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A two-stage reliable computational scheme for stochastic unsteady mixed convection flow of Casson nanofluid 卡松纳米流体随机非稳态混合对流的两阶段可靠计算方案
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-02-02 DOI: 10.1002/fld.5264
Yasir Nawaz, Muhammad Shoaib Arif, Amna Nazeer, Javeria Nawaz Abbasi, Kamaleldin Abodayeh

Researchers can incorporate uncertainties in computational fluid dynamics (CFD) that go beyond the inaccuracies caused by numerical discretization thanks to stochastic simulations. This study confirms the validity of current stochastic modeling tools by providing examples of stochastic simulations in conjunction with numerical solutions for incompressible flows. A numerical technique for solving deterministic and stochastic models is developed in this work. Our approach employs the Euler-Maruyama method for stochastic modeling, representing a stochastic version of the third-order explicit-implicit scheme. For the deterministic model, the scheme is third-order accurate. The consistency and stability of the constructed scheme are provided in the mean square sense. The scheme is the predictor–corrector type that is built on two time levels. Moreover, a mathematical model of the Casson nanofluid flow with variable thermal conductivity is given with the effect of the chemical reaction. The appropriate transformations are used to condense the set of partial differential equations (PDEs) down to one that is dimensionless. The scheme is applied for the deterministic and stochastic models of dimensionless flow problems. The velocity profile's deterministic and stochastic behavior are shown using contour plots. Results show that growing values of the thermal mixed convection parameter enhance the velocity profile. This article presents the progress made in stochastic computational fluid dynamics (SCFD) and highlights the energy-related aspects of our discoveries. Our computational approach and stochastic modeling techniques provide new insights into the energy properties of Casson nanofluid flow, specifically regarding the variability of thermal conductivity and chemical processes. Our objective is to clarify the complex interaction of these factors on energy dynamics. This article presents a contemporary summary of the latest SCFD advancements. Additionally, it highlights potential directions for future research and unresolved issues that require attention from the members of the field of computational mathematics.

由于采用了随机模拟,研究人员可以在计算流体动力学(CFD)中加入不确定性因素,而这些不确定性因素超出了数值离散化造成的误差。本研究通过提供随机模拟与不可压缩流数值求解相结合的实例,证实了当前随机建模工具的有效性。本研究开发了一种用于求解确定性和随机模型的数值技术。我们的方法采用欧拉-Maruyama 方法进行随机建模,代表了三阶显隐方案的随机版本。对于确定性模型,该方案具有三阶精度。所构建方案的一致性和稳定性是在均方意义上提供的。该方案是建立在两个时间层次上的预测-校正类型。此外,在化学反应的影响下,给出了导热系数可变的 Casson 纳米流体流动的数学模型。通过适当的变换,将偏微分方程(PDE)浓缩为无量纲方程。该方案适用于无量纲流动问题的确定性和随机模型。等值线图显示了速度剖面的确定性和随机性行为。结果表明,热混合对流参数值的增加会增强速度剖面。本文介绍了在随机计算流体动力学(SCFD)方面取得的进展,并重点介绍了我们发现的与能量相关的方面。我们的计算方法和随机建模技术为卡松纳米流体流动的能量特性,特别是热导率和化学过程的可变性提供了新的见解。我们的目标是阐明这些因素对能量动力学的复杂相互作用。本文总结了 SCFD 的最新进展。此外,它还强调了未来研究的潜在方向以及需要计算数学领域成员关注的未决问题。
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引用次数: 0
Multiphase lattice Boltzmann flux solver with conservative Allen-Cahn model for modeling high-density-ratio flows 采用保守艾伦-卡恩模型的多相晶格玻尔兹曼流量求解器,用于模拟高密度比流动
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-01-30 DOI: 10.1002/fld.5265
Z. Chen, Y. H. Sun

In this paper, the Allen-Cahn-Multiphase lattice Boltzmann flux solver (AC-MLBFS) is proposed as a new and effective numerical simulation method for multiphase flows with high density ratios. The MLBFS resolves the macroscopic governing equations with the finite volume method and reconstructs numerical fluxes on the cell interface from local solutions to the lattice Boltzmann equation, which combines the advantages of conventional Navier–Stokes solvers and lattice Boltzmann methods for simulating incompressible multiphase flows while alleviating their limitations. Previous MLBFS-based multiphase solvers performed poorly in mass conservation, which might be caused by the excessive numerical diffusion in the Cahn-Hilliard (CH) model used as the interface tracking algorithm. To resolve this problem, the present method proposes using the conservative Allen-Cahn (AC) model as the interfacial tracking algorithm, which can ease the numerical implementation by removing high order derivative terms and alleviate mass leakage by enforcing local mass conservation in the physical model. Numerical validations will be carried out through benchmark tests at high density ratios and in extreme conditions with large Reynolds or Weber numbers. Through these examples, the accuracy and robustness as well as the mass conservation characteristics of the proposed method are demonstrated.

本文提出了 Allen-Cahn 多相晶格玻尔兹曼通量求解器(AC-MLBFS),作为一种新的、有效的高密度比多相流数值模拟方法。MLBFS 采用有限体积法求解宏观调控方程,并根据晶格玻尔兹曼方程的局部解重建单元界面上的数值通量,它结合了传统纳维-斯托克斯求解器和晶格玻尔兹曼方法在模拟不可压缩多相流方面的优势,同时缓解了它们的局限性。以前基于 MLBFS 的多相求解器在质量守恒方面表现不佳,这可能是由于用作界面跟踪算法的 Cahn-Hilliard 模型中数值扩散过多造成的。为了解决这个问题,本方法提出使用保守的 Allen-Cahn 模型作为界面跟踪算法,它可以通过去除高阶导数项来简化数值执行,并通过在物理模型中强制执行局部质量守恒来减轻质量泄漏。数值验证将通过高密度比和大雷诺数或韦伯数极端条件下的基准测试来进行。通过这些例子,将证明所提方法的准确性和稳健性以及质量守恒特性。
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引用次数: 0
Assessment of implicit adaptive mesh-free CFD modelling 隐式自适应无网格 CFD 建模评估
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-01-27 DOI: 10.1002/fld.5266
Tao Zhang, George N. Barakos

This work presents details and assesses implicit and adaptive mesh-free CFD modelling approaches, to alleviate laborious mesh generation in modern CFD processes. A weighted-least-squares-based, mesh-free, discretisation scheme was first derived for the compressible RANS equations, and the implicit dual-time stepping was adopted for improved stability and convergence. A novel weight balancing concept was introduced to improve the mesh-free modelling on highly irregular point clouds. Automatic point cloud generations based on strand and level-set points were also discussed. A novel, polar selection approach, was also introduced to establish high-quality point collocations. The spatial accuracy and convergence properties were validated using 2D and 3D benchmark cases. The impact of irregular point clouds and various point collocation search methods were evaluated in detail. The proposed weight balancing and the polar selection approaches were found capable of improving the mesh-free modelling on highly irregular point clouds. The mesh-free flexibility was then exploited for adaptive modelling. Various adaptation strategies were assessed using simulations of an isentropic vortex, combining different point refinement mechanisms and collocation search methods. The mesh-free modelling was then successfully applied to transonic aerofoil simulations with automated point generation. A weighted pressure gradient metric prioritising high gradient regions with large point sizes was introduced to drive the adaptation. The mesh-free adaptation was found to effectively improve the shock resolution. The results highlight the potential of mesh-free methods in alleviating the meshing bottleneck in modern CFD.

本研究详细介绍并评估了隐式和自适应无网格 CFD 建模方法,以减轻现代 CFD 过程中网格生成的工作量。首先为可压缩 RANS 方程推导了基于加权最小二乘法的无网格离散化方案,并采用隐式双时间步进来提高稳定性和收敛性。引入了一个新颖的权重平衡概念,以改进高度不规则点云的无网格建模。此外,还讨论了基于股和水平集点的自动点云生成。此外,还引入了一种新颖的极点选择方法,以建立高质量的点配位。使用二维和三维基准案例验证了空间精度和收敛特性。详细评估了不规则点云和各种点配准搜索方法的影响。发现所提出的权重平衡和极点选择方法能够改善高度不规则点云的无网格建模。无网格灵活性随后被用于自适应建模。通过对等熵涡的模拟,结合不同的点细化机制和拼位搜索方法,对各种适应策略进行了评估。无网格建模随后被成功应用于自动生成点的跨音速气膜模拟。为驱动自适应,引入了加权压力梯度度量,优先考虑具有大点尺寸的高梯度区域。结果发现,无网格适应可有效提高冲击分辨率。结果凸显了无网格方法在缓解现代 CFD 网格瓶颈方面的潜力。
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引用次数: 0
A comparative investigation of a time-dependent mesh method and physics-informed neural networks to analyze the generalized Kolmogorov–Petrovsky–Piskunov equation 分析广义科尔莫戈罗夫-彼得罗夫斯基-皮斯库诺夫方程的时变网格法和物理信息神经网络的比较研究
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-01-18 DOI: 10.1002/fld.5259
Saad Sultan, Zhengce Zhang

The Kolmogorov–Petrovsky–Piskunov (KPP) partial differential equation (PDE) is solved in this article using the moving mesh finite difference technique (MMFDM) in conjunction with physics-informed neural networks (PINNs). We construct a time-dependent mesh to obtain approximate solutions for the KPP problem. The temporal derivative is discretized using a backward Euler, while the spatial derivatives are discretized using a central implicit difference scheme. Depending on the error measure, several moving mesh partial differential equations (MMPDEs) are employed along the arc-length and curvature mesh density functions (MDF). The proposed strategy has been suggested to yield remarkably precise and consistent results. To find the approximate solution, we additionally employ physics-informed neural networks (PINNs) to compare the outcomes of the adaptive moving mesh approach. It has been observed that solutions obtained using the moving mesh method (MMM) are sufficiently accurate, and the absolute error is also much lower than the PINNs.

本文使用移动网格有限差分技术(MMFDM)结合物理信息神经网络(PINNs)求解了 Kolmogorov-Petrovsky-Piskunov (KPP) 偏微分方程(PDE)。我们构建了一个随时间变化的网格,以获得 KPP 问题的近似解。时间导数采用后向欧拉法离散,空间导数采用中心隐式差分方案离散。根据误差度量,沿着弧长和曲率网格密度函数(MDF)采用了多个移动网格偏微分方程(MMPDE)。研究表明,所提出的策略能产生非常精确和一致的结果。为了找到近似解,我们还采用了物理信息神经网络(PINN)来比较自适应移动网格方法的结果。结果表明,使用移动网格法(MMM)得到的解足够精确,绝对误差也比 PINNs 低得多。
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引用次数: 0
Unconditionally stable fully-discrete finite element numerical scheme for active fluid model 主动流体模型的无条件稳定全离散有限元数值方案
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-01-18 DOI: 10.1002/fld.5260
Bo Wang, Yuxing Zhang, Guang-an Zou

In this paper, we propose a linear, decoupled, unconditionally stable fully-discrete finite element scheme for the active fluid model, which is derived from the gradient flow approach for an effective non-equilibrium free energy. The developed scheme is employed by an implicit-explicit treatment of the nonlinear terms and a second-order Gauge–Uzawa method for the decoupling of computations for the velocity and pressure. We rigorously prove the unique solvability and unconditional stability of the proposed scheme. Several numerical tests are presented to verify the accuracy, stability, and efficiency of the proposed scheme. We also simulate the self-organized motion under the various external body forces in 2D and 3D cases, including the motion direction of active fluid from disorder to order. Numerical results show that the scheme has a good performance in accurately capturing and handling the complex dynamics of active fluid motion.

本文针对主动流体模型提出了一种线性、解耦、无条件稳定的全离散有限元方案,该方案源自有效非平衡自由能的梯度流方法。所开发的方案通过对非线性项的隐式-显式处理和二阶 Gauge-Uzawa 方法来实现速度和压力计算的解耦。我们严格证明了所提方案的唯一可解性和无条件稳定性。为了验证所提方案的准确性、稳定性和效率,我们进行了多次数值测试。我们还模拟了二维和三维情况下各种外力作用下的自组织运动,包括活动流体从无序到有序的运动方向。数值结果表明,该方案在准确捕捉和处理活动流体运动的复杂动力学特性方面具有良好的性能。
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引用次数: 0
A finite element model for concentration polarization and osmotic effects in a membrane channel 膜通道中浓度极化和渗透效应的有限元模型
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-01-09 DOI: 10.1002/fld.5252
Nicolás Carro, David Mora, Jesus Vellojin

In this article, we study a mathematical model that represents the concentration polarization and osmosis effects in a reverse osmosis cross-flow channel with dense membranes at some of its boundaries. The fluid is modeled using the Navier–Stokes equations and the solution-diffusion is used to impose the momentum balance on the membrane. The scheme consist of a conforming finite element method with the velocity–pressure formulation for the Navier–Stokes equations, together with a primal scheme for the convection–diffusion equations. The Nitsche's method is used to impose the permeability condition across the membrane. Several numerical experiments are performed to show the robustness of the method. The resulting model accurately replicates the analytical models and predicts similar results to previous works. It is found that the submerged configuration has the highest permeate production, but also has the greatest pressure loss of all three configurations studied.

在本文中,我们研究了一个数学模型,该模型表示了反渗透横流通道中的浓度极化和渗透效应,该通道的部分边界上有致密膜。流体采用纳维-斯托克斯方程建模,并利用解-扩散对膜施加动量平衡。该方案包括纳维-斯托克斯方程的速度-压力公式的符合有限元法,以及对流-扩散方程的基元方案。尼采方法用于施加跨膜渗透条件。为显示该方法的稳健性,进行了多次数值实验。所得到的模型精确地复制了分析模型,并预测了与之前工作相似的结果。研究发现,在所研究的三种配置中,浸没配置的渗透产量最高,但压力损失也最大。
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引用次数: 0
Piecewise circular interface construction using height functions 利用高度函数构建分片圆形界面
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-01-04 DOI: 10.1002/fld.5256
Ram Kumar Maity, T. Sundararajan, K. Velusamy

A piecewise circular interface construction (PCIC) method is described, where height functions based curvature estimates are directly utilised for accurate interface reconstruction under the framework of volume of fluid method. The present work is an attempt to develop a robust and accurate higher order interface reconstruction algorithm that is capable of accurate simulation of surface tension dominated flows. The proposed hybrid method (H-PCIC) is thus able to take advantage of merits of both PCIC and HF methods, achieving at least second order convergence with respect to both interface reconstruction and curvature computation. This is in addition to the significantly superior quality of the reconstructed interface with respect to PLIC methods. This seamless blending of the HF and PCIC quantities is enabled by c0-correction procedures applied to base PLIC and initial PCIC steps. More recent variants of the height function method with variable stencil size are used for calculation of radius of curvature. The capability of this proposed method towards simulation of flow problems within a well-balanced two-phase solver is established with help of multiple complex two-phase flow problems. This validation exercise also demonstrates the capability of PCIC class of methods towards solutions of two-phase flows with intricate physics.

本文介绍了一种片状圆形界面构建(PCIC)方法,在该方法中,基于高度函数的曲率估算直接用于流体体积法框架下的精确界面重建。本研究试图开发一种稳健、精确的高阶界面重构算法,能够精确模拟表面张力主导的流动。因此,所提出的混合方法(H-PCIC)能够利用 PCIC 和高频方法的优点,在界面重建和曲率计算方面至少达到二阶收敛。此外,与 PLIC 方法相比,重建界面的质量也有显著提高。这种高频和 PCIC 量的无缝融合是通过应用于基本 PLIC 和初始 PCIC 步骤的 c0 修正程序实现的。在计算曲率半径时,使用了高度函数法的最新变体,其模板尺寸可变。在多个复杂两相流问题的帮助下,证明了所提出的方法在平衡良好的两相流求解器中模拟流动问题的能力。这项验证工作还证明了 PCIC 类方法在解决复杂物理两相流问题方面的能力。
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引用次数: 0
General vorticity-streamfunction formulation for incompressible binary flow with arbitrary density ratio 具有任意密度比的不可压缩二元流的一般涡度-流函数公式
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-01-01 DOI: 10.1002/fld.5257
Yanan Zhu, Yongchang Yang, Feng Ren

The classical vorticity-streamfunction formulation (VSF) can avoid the difficulty in the calculation of pressure gradient term of the Navier Stokes equation via eliminating pressure gradient term from the theoretical basis. Within this context we propose a general VSF, together with redefined vorticity and streamfunction, so as to realize numerically stable and reliable simulations of binary fluids with an arbitrary density contrast. By incorporating the interface-tracking phase-field model based on the conservative Allen-Cahn equation [Phys. Rev. E 94, 023311 (2016)], the binary flow simulation framework is established. Numerical tests are conducted using the Lattice Boltzmann method (LBM), which is usually regarded as an easy-to-use tool for solving the Navier–Stokes equation but generally suffers from the drawback of not being capable of enforcing incompressibility. The LBM herein functions as a numerical tool for solving the vorticity transport equation, the streamfunction equation, and the conservative Allen-Cahn equation. Three two-dimensional benchmark cases, i.e., the Capillary wave, the Rayleigh–Taylor instability, and the droplet splashing on a thin liquid film, are discussed in detail to verify the present methodology. Results show good agreements with both analytical predictions and literature data, as well as good numerical stability in terms of high density ratio and high Reynolds number. Overall, the general VSF inherits the intrinsic superiority of the classical VSF in enforcing incompressibility, and offers a useful and reliable alternative for binary flow modeling.

经典的涡度-流函数公式(VSF)可以通过从理论基础中消除压力梯度项来避免纳维-斯托克斯方程中压力梯度项计算的困难。在此背景下,我们提出了一种通用的 VSF,并重新定义了涡度和流函数,以实现对任意密度对比的二元流体进行数值上稳定可靠的模拟。通过结合基于保守艾伦-卡恩方程的界面跟踪相场模型[Phys. Rev. E 94, 023311 (2016)],二元流模拟框架得以建立。数值测试使用晶格玻尔兹曼法(LBM)进行,该方法通常被视为求解纳维-斯托克斯方程的易用工具,但普遍存在无法强制执行不可压缩性的缺点。本文中的 LBM 是一种数值工具,用于求解涡度传输方程、流函数方程和保守的 Allen-Cahn 方程。详细讨论了三个二维基准案例,即毛细管波、瑞利-泰勒不稳定性和液滴溅落在薄液膜上,以验证本方法。结果表明,该方法与分析预测和文献数据都很吻合,而且在高密度比和高雷诺数条件下具有良好的数值稳定性。总之,一般 VSF 继承了经典 VSF 在执行不可压缩性方面的固有优势,为二元流动建模提供了一种有用而可靠的替代方法。
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引用次数: 0
Scaled ILU smoothers for Navier–Stokes pressure projection 用于纳维-斯托克斯压力投影的按比例 ILU 平滑器
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-12-28 DOI: 10.1002/fld.5254
Stephen Thomas, Arielle Carr, Paul Mullowney, Katarzyna Świrydowicz, Marcus Day

Incomplete LU (ILU) smoothers are effective in the algebraic multigrid (AMG) V$$ V $$-cycle for reducing high-frequency components of the error. However, the requisite direct triangular solves are comparatively slow on GPUs. Previous work has demonstrated the advantages of Jacobi iteration as an alternative to direct solution of these systems. Depending on the threshold and fill-level parameters chosen, the factors can be highly nonnormal and Jacobi is unlikely to converge in a low number of iterations. We demonstrate that row scaling can reduce the departure from normality, allowing us to replace the inherently sequential solve with a rapidly converging Richardson iteration. There are several advantages beyond the lower compute time. Scaling is performed locally for a diagonal block of the global matrix because it is applied directly to the factor. Further, an ILUT Schur complement smoother maintains a constant GMRES iteration count as the number of MPI ranks increases, and thus parallel strong-scaling is improved. Our algorithms have been incorporated into hypre, and we demonstrate improved time to solution for linear systems arising in the Nalu-Wind and PeleLM pressure solvers. For large problem sizes, GMRES+$$ + $$AMG executes at least five times faster when using iterative triangular solves compared with direct solves on massively parallel GPUs.

在代数多网格 (AMG) V$$ V $$ 周期中,不完整 LU(ILU)平滑器能有效减少误差的高频成分。然而,所需的直接三角求解在 GPU 上速度相对较慢。之前的工作已经证明了雅可比迭代作为直接求解这些系统的替代方法的优势。根据所选阈值和填充级参数的不同,因子可能非常不正常,雅可比不太可能在较少的迭代次数内收敛。我们证明,行缩放可以减少对正态性的偏离,从而用快速收敛的理查森迭代取代固有的顺序求解。除了计算时间更短之外,还有其他一些优势。由于缩放是直接应用于因子的,因此是对全局矩阵的对角块进行局部缩放。此外,随着 MPI 级数的增加,ILUT 舒尔补平滑器能保持恒定的 GMRES 迭代次数,从而改进并行强缩放。我们的算法已被集成到 hypre 中,并演示了 Nalu-Wind 和 PeleLM 压力求解器中出现的线性系统求解时间的改进。对于大型问题,在大规模并行 GPU 上使用三角迭代求解与直接求解相比,GMRES+$$+$AMG 的执行速度至少快五倍。
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引用次数: 0
A novel coupled Euler–Lagrange method for high resolution shock and discontinuities capturing 用于高分辨率冲击和不连续性捕捉的新型欧拉-拉格朗日耦合方法
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-12-17 DOI: 10.1002/fld.5255
Ziyan Jin, Jianguo Ning, Xiangzhao Xu

The accurate capturing of shock waves by numerical methods has long been a focus of attention in engineering owing to singularity problems in discontinuities. In this article, a novel coupled Euler–Lagrange method (CELM) is proposed to capture shock waves and discontinuities with high resolution and high order of mapping accuracy. CELM arranges the Lagrange particles on an Euler grid to track the discontinuous points automatically, and the data pertaining to the grids and particles interact via a weighted mutual mapping method that not only achieves fourth-order accuracy in a smooth area of the solution but also maintains a steep discontinuous transition in the discontinuous area. In the virtual particle method, virtual particles are derived from the existing real particles; thus, the inflow and outflow of the particles and interpolation accuracy of the boundary are more easily realized. An accuracy test and energy convergence test demonstrated the fourth-order convergence accuracy and low energy dissipation of the CELM; the method exhibited lower error and better conservation ability than high-precision schemes such as WENO3 and WENO5. The Sod shock tube problem and Woodward–Colella problem showed higher discontinuity resolution of the CELM and ability to accurately track discontinuity points. Examples of Riemann problems were employed to prove that the CELM exhibits lower dissipation and higher shock resolution than WENO3 and WENO5. The CELM also showed an accurate structure based on particle distribution. Shockwave diffraction tests were conducted to prove that the CELM results showed good agreement with the experimental data and exhibited an accurate expansion wave. The CELM can also accurately simulate the collision of an expansion wave and vortex.

由于不连续面的奇异性问题,用数值方法精确捕捉冲击波一直是工程领域关注的焦点。本文提出了一种新颖的欧拉-拉格朗日耦合方法(CELM),以高分辨率和高阶映射精度捕捉冲击波和不连续面。CELM 将拉格朗日粒子布置在欧拉网格上,自动跟踪不连续点,网格和粒子的相关数据通过加权相互映射法进行交互,不仅在解的平滑区域达到四阶精度,而且在不连续区域保持陡峭的不连续过渡。在虚拟粒子法中,虚拟粒子来源于现有的真实粒子,因此更容易实现粒子的流入和流出以及边界的插值精度。精度测试和能量收敛测试表明,CELM 具有四阶收敛精度和低能量耗散;与 WENO3 和 WENO5 等高精度方案相比,该方法误差更小,守恒能力更强。Sod 冲击管问题和 Woodward-Colella 问题显示了 CELM 更高的不连续性分辨率和精确跟踪不连续性点的能力。通过黎曼问题的实例证明,CELM 比 WENO3 和 WENO5 具有更低的耗散和更高的冲击分辨率。CELM 还显示了基于粒子分布的精确结构。冲击波衍射测试证明,CELM 的结果与实验数据十分吻合,并显示出精确的膨胀波。CELM 还能精确模拟膨胀波和涡旋的碰撞。
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引用次数: 0
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International Journal for Numerical Methods in Fluids
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