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Hybrid High-order formulations with turbulence modelling capabilities for incompressible flow problems 具有不可压缩流动问题湍流建模能力的混合高阶公式
IF 3 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-11-16 DOI: 10.1016/j.compfluid.2025.106915
Lorenzo Botti , Daniele A. Di Pietro , Francesco Carlo Massa
We propose a Hybrid High-Order (HHO) formulation of the incompressible Navier–Stokes equations, that is well suited to be employed for the simulation of turbulent flows. The spatial discretization relies on hybrid velocity and pressure spaces and the temporal discretization is based on Explicit Singly Diagonal Implicit Runge-Kutta (ESDIRK) methods. The formulation possesses some attractive features that can be fruitfully exploited when high-fidelity computations are required, namely: pressure-robustness, conservation of volume enforced cell-by-cell up to machine precision, robustness in the inviscid limit, implicit high-order accurate time stepping with local time step adaptation, reduced memory footprint thanks to static condensation of both velocity and pressure, possibility to exploit inherited p-multilevel solution strategies to improve performance of iterative solvers. After demonstrating the relevant properties of the scheme in practice, performing challenging 2D and 3D test cases, we consider the simulation of the Taylor–Green Vortex flow problem at Reynolds 1 600.
我们提出了一个混合高阶(HHO)公式的不可压缩的Navier-Stokes方程,这是非常适合用于紊流的模拟。空间离散化依赖于混合速度和压力空间,时间离散化基于显式单对角隐式龙格-库塔(ESDIRK)方法。该公式具有一些有吸引力的特征,可以在需要高保真计算时有效地利用,即:压力-鲁棒性,逐单元的体积守恒达到机器精度,无粘极限的鲁棒性,具有局部时间步长的隐式高阶精确时间步,由于速度和压力的静态凝聚而减少内存占用,利用继承的p-多层解策略来提高迭代求解器的性能的可能性。在实践中论证了该方案的相关特性,并进行了具有挑战性的二维和三维测试用例后,我们考虑了雷诺数为1600的Taylor-Green涡旋问题的模拟。
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引用次数: 0
Modeling advection-dominated flows with space-local reduced-order models 用空间局部降阶模型模拟平流主导流
IF 3 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-11-15 DOI: 10.1016/j.compfluid.2025.106911
T. Van Gastelen , W. Edeling , B. Sanderse
Reduced-order models (ROMs) are often used to accelerate the simulation of large physical systems. However, traditional ROM techniques, such as proper orthogonal decomposition (POD)-based methods, often struggle with advection-dominated flows due to the slow decay of singular values. This results in high computational costs and potential instabilities.
This paper proposes a novel approach using space-local POD to address the challenges arising from the slow singular value decay. Instead of global basis functions, our method employs local basis functions that are applied across the domain, analogous to the finite element method, but with a data-driven basis. By dividing the domain into subdomains and applying the space-local POD, we obtain a sparse representation that generalizes better outside the training regime. This allows the use of a larger number of basis functions compared to standard POD, without prohibitive computational costs. To ensure smoothness across subdomain boundaries, we introduce overlapping subdomains inspired by the partition of unity method.
Our approach is validated through simulations of the 1D and 2D advection equation. We demonstrate that using our space-local approach, we obtain a ROM that generalizes better to flow conditions not included in the training data. In addition, we show that the constructed ROM inherits the energy conservation and non-linear stability properties from the full-order model. Finally, we find that using a space-local ROM allows for larger time steps.
降阶模型(ROMs)常用于加速大型物理系统的仿真。然而,传统的ROM技术,如基于正交分解(POD)的方法,由于奇异值的缓慢衰减,通常难以处理平流主导的流。这将导致高计算成本和潜在的不稳定性。本文提出了一种利用空间局部POD来解决奇异值缓慢衰减带来的挑战的新方法。我们的方法不使用全局基函数,而是使用跨域应用的局部基函数,类似于有限元方法,但具有数据驱动的基础。通过将域划分为子域并应用空间局部POD,我们得到了一种稀疏表示,它可以更好地泛化到训练域之外。与标准POD相比,这允许使用更多的基函数,而不会产生过高的计算成本。为了保证子域边界的平滑性,我们引入了基于统一分割的重叠子域。通过一维和二维平流方程的模拟验证了我们的方法。我们证明,使用我们的空间局部方法,我们获得了一个ROM,它可以更好地泛化不包括在训练数据中的流条件。此外,我们还证明了所构建的ROM继承了全阶模型的能量守恒和非线性稳定性。最后,我们发现使用空间本地ROM允许更大的时间步长。
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引用次数: 0
Development and assessment of an improved Baldwin-Lomax turbulence model for complex hypersonic flows in two and three dimensions 二维和三维复杂高超声速流动改进Baldwin-Lomax湍流模型的发展和评估
IF 3 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-11-15 DOI: 10.1016/j.compfluid.2025.106917
Jian Shen , Xianliang Chen , Lin Fu
Accurate prediction of hypersonic turbulent boundary layers is critical for the design of hypersonic vehicles. Traditional turbulence models were originally developed for incompressible flows and are commonly extended to compressible conditions by employing density-weighted averages. In a recent study, Chen et al. (J. Fluid Mech., 2024, vol 987, A7) proposed an improved Baldwin-Lomax (BL) turbulence model by incorporating velocity transformations and the temperature-velocity relation. Their modifications yielded notable improvements for high-speed zero-pressure-gradient flat-plate flows. Building upon this foundation, the present study introduces further enhancements to Chen et al.’s BL model to improve its accuracy and robustness for complex hypersonic configurations. The improved BL turbulence model is implemented into a standard computational fluid dynamics (CFD) solver and validated against direct numerical simulation results and experimental data across two- and three-dimensional hypersonic cases involving pressure gradients, cold walls, and shock/boundary-layer interactions. The results show that the improved BL turbulence model generally achieves superior accuracy in attached flow regions compared to the baseline BL, Spalart-Allmaras and k–ω SST turbulence models. These findings highlight the model’s potential for practical use in hypersonic flow simulations, offering a valuable tool for aerospace engineering applications.
高超声速湍流边界层的准确预测对高超声速飞行器的设计至关重要。传统的湍流模型最初是为不可压缩流动开发的,通常通过使用密度加权平均来扩展到可压缩条件。在最近的一项研究中,Chen等(J.流体力学。湍流模型(Baldwin-Lomax, BL)是一种基于速度变换和温度-速度关系的湍流模型。他们的改进对高速零压力梯度平板流产生了显著的改善。在此基础上,本研究对Chen等人的BL模型进行了进一步的改进,以提高其对复杂高超声速构型的精度和鲁棒性。将改进的BL湍流模型实现到标准计算流体动力学(CFD)求解器中,并通过直接数值模拟结果和实验数据验证了涉及压力梯度、冷壁和激波/边界层相互作用的二维和三维高超声速情况。结果表明,与基线BL、Spalart-Allmaras和k -ω海表温度湍流模型相比,改进的BL湍流模型在附加流区总体上具有更高的精度。这些发现突出了该模型在高超声速流动模拟中的实际应用潜力,为航空航天工程应用提供了有价值的工具。
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引用次数: 0
Embedded strong stability preserving Runge-Kutta methods with adaptive time stepping for shock-dominated flows 基于自适应时间步进的冲击控制流嵌入强保稳定龙格-库塔方法
IF 3 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-11-15 DOI: 10.1016/j.compfluid.2025.106916
Francesco Mario D’Afiero
Accurate time integration of hyperbolic-parabolic systems, particularly in the presence of shocks and steep gradients, remains a central challenge in computational fluid dynamics. In this work, we propose a robust, adaptive time integration framework for discontinuous Galerkin discretizations that combines an embedded third-order Strong Stability Preserving Runge-Kutta method with physics-based shock capturing and novel error control strategies. The proposed method is based on total variation diminishing properties while leveraging a proportional-integral controller for adaptive step-size selection, eliminating the need for empirical CFL tuning. A key innovation lies in the introduction of an entropy-based filtering mechanism that modulates element-wise error estimates, effectively dampening spurious spikes induced by discontinuities. Additionally, the integral term of the PI controller is stabilized using a moving median over a sliding window, enhancing reliability in shock-dominated regimes. The overall methodology requires no parameter tuning beyond a user-defined error tolerance (as it is common in any ordinary differential equation) and is demonstrated to be stable and accurate across a broad range of canonical test cases. Compared to conventional CFL stable solution obtained for the same numerical setups in a previous work, the proposed approach consistently delivers improved accuracy and robustness for high-fidelity simulations in complex compressible flows.
双曲抛物系统的精确时间积分,特别是在存在冲击和陡峭梯度的情况下,仍然是计算流体动力学的核心挑战。在这项工作中,我们提出了一个用于不连续伽辽金离散化的鲁棒自适应时间积分框架,该框架将嵌入式三阶强稳定保持龙格-库塔方法与基于物理的冲击捕获和新的误差控制策略相结合。该方法基于总变差递减特性,同时利用比例积分控制器进行自适应步长选择,消除了经验CFL调谐的需要。一个关键的创新在于引入了一种基于熵的过滤机制,该机制可以调节元素的误差估计,有效地抑制由不连续引起的虚假峰值。此外,PI控制器的积分项使用滑动窗口上的移动中值来稳定,提高了在冲击主导状态下的可靠性。整个方法不需要超出用户定义的容错范围的参数调优(因为这在任何常微分方程中都很常见),并且在广泛的规范测试用例中被证明是稳定和准确的。与之前在相同数值设置下获得的传统CFL稳定解相比,该方法在复杂可压缩流动的高保真模拟中始终提供更高的准确性和鲁棒性。
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引用次数: 0
Data-driven RANS closures using a relative importance term analysis based classifier for 2D and 3D separated flows 数据驱动的RANS闭包使用基于相对重要项分析的分类器,用于2D和3D分离流
IF 3 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-11-13 DOI: 10.1016/j.compfluid.2025.106899
Tyler Buchanan , Monica Lăcătuş , Alastair West , Richard P. Dwight
This study presents a novel approach for enhancing Reynolds-averaged Navier-Stokes (RANS) turbulence modeling through the application of a Relative Importance Term Analysis (RITA) methodology to develop a new zonally-augmented kω SST model. Traditional Linear Eddy Viscosity Models often struggle with separated flows. Our approach introduces a physics-based binary classifier that systematically identifies separated shear layers requiring correction by analyzing the relative magnitudes of terms in the turbulent kinetic energy equation. Using symbolic regression, we develop compact correction terms for Reynolds stress anisotropy and turbulent kinetic energy production. Trained on 2D configurations, our model demonstrates significant improvements in predicting separation dynamics while maintaining baseline performance in fully attached flows. Generalization tests on Ahmed body and Faith hill 3D configurations confirm robust transferability, establishing an effective methodology for targeted enhancement of RANS predictions in separated flows.
本研究提出了一种新的方法,通过应用相对重要项分析(RITA)方法来增强reynolds -average Navier-Stokes (RANS)湍流模型,从而建立一个新的纬向增强k−ω海表温度模型。传统的线性涡流黏度模型往往难以处理分离流。我们的方法引入了一个基于物理的二元分类器,通过分析湍流动能方程中项的相对大小,系统地识别需要校正的分离剪切层。利用符号回归,我们建立了雷诺应力各向异性和湍流动能产生的紧凑校正项。经过二维配置的训练,我们的模型在预测分离动力学方面有了显著的改进,同时在完全附着的流动中保持了基线性能。Ahmed body和Faith hill 3D配置的泛化测试证实了稳健的可转移性,为分离流中有针对性地增强RANS预测建立了有效的方法。
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引用次数: 0
GPU accelerated vortex-induced vibration simulation using JAX: Efficiency and accuracy strategies 基于JAX的GPU加速涡激振动仿真:效率与精度策略
IF 3 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-11-13 DOI: 10.1016/j.compfluid.2025.106913
Haiming Zhu , Yuan Yang , Zunfeng Du , Jianxing Yu
This study presents an immersed boundary-lattice Boltzmann method (IB-LBM) simulation framework for vortex-induced vibration (VIV), implemented using the JAX framework to exploit GPU acceleration. The code is specifically structured to meet JAX’s functional and static requirements, incorporating an efficient multi-block grid refinement scheme and a novel dynamic region approach for immersed boundary calculations. Through systematic benchmarking and convergence studies, we revealed that the present dynamic region approach achieves improved efficiency by reducing computational workload while avoiding excessive dynamic array operations. We demonstrated that the grid refinement setting should be adjusted according to the Reynolds number to maintain accuracy. The results also showed that while grid refinement saves total time-to-solution, parallel efficiency is reduced due to the stalls caused by frequent inter-block communications. Furthermore, we compared fluid-structure coupling strategies, finding that while weak coupling is adequate for amplitude prediction, strong coupling with at least two iterations is necessary to eliminate spurious frequency artifacts in the response. These findings offer practical guidelines for achieving efficient and accurate VIV simulations with IB-LBM on modern GPU platforms.
本研究提出了一种浸入式边界晶格玻尔兹曼方法(IB-LBM)涡激振动(VIV)仿真框架,该框架使用JAX框架实现,以利用GPU加速。该代码的结构专门满足JAX的功能和静态要求,结合了高效的多块网格细化方案和用于浸入边界计算的新型动态区域方法。通过系统的基准测试和收敛性研究,我们发现当前的动态区域方法在减少计算工作量的同时避免了过多的动态阵列操作,从而提高了效率。我们证明,网格细化设置应根据雷诺数调整,以保持精度。结果还表明,虽然网格细化节省了总求解时间,但由于频繁的块间通信造成的延迟,并行效率降低。此外,我们比较了流固耦合策略,发现弱耦合足以用于振幅预测,而至少两次迭代的强耦合则需要消除响应中的杂散频率伪像。这些发现为在现代GPU平台上使用IB-LBM实现高效准确的VIV模拟提供了实用指南。
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引用次数: 0
Numerical relaxation techniques for mass transfer in three-phase liquid-vapor-gas flows 三相液-气-气流动传质的数值松弛技术
IF 3 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-11-12 DOI: 10.1016/j.compfluid.2025.106893
Marica Pelanti
We describe liquid-vapor-gas flows by a hyperbolic single-velocity three-phase compressible flow model with instantaneous pressure relaxation that we studied in previous work. The model includes thermal relaxation terms to account for heat transfer, and chemical relaxation terms to describe mass transfer between the liquid and vapor phases. To numerically solve the model system we use a fractional step method where we alternate between the solution of the homogeneous system via finite volume HLLC-type schemes and the solution of systems of ordinary differential equations that take into account the relaxation source terms. In this work we propose a novel numerical procedure for chemical relaxation that can efficiently describe arbitrary-rate mass transfer, both slow finite-rate processes and stiff instantaneous ones. The main idea consists in describing the relaxation process by a system of ordinary differential equations that admits an analytical semi-exact exponential solution. This relaxation system is built by employing the relaxed models that can be derived analytically from the parent three-phase flow model in the limit of instantaneous mechanical and thermal relaxation processes, in order to guarantee the constraints of pressure and temperature equilibrium during phase transition. Some numerical experiments in one and two dimensions are presented to show the effectiveness of the proposed method.
我们用之前研究过的具有瞬时压力松弛的双曲单速三相可压缩流动模型来描述液-气-气流动。该模型包括热松弛项来解释传热,化学松弛项来描述液相和气相之间的传质。为了对模型系统进行数值求解,我们使用分数阶方法,在通过有限体积hc型格式的齐次系统的解和考虑松弛源项的常微分方程系统的解之间交替进行。在这项工作中,我们提出了一种新的化学弛豫数值程序,可以有效地描述任意速率的传质,包括缓慢的有限速率过程和僵硬的瞬时过程。其主要思想在于用一个常微分方程系统来描述松弛过程,该系统允许解析半精确指数解。为了保证相变过程中压力和温度平衡的约束,该松弛系统采用了在瞬时力学和热松弛过程极限下由母三相流模型解析导出的松弛模型。通过一维和二维数值实验验证了该方法的有效性。
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引用次数: 0
A pressure-based hybrid framework for sub- and supersonic compressible two-phase flow with non-equilibrium phase change 具有非平衡相变的亚超音速可压缩两相流的压力混合框架
IF 3 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-11-11 DOI: 10.1016/j.compfluid.2025.106912
Lubing Xu , Yanfei Li , Xiao Ma , Hengjie Guo , Shijin Shuai , Alexander Alekseevich Shevelev , Matvey Kraposhin
Pressure-based hybrid Kurganov-Noelle-Petrova (KNP) -PIMPLE algorithms have been widely used in all-Mach compressible flows to ensure the solution stability and maintaining physical consistency, but it suffers from high numerical diffusion at contact discontinuities and resulting in non-physical numerical oscillations at the two-phase regions, limiting the physical understanding of non-equilibrium phase change (flash boiling). In this work, a new hybrid solver named twoPhaseMixingHLLCFoam was proposed to avoid the drawbacks with three improvements: 1) Harten-Lax-van Leer-Contact (HLLC) scheme was used to replace the KNP scheme as a part of the hybrid framework to reduce the numerical diffusion; 2) The interpolation method of sound speed for Riemann solvers was modified to correctly reproduce the sound speed in two-phase buffer regions; 3) A new blending function based on local sound speed for identification of compressible and incompressible regimes was introduced.
The solver has been verified and validated against the analytical and experimental results. The improvement in numerical diffusion and the capability to resolve the pressure waves and shock waves propagation in gas-gas, gas-liquid and liquid-liquid flows were verified by a series of typical 1D cases. Then, the solver’s capability in resolving complex flow structures using 2D cases was demonstrated, especially in terms of the effectiveness of the transition between compressible and incompressible fluxes for all-Mach flows containing sub-, tran- and supersonic regimes simultaneously. Finally, a numerical study of acetone flash boiling jet has been conducted to demonstrate the solver’s capability of resolving under-expanded compressible two-phase jets with phase change. Scaling tests have shown that parallel performance of the new and original hybrid solvers is almost the same. Due to the adoption of a generalized mixture model, the new solver can be extended to multicomponent and even multiphase scenarios.
基于压力的Kurganov-Noelle-Petrova (KNP) -PIMPLE混合算法被广泛应用于全马赫可压缩流动,以保证溶液的稳定性和保持物理一致性,但它在接触不连续处存在高数值扩散,导致两相区域的非物理数值振荡,限制了对非平衡相变(闪沸)的物理理解。本文提出了一种新的混合求解器,命名为twoPhaseMixingHLLCFoam,并对其进行了三方面的改进:1)使用Harten-Lax-van Leer-Contact (HLLC)格式代替KNP格式作为混合框架的一部分,以减少数值扩散;2)改进了Riemann求解器的声速插值方法,使其能够正确再现两相缓冲区的声速;3)提出了一种基于局部声速的可压缩和不可压缩混合函数。根据分析和实验结果对求解器进行了验证和验证。通过一系列典型一维算例验证了数值扩散的改善以及对气-气、气-液和液-液流动中压力波和激波传播的解析能力。然后,证明了求解器在二维情况下求解复杂流动结构的能力,特别是在同时包含亚、跨和超声速的全马赫数流动中可压缩和不可压缩流体之间转换的有效性。最后,对丙酮闪蒸射流进行了数值研究,验证了该求解器对欠膨胀可压缩相变两相射流的求解能力。尺度测试表明,新混合求解器的并行性能与原混合求解器基本相同。由于采用了广义混合模型,新求解器可以推广到多组分甚至多相场景。
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引用次数: 0
Mimetic differences and pseudo symplectic Runge Kutta methods for incompressible Navier Stokes equations 不可压缩Navier Stokes方程的模拟差分和伪辛Runge Kutta方法
IF 3 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-11-11 DOI: 10.1016/j.compfluid.2025.106898
Anand Srinivasan , Perry Johnson , José Castillo
The control of aliasing errors arising from the non-linear convective terms in the incompressible Navier Stokes equation requires care when investigating turbulent flow regimes. Discretization schemes that fail to mirror the conservation properties such as global kinetic energy (which is inherent to the continuum form) can result in spurious numerical energy build-up for turbulent flow simulations. Mimetic difference methods that operate on a staggered grid satisfy a discrete version of the continuum conservation laws, thereby resulting in more accurate numerical simulations. The high order mimetic operators of Corbino-Castillo using a skew-symmetric formulation is considered in the present work. On the temporal side, pseudo symplectic methods are investigated to obtain global kinetic energy preserving numerical solutions of the NS equations in turbulent flow regimes. Numerical examples highlighting the implementation of the mimetic pseudo symplectic schemes are also presented.
不可压缩的Navier Stokes方程中非线性对流项引起的混叠误差的控制在研究湍流型时需要注意。如果离散化方案不能反映全局动能(这是连续体形式固有的)等守恒特性,则可能导致湍流模拟中虚假的数值能量积累。在交错网格上运行的模拟差分方法满足连续介质守恒定律的离散版本,从而产生更精确的数值模拟。本文研究了利用偏对称公式的高阶模拟算子Corbino-Castillo。在时间方面,研究了伪辛方法,以获得湍流状态下NS方程的全局保动能数值解。文中还给出了仿真伪辛格式的具体实现实例。
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引用次数: 0
A solver-agnostic Lagrangian approach for efficient particle tracking in unsteady multiphase flows 非定常多相流中有效粒子跟踪的求解器不可知拉格朗日方法
IF 3 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-11-11 DOI: 10.1016/j.compfluid.2025.106914
Yimeng Du , Zhendong Jin , Chengjun Zhang , Yan Cui , Yulong Wang , Rongxuan Hu , Peng Gao , Martin Sommerfeld
This work introduces a novel one-way coupled Lagrangian Particle Tracking (LPT) approach that demonstrates strong compatibility with various fluid solvers, enabling efficient particle tracking in unsteady flows. By utilizing the standard Visualization Toolkit (VTK) format, this method efficiently manages data by loading sampled instantaneous flow data, significantly reducing computational costs while tracking multiple particle properties. Crucially, this decoupling from fluid solvers allows researchers to rapidly prototype and validate new LPT models without rerunning the underlying CFD simulations, thereby dramatically accelerating iterative model development. Consequently, the method requires that the time interval be sufficiently fine to capture key flow characteristics, while the total time span covers the complete evolutionary process of the flow. Extensive numerical validations confirm its accuracy and versatility across diverse flow scenarios, including Couette and Poiseuille flows, lid-driven cavity flow, backward-facing step flow, and 90° duct bend flow. Its effectiveness in pharmaceutical aerosol applications—encompassing respiratory and dry-powder inhalers—further highlights its scalability and physical fidelity. The approach's flexibility supports the integration of complex physical models and offers a user-friendly interface through the open-source software ParaView®. This innovation not only addresses challenges faced by engineers using commercial Computational Fluid Dynamics (CFD) software but also transforms the research workflow by enabling agile exploration of particle physics, thus expediting discovery timelines in multiphase flow studies.
这项工作介绍了一种新的单向耦合拉格朗日粒子跟踪(LPT)方法,该方法与各种流体求解器具有很强的兼容性,可以在非定常流动中实现有效的粒子跟踪。通过使用标准的可视化工具包(VTK)格式,该方法通过加载采样的瞬时流数据来有效地管理数据,在跟踪多个粒子属性时显著降低了计算成本。至关重要的是,这种与流体求解器的解耦使研究人员能够快速构建和验证新的LPT模型,而无需重新运行底层CFD模拟,从而大大加快了迭代模型的开发。因此,该方法要求时间间隔足够细,以捕捉关键的流动特征,而总时间跨度涵盖了流动的完整演化过程。大量的数值验证证实了其在不同流动场景下的准确性和通用性,包括Couette和Poiseuille流动、盖子驱动的腔体流动、向后台阶流动和90°管道弯曲流动。它在医药气溶胶应用中的有效性——包括呼吸和干粉吸入器——进一步突出了它的可扩展性和物理保真度。该方法的灵活性支持复杂物理模型的集成,并通过开源软件ParaView®提供用户友好的界面。这一创新不仅解决了工程师使用商业计算流体动力学(CFD)软件所面临的挑战,而且通过实现对粒子物理的敏捷探索,改变了研究工作流程,从而加快了多相流研究的发现时间。
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引用次数: 0
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