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Adjoint-based optimisation of time- and span-periodic flow fields with Space–Time Spectral Method: Application to non-linear instabilities in compressible boundary layer flows 基于时空谱法的时间和跨度周期流场优化:应用于可压缩边界层流中的非线性不稳定性
IF 2.5 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-27 DOI: 10.1016/j.compfluid.2024.106386
Arthur Poulain , Cédric Content , Aldo Schioppa , Pierre Nibourel , Georgios Rigas , Denis Sipp

We aim at computing time- and span-periodic flow fields in span-invariant configurations. The streamwise and cross-stream derivatives are discretised with finite volumes while time and the span-direction are handled with pseudo-spectral Fourier-collocation methods. Doing so, we extend the classical Time Spectral Method (TSM) to a Space–Time Spectral Method (S-TSM), by considering non-linear interactions of a finite number of time and span harmonics. For optimisation, we introduce an adjoint-based framework that allows efficient computation of the gradient of any cost functional with respect to a large-dimensional control parameter. Both theoretical and numerical aspects of the methodology are described: evaluation of matrix–vector products with S-TSM Jacobian (or its transpose) by algorithmic differentiation, solution of fixed-points with quasi-Newton method and de-aliasing in time and space, solution of direct and adjoint linear systems by iterative algorithms with a block-circulant preconditioner, performance assessment in CPU time and memory. We illustrate the methodology on the case of 3D instabilities (first Mack mode) triggered within a developing adiabatic boundary layer at M = 4.5. A gradient-ascent method allows to identify a finite-amplitude 3D forcing that triggers a non-linear response exhibiting the strongest time- and span-averaged drag on the flat-plate. In view of flow control, a gradient-descent method finally determines a finite amplitude 2D wall-heat flux that minimises the averaged drag of the plate in presence of the previously determined non-linear optimal forcing.

我们的目标是计算跨度不变配置中的时间和跨度周期流场。流向导数和横流导数采用有限体积离散法,而时间和跨度方向则采用伪谱傅里叶定位法。在此过程中,通过考虑有限数量的时间和跨度谐波的非线性相互作用,我们将经典的时间频谱法(TSM)扩展为时空频谱法(S-TSM)。在优化方面,我们引入了一个基于邻接的框架,可以高效计算任何成本函数相对于大维度控制参数的梯度。我们从理论和数值两方面对该方法进行了描述:通过算法微分对具有 S-TSM 雅各布(或其转置)的矩阵向量积进行评估,用准牛顿法解决定点问题,并在时间和空间上进行去锯齿处理,用具有块环流预处理器的迭代算法解决直接和邻接线性系统问题,以及在 CPU 时间和内存方面进行性能评估。我们以 M = 4.5 时在发展中绝热边界层内引发的三维不稳定性(第一 Mack 模式)为例说明了该方法。梯度上升法可以确定一个有限振幅的三维强迫,该强迫会触发非线性响应,在平板上表现出最强的时间和跨度平均阻力。考虑到流动控制,梯度下降法最终确定了一个有限幅值的二维壁面热通量,在先前确定的非线性最佳强迫条件下,使平板的平均阻力最小。
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引用次数: 0
Lattice boltzmann investigation of droplet interactions with non-uniform chemically patterned surfaces 液滴与非均匀化学图案表面相互作用的晶格玻尔兹曼研究
IF 2.5 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-25 DOI: 10.1016/j.compfluid.2024.106377
Xiang Song , Linlin Fei , Haonan Peng , Xiaolong He

In this study, we employed a non-orthogonal, three-dimensional, multi-relaxation-time pseudo-potential lattice Boltzmann method, and investigate the behaviors of droplets impacting chemically patterned surfaces. We considered two interfaces: a hydrophobic/neutral strip on a hydrophilic wall (surface A), and a hydrophilic strip on a hydrophobic wall (surface B). The dynamics of impact, including the evolution of the morphology and the droplet spreading factor, were investigated under the influence of the difference in wettability, Weber number (We), and strip width. An increase in the wettability difference of surface A delayed droplet detachment and reduced the amplitude of oscillations, where this can be attributed to the surface tension and viscous dissipation, which had more time to weaken the strength of the jet. The magnitude of droplet detachment time initially increased with We but eventually decreased. As We is further increased, the ratio of viscous loss to the initial kinetic energy of the droplet is decreased and resulted in a shorter detachment time. The unbalanced Young's force significantly affected the evolution of the droplet on surface B. The mass of the droplet accumulated near the borderline of the strip and expanded along the y-axis under the influence of the inertial force, where this led to a larger spreading factor along the y-axis. In addition, the mass of the droplet on the hydrophobic wall affected the strength of the unbalanced Young's force. As the strip width increased, the spreading factor initially increased but then decreased along the y-axis owing to the combined action of inertial forces.

在本研究中,我们采用了非正交、三维、多松弛时间伪电位晶格玻尔兹曼方法,研究了液滴撞击化学图案表面的行为。我们考虑了两个界面:亲水壁上的疏水/中性条带(表面 A)和疏水壁上的亲水条带(表面 B)。在润湿性差异、韦伯数(We)和条带宽度的影响下,研究了冲击的动力学,包括形态和液滴扩散因子的演变。表面 A 的润湿性差异增大会延迟液滴脱离并减小振荡幅度,这可归因于表面张力和粘性耗散,它们有更多的时间削弱射流的强度。液滴脱离时间的大小最初随 We 值的增加而增加,但最终有所减少。随着 We 的进一步增大,粘性损耗与液滴初始动能的比值减小,导致脱离时间缩短。在惯性力的影响下,液滴的质量在条带边界线附近积累并沿 y 轴扩展,这导致沿 y 轴的扩展因子增大。此外,疏水壁上液滴的质量也会影响不平衡杨氏力的强度。随着条带宽度的增加,扩散因数开始增加,但由于惯性力的共同作用,沿 y 轴的扩散因数随之减小。
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引用次数: 0
Numerical study of perturbed shock driven instability in a dilute gas-particle mixture 稀薄气体-粒子混合物中受扰动冲击驱动的不稳定性的数值研究
IF 2.5 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-25 DOI: 10.1016/j.compfluid.2024.106378
Linfei Li , Tai Jin , Liyong Zou , Kun Luo , Jianren Fan

The effects of particles on the Richtmyer–Meshkov (RM) instability of a flat interface driven by perturbed and reflected shock waves are numerically investigated. By utilizing three different sizes of particles (d=5μm, 20μm and 50μm) and two types of heavy gases (SF6 and CO2), the effect of the presence of particles with different sizes on the RM instability and the dynamic process of particle diffusion have been explored, respectively. The evolution of interface morphology under smaller particle (d=5μm and 20μm) conditions bears a striking resemblance to that of the condition without particles while the large particles (d=50μm) contribute to the formation of many “wrinkles” on the interface due to the large particle size and particle inertia. The addition of particles with smaller size (d=5μm and 20μm) can either slightly inhibit or promote the growth of the mixing width at the late stage of the interface evolution, depending on the extent of interface evolution. Both the particle size and the type of heavy fluid are able to influence the particle motion.

本文对粒子对扰动和反射冲击波驱动的平坦界面的里氏不稳定性(Richtmyer-Meshkov,RM)的影响进行了数值研究。利用三种不同大小的颗粒(d=5μm、20μm 和 50μm)和两种重气体(SF6 和 CO2),分别探讨了不同大小颗粒的存在对 RM 不稳定性和颗粒扩散动态过程的影响。较小颗粒(d=5μm 和 20μm)条件下的界面形态演变与无颗粒条件下的界面形态演变惊人地相似,而大颗粒(d=50μm)由于粒径大和颗粒惯性,在界面上形成了许多 "皱纹"。根据界面演化的程度,加入粒度较小的颗粒(d=5μm 和 20μm)可以稍微抑制或促进界面演化后期混合宽度的增长。颗粒尺寸和重流体类型都能影响颗粒运动。
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引用次数: 0
A new type of high-order multi-resolution trigonometric WENO schemes with adaptive linear weights for hyperbolic conservation laws 一种新型高阶多分辨率三角函数 WENO 方案,具有双曲守恒定律的自适应线性权重
IF 2.5 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-20 DOI: 10.1016/j.compfluid.2024.106372
Yan Zhang , Jun Zhu

This article provides a series of high-order multi-resolution trigonometric weighted essentially non-oscillatory schemes with adaptive linear weights for solving hyperbolic conservation laws in a finite difference framework, which are termed as the MR-TWENO-ALW schemes. These new TWENO schemes only use the information defined on two unequal-sized spatial stencils and do not need to introduce other stencils to achieve optimal high-order accuracy. To increase the flexibility of the linear weights, we design an adaptive linear weight process which is an automatic adjustment of two linear weights with two simple conditions. This ensures the schemes to get the optimal order of accuracy in smooth regions, accurately approximate sharp gradients, and suppress high oscillations near strong discontinuities. These new MR-TWENO-ALW schemes can achieve high spectral resolution and maintain low computational cost in large scale engineering applications. And these new schemes are simple in the construction and could be extended to arbitrarily high-order accuracy on other computing meshes. Extensive one-dimensional and two-dimensional numerical examples are used to testify the feasibility of these new MR-TWENO-ALW schemes.

本文提供了一系列具有自适应线性权重的高阶多分辨率三角加权基本非振荡方案,用于在有限差分框架下求解双曲守恒定律,这些方案被称为 MR-TWENO-ALW 方案。这些新的 TWENO 方案仅使用定义在两个不等长空间模板上的信息,无需引入其他模板即可达到最佳高阶精度。为了提高线性权重的灵活性,我们设计了一种自适应线性权重过程,即在两个简单条件下自动调整两个线性权重。这确保了这些方案在平滑区域获得最佳精度阶次,精确逼近急剧梯度,并抑制强不连续性附近的高振荡。这些新的 MR-TWENO-ALW 方案可以实现高光谱分辨率,并在大规模工程应用中保持较低的计算成本。这些新方案构造简单,可在其他计算网格上扩展到任意高阶精度。大量一维和二维数值实例证明了这些新的 MR-TWENO-ALW 方案的可行性。
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引用次数: 0
Inconsistencies in unstructured geometric volume-of-fluid methods for two-phase flows with high density ratios 针对高密度比两相流的非结构化几何流体力学方法的不一致性
IF 2.5 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-20 DOI: 10.1016/j.compfluid.2024.106375
Jun Liu , Tobias Tolle , Davide Zuzio , Jean-Luc Estivalèzes , Santiago Marquez Damian , Tomislav Marić

Geometric flux-based Volume-of-Fluid (VOF) methods (Marić et al., 2020) are widely considered consistent in handling two-phase flows with high density ratios. However, although the conservation of mass and momentum is consistent for two-phase incompressible single-field Navier–Stokes equations without phase-change (Liu et al., 2023), discretization may easily introduce inconsistencies that result in very large errors or catastrophic failure. We apply the consistency conditions derived for the ρLENT unstructured Level Set/Front Tracking method (Liu et al., 2023) to flux-based geometric VOF methods (Marić et al., 2020), and implement our discretization into the plicRDF-isoAdvector geometrical VOF method (Roenby et al., 2016). We find that computing the mass flux by scaling the geometrically computed fluxed phase-specific volume can ensure equivalence between the mass conservation equation and the phase indicator (volume conservation) if consistent discretization schemes are chosen for the temporal and convective term. Based on the analysis of discretization errors, we suggest a consistent combination of the temporal discretization scheme and the interpolation scheme for the momentum convection term. We confirm the consistency by solving an auxiliary mass conservation equation with a geometrical calculation of the face-centered density (Liu et al., 2023). We prove the equivalence between these two approaches mathematically and verify and validate their numerical stability for density ratios within [1, 106] and viscosity ratios within [102, 105].

人们普遍认为,基于几何通量的流体体积(VOF)方法(Marić 等人,2020 年)在处理高密度比的两相流动时是一致的。然而,尽管质量和动量守恒对于无相变的两相不可压缩单场纳维-斯托克斯方程是一致的(Liu 等人,2023 年),但离散化很容易引入不一致,导致非常大的误差或灾难性的失败。我们将针对 ρLENT 非结构化水平集/前沿跟踪方法(Liu 等人,2023 年)得出的一致性条件应用于基于通量的几何 VOF 方法(Marić 等人,2020 年),并将我们的离散化方法应用于 plicRDF-isoAdvector 几何 VOF 方法(Roenby 等人,2016 年)。我们发现,如果为时间项和对流项选择一致的离散化方案,通过缩放几何计算的通量相位特定体积来计算质量通量,可以确保质量守恒方程和相位指标(体积守恒)之间的等价性。根据对离散误差的分析,我们建议将时间离散方案和动量对流项的插值方案进行一致的组合。我们通过求解辅助质量守恒方程和面心密度的几何计算(Liu 等人,2023 年)证实了两者的一致性。我们从数学上证明了这两种方法的等价性,并验证了它们在密度比[1, 106]和粘度比[102, 105]范围内的数值稳定性。
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引用次数: 0
REV-Scale study of miscible density-driven convection in porous media REV--多孔介质中混杂密度驱动对流的尺度研究
IF 2.5 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-20 DOI: 10.1016/j.compfluid.2024.106376
You Meng , Yifan Wang , Zhenghao Sun , Haoyu Wang , Yujun Chen , Gaojie Liu

Miscible density-driven convection in porous media has important implications for the long-term security of geological CO2 sequestration. In this study, a REV-scale lattice Boltzmann equation method based on the generalized Navier–Stokes equations was used to simulate density-driven convection in porous media, Thus, the effects of the Rayleigh number, the Darcy number, the Schmidt number, and the porosity of porous media can be discussed separately. The results show that density-driven convection only occurs when the Rayleigh–Darcy–Schmidt number RaD-S exceeds 102. The larger the Ra, the more disordered the concentration field, the earlier the convective phenomenon begins, and the more significant the convective mixing; The larger the Da, the finer the generated fingers. These findings provide important insights for the development of geological sequestration technologies.

多孔介质中的混溶密度驱动对流对二氧化碳地质封存的长期安全具有重要影响。本研究采用基于广义纳维-斯托克斯方程的 REV 尺度晶格玻尔兹曼方程方法模拟多孔介质中的密度驱动对流,从而可以分别讨论雷利数、达西数、施密特数和多孔介质孔隙率的影响。结果表明,只有当雷利数-达西数-施密特数 RaD-S 超过 102 时,才会发生密度驱动对流。Ra 越大,浓度场越无序,对流现象开始得越早,对流混合越明显;Da 越大,产生的指状物越细。这些发现为地质封存技术的发展提供了重要启示。
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引用次数: 0
Quantitative comparison of variational and sequential data assimilation techniques for one-dimensional initial-value problems of ideal MHD 理想 MHD 一维初值问题的变分和顺序数据同化技术的定量比较
IF 2.5 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-18 DOI: 10.1016/j.compfluid.2024.106373
J.H. Arnal, C.P.T. Groth

State-of-the-art predictions of the solar-wind and space weather phenomena are today largely based on the equations of magnetohydrodynamics (MHD). Despite their sophistication and success, the forecasting potential of global MHD models is often undermined by uncertainties in model inputs; the initial and boundary conditions are generally not known and must be estimated. This study therefore investigates the use of data assimilation strategies to minimize forecast errors in the context of initial-value problems of the one-dimensional ideal MHD equations. Several canonical MHD wave propagation problems involving both smooth and discontinuous solutions, including those having strongly non-linear behaviour with shocks, are considered in a set of twin experiments with varying synthetic observational data sparsity. Two data assimilation strategies are quantitatively compared, namely the Ensemble Kalman Filter (EnKF) and strong-constraint variational data assimilation. For the latter, the necessary adjoint model is derived, summarized, and validated. The study represents the first use of variational data assimilation applied to ideal magnetohydrodynamics and demonstrates its potential advantages over sequential approaches. In particular, for the numerical experiments considered herein, it is found that the variational approach consistently achieved superior performance and stability compared to the EnKF method. In addition, two different strategies for mitigating data assimilation induced errors associated with violation of the divergence-free property of the magnetic field are introduced and assessed. Finally, the present study provides the technical background and quantitative justification for future investigations of variational data assimilation aimed at enhancing three-dimensional simulations of the solar wind and space weather processes.

目前,对太阳风和空间天气现象的最先进预测主要基于磁流体力学(MHD)方程。尽管全球磁流体动力学模型非常先进和成功,但其预测潜力往往因模型输入的不确定性而受到影响;初始条件和边界条件通常是未知的,必须进行估计。因此,本研究针对一维理想 MHD 方程的初值问题,研究了如何利用数据同化策略来最小化预报误差。在一组具有不同合成观测数据稀疏性的孪生实验中,考虑了涉及平滑和不连续解的几个典型 MHD 波传播问题,包括具有强烈非线性行为的冲击问题。定量比较了两种数据同化策略,即集合卡尔曼滤波(EnKF)和强约束变分数据同化。对于后者,推导、总结和验证了必要的邻接模型。该研究首次将变分数据同化应用于理想磁流体力学,并展示了其相对于顺序方法的潜在优势。特别是,在本文所考虑的数值实验中,发现变分方法与 EnKF 方法相比,在性能和稳定性方面都更胜一筹。此外,还介绍并评估了两种不同的策略,以减轻因磁场无发散特性受到破坏而引起的数据同化误差。最后,本研究为今后旨在加强太阳风和空间天气过程三维模拟的变分数据同化研究提供了技术背景和定量依据。
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引用次数: 0
Two quantum algorithms for solving the one-dimensional advection–diffusion equation 求解一维平流扩散方程的两种量子算法
IF 2.5 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-18 DOI: 10.1016/j.compfluid.2024.106369
Julia Ingelmann , Sachin S. Bharadwaj , Philipp Pfeffer , Katepalli R. Sreenivasan , Jörg Schumacher

Two quantum algorithms are presented for the numerical solution of a linear one-dimensional advection–diffusion equation with periodic boundary conditions. Their accuracy and performance with increasing qubit number are compared point-by-point with each other. Specifically, we solve the linear partial differential equation with a Quantum Linear Systems Algorithm (QLSA) based on the Harrow–Hassidim–Lloyd method and a Variational Quantum Algorithm (VQA), for resolutions that can be encoded using up to 6 qubits, which corresponds to N=64 grid points on the unit interval. Both algorithms are hybrid in nature, i.e., they involve a combination of classical and quantum computing building blocks. The QLSA and VQA are solved as ideal statevector simulations using the in-house solver QFlowS and open-access Qiskit software, respectively. We discuss several aspects of both algorithms which are crucial for a successful performance in both cases. These are the accurate eigenvalue estimation with the quantum phase estimation for the QLSA and the choice of the algorithm of the minimization of the cost function for the VQA. The latter algorithm is also implemented in the noisy Qiskit framework including measurement noise. We reflect on the current limitations and suggest some possible routes of future research for the numerical simulation of classical fluid flows on a quantum computer.

本文提出了两种量子算法,用于对具有周期性边界条件的线性一维平流-扩散方程进行数值求解。它们的精度和性能随着量子比特数的增加而逐点比较。具体来说,我们使用基于哈罗-哈西丁-劳埃德方法的量子线性系统算法(QLSA)和变异量子算法(VQA)求解线性偏微分方程,分辨率最多可使用 6 量子位编码,相当于单位区间上 N=64 个网格点。这两种算法在本质上都是混合算法,即它们涉及经典和量子计算构件的组合。QLSA 和 VQA 分别使用内部求解器 QFlowS 和开放式 Qiskit 软件作为理想状态矢量模拟求解。我们讨论了这两种算法的几个方面,它们对两种情况下的成功性能至关重要。这些方面包括 QLSA 的量子相位估计和 VQA 的成本函数最小化算法的选择。后一种算法也是在包含测量噪声的 Qiskit 框架中实现的。我们对目前的局限性进行了反思,并提出了未来在量子计算机上对经典流体流动进行数值模拟的一些可能研究路线。
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引用次数: 0
Efficient parallel solver for rarefied gas flow using GSIS 利用 GSIS 实现稀薄气体流动的高效并行求解器
IF 2.5 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-18 DOI: 10.1016/j.compfluid.2024.106374
Yanbing Zhang, Jianan Zeng, Ruifeng Yuan, Wei Liu, Qi Li, Lei Wu

Recently, the general synthetic iterative scheme (GSIS) has been proposed to find the steady-state solution of the Boltzmann equation in the whole range of gas rarefaction, where its fast-converging and asymptotic-preserving properties lead to the significant reduction of iteration numbers and spatial cells in the near-continuum flow regime. However, the efficiency and accuracy of GSIS have only been demonstrated in two-dimensional problems with small numbers of spatial cells and discrete velocities. Here, a large-scale parallel computing strategy is designed to extend the GSIS to three-dimensional flow problems, including the supersonic flows which are usually difficult to solve by the discrete velocity method. Since the GSIS involves the calculation of the mesoscopic kinetic equation which is defined in six-dimensional phase-space, and the macroscopic high-temperature Navier–Stokes–Fourier equations in three-dimensional physical space, the proper partition of the spatial and velocity spaces, and the allocation of CPU cores to the mesoscopic and macroscopic solvers, are the keys to improving the overall computational efficiency. These factors are systematically tested to achieve optimal performance, up to 100 billion spatial and velocity grids. For hypersonic flows around the Apollo reentry capsule, the X38-like vehicle, and the space station, our parallel solver can obtain the converged solution within one hour.

最近,有人提出了通用合成迭代方案(GSIS),用于在整个气体稀释范围内寻找波尔兹曼方程的稳态解,其快速收敛和渐近保留的特性可显著减少近连续流状态下的迭代次数和空间单元。然而,GSIS 的效率和准确性只在具有少量空间单元和离散速度的二维问题中得到了验证。本文设计了一种大规模并行计算策略,将 GSIS 扩展到三维流动问题,包括通常难以用离散速度法求解的超音速流动。由于 GSIS 涉及在六维相空间中定义的介观动力学方程和在三维物理空间中定义的宏观高温 Navier-Stokes-Fourier 方程的计算,因此空间和速度空间的合理划分以及 CPU 内核在介观和宏观求解器上的分配是提高整体计算效率的关键。对这些因素进行了系统测试,以达到最佳性能,空间和速度网格可达 1000 亿个。对于阿波罗返回舱、X38 类飞行器和空间站周围的高超音速流,我们的并行求解器可在一小时内获得收敛解。
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引用次数: 0
GPU optimized multi-block-multi-mesh immersed boundary method for flows in complex arterial models 针对复杂动脉模型流动的 GPU 优化多区块多网格沉浸边界法
IF 2.5 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-15 DOI: 10.1016/j.compfluid.2024.106367
Debajyoti Kumar , Siddharth D. Sharma , Somnath Roy

Immersed boundary method (IBM) is widely used for simulating flow in complex geometries using structured grids. However, this entails a disadvantage when simulating internal flows through curved and bent tubes. The presence of grids outside the fluid domain leads to the wastage of memory and computational overheads. Here, we propose a multi-block-multi-mesh framework to capture the complex geometry using multiple grid blocks fitted close to the body, reducing excess grids. This also has the advantage of using different and non-uniform grid spacing in different blocks. The reduction of the grid enables encompassing bigger caseloads on a single GPU. The solver is accelerated on GPU using OpenACC, compared to sequential CPU simulations, and speedup is presented. The speedup obtained is comparable to that of large multicore systems. The framework is extensively validated for straight artery with axisymmetric stenosis and bileaflet mechanical heart valve with axisymmetric sinus. This framework then models complex arterial flows like stenosed aorta, patient-specific branched aorta, bileaflet mechanical heart valve with Valsalva sinus and aorta, and lastly, patient-specific iliac aortic aneurysm. This framework achieves a significant reduction in GPU memory requirement for complex arterial models, enabling us to perform direct numerical simulation (DNS) of the stenosed aorta and mechanical heart valve cases in a single GPU.

沉浸边界法(IBM)被广泛用于使用结构化网格模拟复杂几何形状中的流动。然而,在模拟通过弯曲管道的内部流动时,这种方法存在缺点。流体域外网格的存在会导致内存浪费和计算开销。在此,我们提出了一种多网格块-多网格框架,利用靠近管体的多个网格块来捕捉复杂的几何形状,从而减少多余的网格。这样做的另一个好处是在不同的网格块中使用不同的非均匀网格间距。网格的减少使单个 GPU 可以处理更大的工作量。在 GPU 上使用 OpenACC 对求解器进行了加速,并与 CPU 的顺序模拟进行了比较。所获得的速度提升可与大型多核系统相媲美。该框架针对具有轴对称狭窄的直动脉和具有轴对称窦道的双叶机械心脏瓣膜进行了广泛验证。然后,该框架模拟了复杂的动脉流动,如狭窄的主动脉、患者特异性分支主动脉、带有瓦尔萨尔瓦窦和主动脉的双叶机械心脏瓣膜,最后是患者特异性髂主动脉瘤。该框架大大降低了复杂动脉模型对 GPU 内存的需求,使我们能够在单个 GPU 中对狭窄主动脉和机械心脏瓣膜进行直接数值模拟(DNS)。
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Computers & Fluids
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