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Airfoil Shape Optimization in Ultralow Reynolds Flows Applying a Deep Learning–Genetic Algorithm Framework on a Shear-Stress-Based Inverse Design Method 基于深度学习-遗传算法框架的基于剪切应力的反设计方法的超低雷诺数翼型优化
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-09-24 DOI: 10.1002/fld.70016
Zakaria Drafsh, Mahdi Nili-Ahmadabadi, Man Yeong Ha

Pressure-based inverse design (ID) cannot converge in flow regimes with ultralow Reynolds numbers (Res). This study proposes a shear-stress-based ID method for airfoil design at Re = 1000 at the optimal angle of attack (AOA) in the presence of a laminar separation bubble. The proposed method applies the difference between the existing and target shear stress distributions (SSDs) to a deformable surface. The Navier–Stokes equations are solved to calculate the wall SSD during each iteration of the ID process. This process modifies the airfoil geometry until the abovementioned difference becomes negligible, achieving convergence to the target geometry. Achieving the maximum lift-to-drag ratio by manually correcting the wall SSD involves extensive trial and error, making it almost impossible. Thus, in the second part of this research, we trained Gaussian process regression and an ensemble of trees deep learning (DL) models using data generated during ID at the optimal AOA to predict lift and drag coefficients, respectively. The SSD was optimized throughout the ID process by coupling the DL models with a genetic algorithm (GA). Optimization was performed in several consecutive cycles, with the DL models becoming more accurate and updated as more data were gathered, helping the GA obtain the optimal SSD and geometry precisely. Finally, the performance curves of different geometries obtained through the optimization cycles were evaluated and compared using the Fluent solver. The results demonstrated a 22.42% increase in the lift-to-drag ratio relative to the initial population at the optimal AOA.

基于压力的反设计(ID)在超低雷诺数(Res)流型中不能收敛。本研究提出了一种基于剪切应力的ID方法的翼型设计在Re = 1000在最佳迎角(AOA)的层流分离泡的存在。该方法将现有剪切应力分布和目标剪切应力分布(ssd)之间的差异应用于可变形表面。求解了Navier-Stokes方程,计算了每次迭代ID过程中的壁面SSD。这个过程修改翼型几何形状,直到上述差异变得可以忽略不计,实现收敛到目标几何形状。通过手动校正壁面SSD来实现最大升阻比需要大量的试验和错误,这几乎是不可能的。因此,在本研究的第二部分中,我们分别使用最优AOA下ID期间生成的数据训练高斯过程回归和树深度学习(DL)模型集合来预测升力和阻力系数。通过将DL模型与遗传算法(GA)耦合,在整个ID过程中对SSD进行优化。优化在几个连续的周期中进行,随着收集到的数据越来越多,DL模型变得更加准确和更新,帮助遗传算法精确地获得最佳的SSD和几何形状。最后,利用Fluent求解器对优化周期得到的不同几何形状的性能曲线进行了评价和比较。结果表明,在最佳AOA下,相对于初始种群,升阻比增加了22.42%。
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引用次数: 0
A Hierarchical Multi-Resolution WENO Scheme for Hyperbolic Conservation Laws 双曲型守恒律的分层多分辨率WENO格式
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-09-22 DOI: 10.1002/fld.70017
Qiushi Ding, Zhengxian Liu, Ming Zhao, Jingshuo Cao, Shixi Hao, Wei Liu, Xiaojian Li

To achieve the high-precision characteristics within the smooth regions while maintaining stable, non-oscillatory, and sharp discontinuity transitions, the weighted essentially non-oscillatory (WENO) scheme and its variants have been developed. However, when there are multiple discontinuities close to each other, the numerical accuracy and robustness of the traditional schemes are probably affected. To this end, a hierarchical multi-resolution WENO (MR-WENO) scheme is proposed in the present study to suppress the overshoot and improve the accuracy of the original MR-WENO scheme in the vicinity of discontinuities. It could achieve an adaptive selection of the substencils and optimal accuracy due to the hierarchical strategy and the new smoothness indicator. The performances of the hierarchical MR-WENO scheme have been tested in 1D and 2D cases. The accuracy has been validated and the influences of weights of both large stencils and small substencils have been comprehensively discussed. The linear weights are adjusted aiming at improving the resolution of discontinuities and suppressing the unexpected weight oscillations. As a result, discontinuities like shock waves and contact discontinuities could be accurately resolved, while overshoot phenomena in the MR-WENO scheme are effectively suppressed in both 1D and 2D cases. Especially, the numerical error of the Lax problem has been reduced by one or two orders of magnitude in the vicinity of discontinuities. With an implementation of the KXRCF indicator, the computational cost has been controlled while maintaining the present superiority of shock capturing capacity.

为了在光滑区域内实现高精度特性,同时保持稳定、非振荡和尖锐的不连续过渡,提出了加权基本非振荡(WENO)格式及其变体。然而,当存在多个相互接近的不连续点时,传统格式的数值精度和鲁棒性可能会受到影响。为此,本文提出了一种分层多分辨率WENO (MR-WENO)方案,以抑制不连续区域附近MR-WENO方案的超调并提高其精度。该方法采用分层策略和新的平滑度指标,实现了材料的自适应选择和最优精度。在一维和二维情况下测试了分层MR-WENO方案的性能。验证了该方法的准确性,并对大模板和小模板重量的影响进行了全面的讨论。对线性权值进行了调整,以提高不连续点的分辨率和抑制权值的非预期振荡。因此,可以准确地解决激波和接触不连续等不连续问题,而MR-WENO方案中的超调现象在一维和二维情况下都得到有效抑制。特别是在不连续面附近,Lax问题的数值误差减小了一到两个数量级。通过KXRCF指标的实现,在保持现有冲击捕获能力优势的同时,控制了计算成本。
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引用次数: 0
Towards Accurate Simulations of Infiltration in Homogeneous Soils Using Harmonic/Geometric Averaging 用调和/几何平均法精确模拟均匀土壤入渗
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-09-14 DOI: 10.1002/fld.70014
Vishnu Prakash K, Ganesh Natarajan

The one-dimensional Richards equation has been widely employed to model water flow in porous media, but the effect of averaging soil diffusivity/hydraulic conductivity on the computed solutions has received comparatively less attention than the numerical approaches to solve the equation. The use of non-arithmetic (harmonic and geometric) averaging of diffusivity in finite volume simulations of the Richards equation is known to produce numerical artifacts that include the lagging of the wetting front in time and even “locked” fronts with no flow, depending on the type of soil and the constitutive relation. In this work, we propose a new and simple approach to define the interfacial diffusivity or hydraulic conductivity based on “modified” non-arithmetic averages that mitigates the spurious artifacts at minimal computational cost. Numerical studies with unsaturated soils using different soil diffusivity models (for horizontal infiltration) and different hydraulic conductivity models (for vertical infiltration) conclusively demonstrate that the m$$ m $$-harmonic and m$$ m $$-geometric averages defined in this work lead to physically consistent solutions of the Richards equation.

一维理查兹方程已被广泛用于模拟多孔介质中的水流,但平均土壤扩散系数/导水率对计算解的影响相对较少受到数值方法求解该方程的关注。在有限体积的Richards方程模拟中,使用非算术(谐波和几何)平均扩散系数会产生数值伪像,其中包括湿润锋在时间上的滞后,甚至是没有流动的“锁定”锋,这取决于土壤的类型和本构关系。在这项工作中,我们提出了一种新的简单方法来定义基于“修正”非算术平均值的界面扩散率或水力导电性,该方法以最小的计算成本减轻了虚假工件。采用不同土壤扩散率模型(水平入渗)和不同导电性模型(垂直入渗)对非饱和土进行的数值研究最终表明,本文定义的m $$ m $$ -谐波和m $$ m $$ -几何平均导致了物理上的影响理查兹方程的一致解。
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引用次数: 0
A Comparative Study on Heat Transfer and Entropy Generation of Ferrofluid Flowing Through a Double-Tube Heat Exchanger Subjected to Various Magnetic Fields 不同磁场作用下双管换热器铁磁流体传热与熵产的比较研究
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-09-11 DOI: 10.1002/fld.70013
Ali Jalayeri, Reza Rahimi

Double-tube heat exchangers using ferrofluids under magnetic fields, which induce vortices, improve heat transfer and reduce irreversibilities. This study analyzes heat transfer and entropy generation of Fe3O4/water in a double-tube heat exchanger at Re = 100, subjected to magnetic fields. Key parameters, including inner tube cross-sectional geometry and magnetic field characteristics (intensity, wire distance, configuration, and number), are examined and optimized. The flow structure, heat transfer, friction factor coefficient, performance evaluation criterion (PEC), and entropy generation are evaluated based on thermodynamic principles. A finite volume numerical code is developed to solve the governing equations and consider the magnetic field through a UDF code on thermal and entropy performance using the SIMPLE algorithm. The investigation is evaluated: (1) the impact of the inner tube's cross-sectional geometry, (2) the effect of the current-carrying wire and outer tube distance, and (3) the influence of the magnetic field's arrangement and number. Altering the cross-sectional geometry shows that a vertically elliptical shape increases heat transfer by 81%, while the horizontally elliptical shape achieves the best overall performance. Adjusting the wire distance to d/r0 = 0.125 offers better overall operational performance by considering the heat transfer and entropy simultaneously. Additionally, a horizontal arrangement with two magnetic fields, which represents the optimal configuration, improves heat transfer and pressure drop by 2.8 and 21 times at Mn = 2 × 1010, and enhances the PEC by 39%. These findings can be applied in the field of energy system optimization, especially where compact design and high thermal efficiency are critical requirements.

在磁场作用下使用铁磁流体的双管换热器,可以诱导涡旋,改善传热并减少不可逆性。本研究分析了Re = 100时双管换热器中Fe3O4/水在磁场作用下的传热和熵产。对关键参数,包括内管截面几何形状和磁场特性(强度、导线距离、结构和数量)进行了检查和优化。基于热力学原理对流动结构、传热、摩擦系数、性能评价标准(PEC)和熵产进行了评价。开发了一个有限体积的数值程序,利用SIMPLE算法求解控制方程,并通过UDF程序考虑磁场对热和熵性能的影响。研究评估了:(1)内管截面几何形状的影响,(2)载流导线和外管距离的影响,(3)磁场排列和数量的影响。改变截面几何形状表明,垂直椭圆形状的传热能力提高81%,而水平椭圆形状的整体性能最好。将导线间距调整为d/r0 = 0.125,同时考虑传热和熵,可以获得更好的整体运行性能。另外,在Mn = 2 × 1010时,两磁场水平布置的传热和压降分别提高了2.8倍和21倍,PEC提高了39%。这些发现可以应用于能源系统优化领域,特别是在紧凑设计和高热效率是关键要求的领域。
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引用次数: 0
A Geometric Multigrid Solver for the Incompressible Navier–Stokes Equations Using Discretely Divergence-Free Finite Elements in 3D 三维离散无散度有限元的不可压缩Navier-Stokes方程几何多网格求解器
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-09-04 DOI: 10.1002/fld.70008
Christoph Lohmann

A geometric multigrid solution technique for the incompressible Navier–Stokes equations in three dimensions is presented, utilizing the concept of discretely divergence-free finite elements without requiring the explicit construction of a basis on each mesh level. For this purpose, functions are constructed in an a priori manner spanning the subspace of discretely divergence-free functions for the Rannacher–Turek finite element pair under consideration. Compared to mixed formulations, this approach yields smaller system matrices with no saddle point structure. This prevents the use of complex Schur complement solution techniques, and more general preconditioners can be employed. While constructing a basis for discretely divergence-free finite elements may pose significant challenges and prevent the use of a structured assembly routine, a basis is utilized only on the coarsest mesh level of the multigrid algorithm. On finer grids, this information is extrapolated to prescribe boundary conditions efficiently. Here, special attention is required for geometries introducing bifurcations in the flow. In such cases, so-called “global” functions with an extended support are defined, which can be used to prescribe the net flux through different branches. Various numerical examples for meshes with different shapes and boundary conditions illustrate the strengths, limitations, and future challenges of this solution concept.

提出了一种三维不可压缩Navier-Stokes方程的几何多网格求解技术,该技术利用离散无散度有限元的概念,无需在每个网格层上明确构建基础。为此,对于所考虑的Rannacher-Turek有限元对,以先验的方式在离散无散度函数的子空间上构造函数。与混合公式相比,这种方法产生更小的系统矩阵,没有鞍点结构。这可以防止使用复杂的舒尔补溶液技术,并可以采用更一般的预调节器。虽然构建离散无散度有限元的基础可能会带来重大挑战,并阻碍结构化装配程序的使用,但基础仅在多网格算法的最粗网格级别上使用。在更细的网格上,这些信息被外推以有效地规定边界条件。在这里,需要特别注意在流中引入分岔的几何形状。在这种情况下,定义了具有扩展支持的所谓“全局”函数,可用于规定通过不同分支的净通量。具有不同形状和边界条件的网格的各种数值示例说明了该解决方案概念的优势,局限性和未来挑战。
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引用次数: 0
A Curvilinear Discontinuous Galerkin Method for Radiation Hydrodynamics 辐射流体动力学的曲线不连续伽辽金法
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-08-31 DOI: 10.1002/fld.70011
Ruoyu Han, Meina Zhang, Jiexing Zhang, Guoxi Ni

In this article, a cell-centered discontinuous Galerkin (DG) method is presented for solving Lagrangian radiation hydrodynamic equations (RHE). The equations are separated into a hydrodynamic part and a radiation diffusion part. These two parts are written in Lagrangian forms. The hydrodynamic part is discretized by a cell-centered DG scheme in reference space using Taylor basis functions. An approximate Riemann solver is used for the velocity of vertices, and the radiation diffusion is solved using an interior penalty method. Due to the deformation of the basis functions in physical space, curvilinear mesh is formed. Numerical tests are presented to show its accuracy and robustness.

本文提出了求解拉格朗日辐射流体动力学方程的一种以细胞为中心的不连续伽辽金方法。方程分为水动力部分和辐射扩散部分。这两部分用拉格朗日形式表示。在参考空间中利用泰勒基函数,采用胞心DG格式对水动力部分进行离散化。顶点速度采用近似黎曼解,辐射扩散采用内罚法求解。由于基函数在物理空间中的变形,形成了曲线网格。数值试验表明了该方法的准确性和鲁棒性。
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引用次数: 0
An Efficient Optimization Approach for Solving Nonlinear Variable-Order Fractional PDEs With Nonlocal Boundary Conditions 具有非局部边界条件的非线性变阶分数阶偏微分方程的一种有效优化方法
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-08-20 DOI: 10.1002/fld.70010
Zakieh Avazzadeh, Arzu Turan-Dincel, Hossein Hassani

This paper presents an optimization algorithm designed to effectively handle a new general class of the nonlinear variable-order fractional partial differential equations (GCNV-OFPDEs) with nonlocal boundary conditions. Our approach involves utilizing a novel variant of the polynomials, namely generalized Abel polynomials (GAPs), and also new operational matrices to approximate the solution of the GCNV-OFPDEs. A key aspect of our algorithm is the transformation of GCNV-OFPDEs, along with their respective nonlocal boundary conditions, into systems of nonlinear algebraic equations. By solving these systems, we can determine the unknown coefficients and parameters. To address the nonlinear system, we employ the Lagrange multipliers to achieve optimal approximations. The convergence analysis of the approach is discussed. To validate the effectiveness of our algorithm, we conducted numerous experiments using various examples. The results obtained demonstrate the exceptional accuracy of our approach and its potential for extension to more complex problems in the future.

本文提出了一种优化算法,用于有效处理一类具有非局部边界条件的非线性变阶分数阶偏微分方程(GCNV-OFPDEs)。我们的方法包括利用多项式的一种新变体,即广义阿贝尔多项式(gap),以及新的运算矩阵来近似GCNV-OFPDEs的解。该算法的一个关键方面是将gcnv - ofpde及其各自的非局部边界条件转换为非线性代数方程系统。通过求解这些系统,我们可以确定未知系数和参数。为了解决非线性系统,我们使用拉格朗日乘子来实现最优逼近。讨论了该方法的收敛性分析。为了验证我们算法的有效性,我们用各种各样的例子进行了大量的实验。所获得的结果证明了我们的方法的卓越的准确性和它的潜力扩展到更复杂的问题在未来。
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引用次数: 0
Incremental Model Order Reduction of Smoothed-Particle Hydrodynamic Simulations 光滑粒子流体动力学模拟的增量模型降阶
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-08-20 DOI: 10.1002/fld.70012
Eduardo Di Costanzo, Niklas Kühl, Jean-Christophe Marongiu, Thomas Rung

Engineering simulations are usually based on complex, grid-based, or mesh-free methods for solving partial differential equations. The results of these methods cover large fields of physical quantities at very many discrete spatial locations and temporal points. Efficient compression methods can be helpful for processing and reusing such large amounts of data. A compression technique is attractive if it causes only a small additional effort and the loss of information with strong compression is low. The paper presents the development of an incremental singular value decomposition (SVD) strategy for compressing time-dependent particle simulation results. The approach is based on an algorithm that was previously developed for grid-based, regular snapshot data matrices. It is further developed here to process highly irregular data matrices generated by particle simulation methods during simulation. Various aspects important for information loss, computational effort, and storage requirements are discussed, and corresponding solution techniques are investigated. These include the development of an adaptive rank truncation approach, the assessment of imputation strategies to close snapshot matrix gaps caused by temporarily inactive particles, a suggestion for sequencing the data history into temporal windows as well as bundling the SVD updates. The simulation-accompanying method is embedded in a parallel, industrialized smoothed-particle hydrodynamics software and applied to several 2D and 3D test cases. The proposed approach reduces the memory requirement by about 90% and increases the computational effort by about 10%, while preserving the required accuracy. For the final application of a water turbine, the temporal evolution of the force and torque values for the compressed and simulated data is in excellent agreement.

工程仿真通常基于复杂的、基于网格的或无网格的方法来求解偏微分方程。这些方法的结果涵盖了许多离散空间位置和时间点的大量物理量。有效的压缩方法有助于处理和重用如此大量的数据。如果一种压缩技术只需要很少的额外工作,并且具有强压缩的信息损失率很低,那么它就是有吸引力的。本文提出了一种增量奇异值分解(SVD)策略,用于压缩时变粒子模拟结果。该方法基于先前为基于网格的常规快照数据矩阵开发的算法。在模拟过程中,进一步发展了对粒子模拟方法生成的高度不规则数据矩阵的处理。讨论了信息丢失、计算工作量和存储需求的各个重要方面,并研究了相应的解决方案技术。其中包括自适应秩截断方法的开发,评估归算策略以关闭由暂时不活跃粒子引起的快照矩阵间隙,建议将数据历史排序到时间窗口以及捆绑SVD更新。仿真伴随方法嵌入到一个并行的、工业化的光滑颗粒流体力学软件中,并应用于多个二维和三维测试用例。该方法减少了约90%的内存需求,增加了约10%的计算量,同时保持了所需的精度。对于水轮机的最终应用,压缩数据和模拟数据的力和扭矩值的时间演变非常一致。
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引用次数: 0
On the Behavior of Two C1 Finite Elements Versus Anisotropic Diffusion 两种C1有限元对各向异性扩散的行为
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-08-13 DOI: 10.1002/fld.70009
Blaise Faugeras, Hervé Guillard, Boniface Nkonga, Francesca Rapetti

Heat transfer in magnetically confined plasmas is characterized by extremely high anisotropic diffusion phenomena. At the core of a magnetized plasma, the heat conductivity coefficients in the parallel and perpendicular directions of the induction field can be very different. Their ratio can exceed 108$$ 1{0}^8 $$, and the pollution by purely numerical errors can make the simulation of the heat transport in the perpendicular direction very difficult. Standard numerical methods, generally used in the discretization of classical diffusion problems, are rather inefficient. The present paper analyzes a finite element approach for the solution of a highly anisotropic diffusion equation. Two families of finite elements of class 𝒞1, namely bi-cubic Hermite-Bézier and reduced cubic Hsieh-Clough-Tocher finite elements, are compared. Their performances are tested numerically for various ratios of the diffusion coefficients, on different mesh configurations, even aligned with the induction field. The time stepping is realized by an implicit high-order Gear finite difference scheme. An example of a reduced model is also provided to comment on some obtained results.

磁约束等离子体中的传热具有极高的各向异性扩散现象。在磁化等离子体的核心,感应场平行方向和垂直方向的导热系数可能有很大的不同。它们的比值可超过108 $$ 1{0}^8 $$,纯数值误差的污染使垂直方向的热输移模拟变得非常困难。通常用于经典扩散问题离散化的标准数值方法效率很低。本文分析了高各向异性扩散方程的有限元解法。比较了两类 1型有限单元,即双三次hermite - b - zier有限单元和简化三次Hsieh-Clough-Tocher有限单元。在不同的扩散系数比下,在不同的网格结构上,甚至在与感应场对齐的情况下,对它们的性能进行了数值测试。时间步进采用隐式高阶齿轮有限差分格式实现。文中还给出了一个简化模型的实例,对得到的一些结果进行了说明。
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引用次数: 0
A Purely Meshless Penalty 2D Formulation for Navier–Stokes Equations Navier-Stokes方程的纯无网格惩罚二维公式
IF 1.8 4区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-07-28 DOI: 10.1002/fld.70005
M. A. Kamal, Ahmed M. M. Hasan, Youssef F. Rashed, Ahmed Fady Farid

This paper presents a novel mesh-free approach for solving the Navier–Stokes equations. The method makes use of the meshless method of fundamental solutions (MFS) and the Monte Carlo integration technique for computing the domain integral of the convective terms. No domain or boundary discretization is required. This approach facilitates numerical computation while ensuring accuracy and stability. By imposing a penalty parameter, the Navier–Stokes equations are transformed to resemble the Navier equations of elasticity. Hence, elasticity based fundamental solutions are employed. The proposed formulation is validated through numerical examples, demonstrating its efficacy in capturing steady-state flow phenomena through several examples. This highly parallelized system is then accelerated via GPU computing. Overall, the proposed method provides a promising paradigm for advancing computational fluid mechanics, offering a versatile framework with broad applicability in engineering and scientific domains.

本文提出了一种新的求解Navier-Stokes方程的无网格方法。该方法利用无网格基本解法(MFS)和蒙特卡罗积分技术计算对流项的域积分。不需要域或边界离散化。这种方法便于数值计算,同时保证了精度和稳定性。通过施加惩罚参数,将Navier - stokes方程转化为类似于Navier弹性方程的方程。因此,采用基于弹性的基本解决方案。通过数值算例验证了该公式的有效性,并通过几个算例验证了该公式在捕获稳态流动现象方面的有效性。这个高度并行化的系统然后通过GPU计算加速。总的来说,所提出的方法为推进计算流体力学提供了一个有前途的范例,提供了一个在工程和科学领域具有广泛适用性的通用框架。
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引用次数: 0
期刊
International Journal for Numerical Methods in Fluids
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