by a less dense one is more unstable than the opposite case, where a denser fluid displaces a less dense one. We also performed nonlinear simulations that also showed pronounced viscous bubble formation even when the viscosity ratio was relatively small.
我们考虑了Hele-Shaw单元中流体的高速位移,其中粘度和密度在界面上的跳跃驱动了不稳定性和粘性手指的产生。在数学上,密度是全平均Navier-Stokes-Darcy模型中惯性非线性项的优先因素。因此,我们研究了惯性效应对指法过程的影响。考虑到密度比和雷诺数这两个无维参数的依赖关系,我们用有限差分法进行了线性稳定性分析和数值模拟。可以得出两个主要结论。首先,随着雷诺数的增加,界面在位移初始阶段变得更加稳定。第二,密度较大的流体被密度较小的流体取代,比密度较大的流体取代密度较小的流体的相反情况更不稳定。我们还进行了非线性模拟,即使粘度比相对较小,也显示出明显的粘性气泡形成。
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引用次数: 0
A physics-embedded Transformer-CNN architecture for data-driven turbulence prediction and surrogate modeling of high-fidelity fluid dynamics 一个物理嵌入式变压器- cnn架构,用于数据驱动的湍流预测和高保真流体动力学的代理建模
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-09-15 DOI: 10.1016/j.euromechflu.2025.204372
Sukanta Ghosh , Vinod Kumar Shukla , Amar Singh , Jayanta Chanda
Turbulence modeling poses significant challenges due to its nonlinear, multiscale nature. Classical methods like Reynolds-Averaged Navier–Stokes and Large Eddy Simulation often rely on empirical closures, which limit their accuracy in complex flows. This study aims to propose a hybrid model that integrates convolutional neural networks for capturing local spatial patterns with Transformer-based attention modules to model long-range dependencies. The architecture is informed by the Navier–Stokes equations and incorporates divergence-free constraints to preserve physical fidelity. The model is trained and evaluated on direct numerical simulation datasets representing 2D turbulence and turbulent channel flows. The model achieved up to 40 % reduction in prediction error compared to CNN and RNN baselines. It accurately reproduced key flow structures and energy spectra, showing strong agreement with DNS outputs. The hybrid architecture demonstrated stable long-term predictions and matched statistical flow properties over extended time horizons. For steady flows, it corrected RANS-predicted biases in mean velocity profiles with near-exact reconstruction. The results validate the effectiveness of combining physics-informed learning with deep neural architectures. The proposed framework offers a computationally efficient alternative to traditional turbulence models while retaining accuracy, marking a promising advancement in data-driven fluid mechanics.
湍流建模由于其非线性、多尺度的特性而面临着巨大的挑战。像reynolds - average Navier-Stokes和大涡模拟等经典方法通常依赖于经验闭包,这限制了它们在复杂流动中的准确性。本研究旨在提出一种混合模型,该模型将卷积神经网络与基于transformer的注意力模块集成在一起,用于捕获局部空间模式,以模拟远程依赖关系。建筑由Navier-Stokes方程提供信息,并结合无散度约束以保持物理保真度。该模型在二维湍流和湍流通道流的直接数值模拟数据集上进行了训练和评估。与CNN和RNN基线相比,该模型的预测误差降低了40% %。它准确地再现了关键流结构和能谱,与DNS输出结果具有很强的一致性。混合架构显示出稳定的长期预测,并在较长的时间范围内匹配统计流特性。对于稳定流,它通过近乎精确的重建纠正了ranss预测的平均速度剖面偏差。结果验证了将物理信息学习与深度神经结构相结合的有效性。该框架为传统湍流模型提供了一种计算效率高的替代方案,同时保持了准确性,标志着数据驱动流体力学的一个有希望的进步。
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引用次数: 0
期刊
European Journal of Mechanics B-fluids
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