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DEM modelling of surface indentations caused by granular materials: application to wheel–rail sanding 颗粒材料造成的表面压痕的 DEM 建模:在轮轨打磨中的应用
IF 2.8 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-06 DOI: 10.1007/s40571-024-00816-w
Bettina Suhr, William A. Skipper, Roger Lewis, Klaus Six

The presented surface indentation model is one step towards building a DEM model for wheel–rail sanding. In railways, so-called low-adhesion conditions can cause problems in traction and braking, and sanding is used to overcome this problem. Sand grains are blasted towards wheel–rail contact, fracture repeatedly as they enter the nip and are drawn into the contact and then increase adhesion. Research on this topic has mostly been experimental, but focussed on adhesion enhancement measurement. Thus, physical mechanisms increasing the adhesion are not well understood. Previous works involved experiments and DEM modelling of single sand grain crushing tests under realistic wheel–rail contact pressures of 900 MPa, focusing on sand fragment spread and formation of clusters of solidified fragments. In the experiments, indents in the compressing steel plates were also observed, which are also observed on wheel and rail surfaces in railway operation. These are now modelled by adapting an existing surface indentation model from literature to the case of surface indentations caused by granular materials. Two test cases are studied, and experimental spherical indentation tests for model parametrisation are presented. In a proof of concept, the mentioned single sand grain crushing tests under 900 MPa pressure are simulated including the surface indentation model. This work contributes to DEM modelling of wheel–rail sanding, which is believed to be a good approach to deepen the understanding of adhesion increasing mechanisms under sanded conditions.

所介绍的表面压痕模型是建立轮轨打磨 DEM 模型的一个步骤。在铁路中,所谓的低附着力条件会导致牵引和制动问题,而打磨就是用来克服这一问题的。砂粒被抛向轮轨接触面,在进入压区时反复断裂,并被卷入接触面,然后增加附着力。有关这一主题的研究大多是实验性的,但侧重于附着力增强的测量。因此,增加附着力的物理机制并不十分清楚。之前的研究涉及在 900 兆帕的实际轮轨接触压力下进行的单砂粒破碎试验和 DEM 建模,重点关注砂粒碎片的扩散和凝固碎片簇的形成。在实验中,还观察到压缩钢板上的压痕,这在铁路运行中的车轮和钢轨表面上也能观察到。现在,通过对文献中现有的表面压痕模型进行修改,对颗粒材料造成的表面压痕进行建模。研究了两个测试案例,并介绍了用于模型参数化的球形压痕实验测试。在概念验证中,对上述 900 兆帕压力下的单砂粒破碎试验进行了模拟,其中包括表面压痕模型。这项工作为轮轨打磨的 DEM 建模做出了贡献,相信是加深理解打磨条件下附着力增加机制的好方法。
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引用次数: 0
Constrained particle dynamics 受约束粒子动力学
IF 2.8 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-04 DOI: 10.1007/s40571-024-00814-y
Cuong T. Nguyen, Suvranu De

This paper presents a constrained particle dynamics (CPD) framework with explicit and implicit algorithms for simulating differential–algebraic equations of motion for systems of particles under constraints. Addressing limitations in existing techniques such as position-based dynamics (PBD), commonly used in computer graphics but prone to inaccuracies, the CPD approach utilizes Hamilton’s variational principle and Lagrange multipliers to ensure accurate constraint enforcement. The explicit CPD (xCPD) algorithm employs a central difference scheme, enhancing efficiency by advancing the system under external forces and applying a correction term for constraints. The implicit CPD (iCPD) algorithm uses the Trapezoidal rule, solving a saddle point problem that integrates dynamic and constraint equations, offering robustness for larger time steps. The effectiveness of the CPD algorithms is demonstrated through mathematical analysis and numerical comparisons of benchmark problems. Results indicate that CPD algorithms achieve higher accuracy and superior energy conservation properties compared to PBD, exhibiting second-order convergence rates; whereas, PBD shows only first-order convergence.

本文介绍了约束粒子动力学(CPD)框架,该框架采用显式和隐式算法模拟约束条件下粒子系统的微分代数运动方程。基于位置的动力学(PBD)等现有技术常用于计算机制图,但容易出现误差,为了解决这些技术的局限性,CPD 方法利用汉密尔顿变分原理和拉格朗日乘法器确保精确执行约束。显式 CPD(xCPD)算法采用中心差分方案,通过在外力作用下推进系统并应用约束条件修正项来提高效率。隐式 CPD(iCPD)算法采用梯形法则,解决了一个整合动态方程和约束方程的鞍点问题,为更大的时间步长提供了稳健性。通过对基准问题进行数学分析和数值比较,证明了 CPD 算法的有效性。结果表明,与 PBD 算法相比,CPD 算法实现了更高的精度和更优越的能量守恒特性,表现出二阶收敛率;而 PBD 算法仅表现出一阶收敛率。
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引用次数: 0
A volume-adaptive mesh-free model for FSI Simulation of cavitation erosion with bubble collapse 用于 FSI 的体积自适应无网格模型模拟气泡塌陷的空化侵蚀
IF 2.8 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-31 DOI: 10.1007/s40571-024-00815-x
Qiang Zhang, Xin Liu, Xiangwei Dong, Li Yin, Zhou Cheng

Cavitation erosion is a pervasive issue in hydraulic machinery and ocean engineering, characterized by the collapse of bubbles, micro-jetting, and impact erosion, all exhibiting strong transient, microscale, and fluid–solid coupling features. Understanding these phenomena is essential for elucidating the mechanisms behind erosion and for developing strategies to prevent wear damage. Recognizing the limitations of conventional numerical methods, this study employs the smoothed particle hydrodynamics (SPH) method to develop a fluid–solid coupling model that simulates cavitation erosion at the bubble scale. The Lagrangian and mesh-free nature of SPH make it well-suited for tracking the transient processes of asymmetric bubble collapse, jet formation, and the subsequent impact on elastic–plastic materials. A comprehensive fluid–solid coupling SPH model is constructed, encompassing bubbles, surrounding liquids, and elastic–plastic materials. This model includes a compressible multiphase SPH approach for simulating the interaction between highly compressible bubbles and liquids. To address gas phase over-compression during bubble collapse, a modified particle regeneration technique (PRT) is introduced, allowing for automatic adjustment of particle resolution in the gas domain as it expands or compresses. For the solid simulation, an elasto-plastic constitutive model and a failure model are integrated into the SPH framework to describe material deformation and failure due to microjet impacts. These enhancements enable the simulation of the entire cavitation erosion process within a unified, mesh-free context. The SPH model is validated through simulating bubble collapse and jetting induced by shock waves. It is then applied to investigate the dynamics of cavitation erosion near both rigid and elastic–plastic materials, providing quantitative analysis of the erosion process. The outcomes of this research contribute significantly to our understanding of cavitation erosion mechanisms and offer a robust computational tool for predicting and mitigating erosion damage in related engineering applications.

气蚀是液压机械和海洋工程中普遍存在的问题,其特点是气泡坍塌、微喷射和冲击侵蚀,所有这些都表现出强烈的瞬态、微尺度和流固耦合特征。了解这些现象对于阐明侵蚀背后的机理和制定防止磨损的策略至关重要。认识到传统数值方法的局限性,本研究采用平滑粒子流体力学(SPH)方法开发了一种流固耦合模型,模拟气泡尺度的空化侵蚀。SPH 的拉格朗日和无网格特性使其非常适合跟踪不对称气泡坍塌、喷流形成的瞬态过程,以及随后对弹塑性材料的影响。我们构建了一个全面的流固耦合 SPH 模型,包括气泡、周围液体和弹塑性材料。该模型包括一种可压缩多相 SPH 方法,用于模拟高可压缩性气泡和液体之间的相互作用。为了解决气泡坍塌时气相过度压缩的问题,引入了改进的粒子再生技术(PRT),允许在气泡膨胀或压缩时自动调整气域中粒子的分辨率。在固体模拟方面,SPH 框架中集成了弹塑性构成模型和失效模型,用于描述微射流冲击引起的材料变形和失效。这些改进使得整个空化侵蚀过程可以在统一的无网格环境下进行模拟。通过模拟冲击波引起的气泡坍塌和喷射,SPH 模型得到了验证。然后将其应用于研究刚性和弹塑性材料附近的空化侵蚀动力学,提供侵蚀过程的定量分析。这项研究的成果极大地促进了我们对空化侵蚀机制的理解,并为预测和减轻相关工程应用中的侵蚀破坏提供了强大的计算工具。
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引用次数: 0
Rapid particle generation from an STL file and related issues in the application of material point methods to complex objects 从 STL 文件快速生成粒子,以及将材料点方法应用于复杂物体的相关问题
IF 2.8 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-24 DOI: 10.1007/s40571-024-00813-z
Duan Z. Zhang, Kyle A. Perez, Paul L. Barclay, Jiajia Waters

In this paper, we focus on three issues related to applications of material point methods (MPMs) to objects with complex geometries. They are material point generation, compatibility of material points with a mesh, and sensitivity to mesh orientation. An efficient method of generating material points from a stereolithography (STL) file is introduced. This material point generation method is independent of the mesh used in MPM calculations. The compatibility between the material points and the mesh is then studied. We also show that the original MPM and the dual domain material point (DDMP) method are sensitive to mesh orientation. These issues are related to the calculation of the internal force and are concerns of the MPMs. They become more prominent when MPMs are applied to complex geometries. Our numerical results show that the recently developed local stress difference (LSD) algorithm (Perez et al. in J Comp Phys 498:112681, 2024) can be used to effectively address them.

在本文中,我们将重点讨论与复杂几何形状物体的材料点方法(MPM)应用相关的三个问题。它们是材料点生成、材料点与网格的兼容性以及对网格方向的敏感性。本文介绍了一种从立体光刻 (STL) 文件生成材料点的高效方法。这种材料点生成方法与 MPM 计算中使用的网格无关。然后研究了材料点和网格之间的兼容性。我们还表明,原始 MPM 和双域材料点 (DDMP) 方法对网格方向很敏感。这些问题与内力计算有关,也是 MPM 所关注的问题。当将 MPM 应用于复杂几何体时,这些问题会变得更加突出。我们的数值结果表明,最近开发的局部应力差(LSD)算法(Perez 等人,发表于 J Comp Phys 498:112681, 2024)可用于有效解决这些问题。
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引用次数: 0
Two-scale concurrent simulations for crack propagation using FEM–DEM bridging coupling 利用 FEM-DEM 桥接耦合对裂纹扩展进行双尺度并行模拟
IF 2.8 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-27 DOI: 10.1007/s40571-024-00788-x
Manon Voisin-Leprince, Joaquin Garcia-Suarez, Guillaume Anciaux, Jean-François Molinari

The Discrete element method (DEM) is a robust numerical tool for simulating crack propagation and wear in granular materials. However, the computational cost associated with DEM hinders its applicability to large domains. To address this limitation, we employ DEM to model regions experiencing crack propagation and wear, and utilize the finite element method (FEM) to model regions experiencing small deformation, thus reducing the computational burden. The two domains are linked using a FEM–DEM coupling, which considers an overlapping region where the deformation of the two domains is reconciled. We employ a “strong coupling” formulation, in which each DEM particle in the overlapping region is constrained to an equivalent position obtained by nodal interpolation in the finite element. While the coupling method has been proved capable of handling propagation of small-amplitude waves between domains, we examine in this paper its accuracy to efficiently model for material failure events. We investigate two cases of material failure in the DEM region: the first one involves mode I crack propagation, and the second one focuses on rough surfaces’ shearing leading to debris creation. For each, we consider several DEM domain sizes, representing different distances between the coupling region and the DEM undergoing inelasticity and fracture. The accuracy of the coupling approach is evaluated by comparing it with a pure DEM simulation, and the results demonstrate its effectiveness in accurately capturing the behavior of the pure DEM, regardless of the placement of the coupling region.

离散元法(DEM)是模拟颗粒材料裂纹扩展和磨损的一种强大的数值工具。然而,与 DEM 相关的计算成本阻碍了它在大型领域的应用。为解决这一局限性,我们采用 DEM 对裂纹扩展和磨损区域进行建模,并利用有限元法(FEM)对小变形区域进行建模,从而减轻计算负担。利用 FEM-DEM 耦合将两个域连接起来,其中考虑了一个重叠区域,在该区域中,两个域的变形得以协调。我们采用了一种 "强耦合 "公式,即重叠区域中的每个 DEM 粒子都受限于有限元中通过节点插值获得的等效位置。虽然耦合方法已被证明能够处理小振幅波在域之间的传播,但我们在本文中仍要考察其在有效模拟材料失效事件方面的准确性。我们研究了 DEM 区域材料失效的两种情况:第一种涉及模式 I 裂纹传播,第二种侧重于粗糙表面剪切导致碎屑产生。对于每种情况,我们都考虑了几种 DEM 域尺寸,代表耦合区域与发生非弹性和断裂的 DEM 之间的不同距离。通过与纯 DEM 仿真进行比较,评估了耦合方法的准确性,结果表明,无论耦合区域的位置如何,耦合方法都能有效准确地捕捉纯 DEM 的行为。
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引用次数: 0
Quantitative analysis of grain size effect on tensile mechanical behavior of granite based on multi-level force chain networks 基于多级力链网络的晶粒尺寸对花岗岩拉伸力学行为影响的定量分析
IF 2.8 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-16 DOI: 10.1007/s40571-024-00790-3
Wei Li, Liyuan Yu, Tao Zhang, Haijian Su, Xianzhen Mi, Doudou Fan, Bao Jin

A three-dimensional grain-based model based on the discrete element method is proposed for reconstructing the filling and grouping of minerals in granite, then a batch of numerical disc specimens with different grain sizes RG are subjected to the Brazilian splitting test. In addition, the force chain networks in the numerical samples are subjected to multi-level classification and quantitative analysis, and the grain size effect on the tensile mechanical behavior of granite is discussed from the perspective of force chain networks. The results show that the mechanical properties and micro-cracking behavior of fine- and coarse-grained samples obtained experimentally and from simulation are consistent, including the load–displacement curve, the peak load, the failure displacement, and the proportion of intergranular/transgranular cracks. Therefore, the reliability of the model is verified. As RG increases, the number of intragranular contacts increases, while the number of intergranular contacts decreases. The bearing capacity and deformation resistance of the samples increase. As RG increases, both the number and sum of force chains for intragranular structures increase gradually, while these two parameters for intergranular structures decrease; meanwhile, the average values for intragranular and intergranular structures increase with increasing RG. As RG continues to increase, the number of contacts within mineral grains capable of withstanding external loads increases, forming a robust force chain network to bear external loads. It becomes challenging for a low-level load to break the contacts within the mineral, leading to an increase in the sample’s load-bearing capacity.

提出了一种基于离散元法的三维晶粒模型,用于重建花岗岩中矿物的填充和分组,然后对一批不同晶粒尺寸 RG 的数值圆盘试样进行了巴西劈裂试验。此外,还对数值试样中的力链网络进行了多级分类和定量分析,并从力链网络的角度讨论了晶粒尺寸对花岗岩拉伸力学行为的影响。结果表明,实验和模拟得到的细粒样品和粗粒样品的力学性能和微裂纹行为是一致的,包括载荷-位移曲线、峰值载荷、破坏位移和晶间/跨晶粒裂纹比例。因此,模型的可靠性得到了验证。随着 RG 的增加,晶内接触数量增加,而晶间接触数量减少。样品的承载能力和抗变形能力也随之提高。随着 RG 的增加,粒内结构的力链数量和力链总和逐渐增加,而粒间结构的这两个参数逐渐减少;同时,粒内结构和粒间结构的平均值随着 RG 的增加而增加。随着 RG 的不断增加,矿物晶粒内部能够承受外部载荷的接触点数量也会增加,从而形成一个强大的力链网络来承受外部载荷。低级荷载要破坏矿物内部的接触点变得非常困难,从而提高了样品的承载能力。
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引用次数: 0
Modeling and mitigation of vortex formation in ejector deep hole drilling with smoothed particle hydrodynamics 利用平滑颗粒流体力学模拟和缓解喷射器深孔钻进过程中的涡流形成
IF 2.8 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-07-03 DOI: 10.1007/s40571-024-00789-w
Andreas Baumann, Julian Frederic Gerken, Daniel Sollich, Nuwan Rupasinghe, Dirk Biermann, Peter Eberhard

Ejector deep hole drilling achieves high-quality boreholes in production processes. High feed rates are applied to ensure a high productivity level, requiring reliable chip removal from the cutting zone for a stable process. Therefore, a constant metalworking fluid flow under high volume flow rates or high pressure is required. Experimental results show a vortex formation at the outer cutting edge. This vortex can lead to delayed chip removal from the cutting zone, and ultimately, it can lead to chip clogging and result in drill breakage due to increased torque. This paper investigates modified drill head designs using the smoothed particle hydrodynamics method. The investigated modifications include various designs of the chip mouth covering. Besides graphical analysis based on flow visualizations, flow meters are placed at the tool’s head to evaluate the impact of the modifications on the flow rate and possible increased resistance and relocation of the fluid flow from the outer cutting edge to other parts of the tool. The simulation results for the reference design show the experimentally observed vortex formation, validating the simulation model. By adding the tool’s rotation in the SPH simulation, which is not included in the experiments for observation reasons, the vortex formation is positively influenced. In addition, some designs show promising results to further mitigate the vortex formation while maintaining a sufficient fluid flow around the cutting edges.

喷射器深孔钻可在生产过程中钻出高质量的孔。采用高进给率可确保高生产率水平,同时要求切削区排屑可靠,以实现稳定的加工过程。因此,需要在大流量或高压下保持金属加工液的恒定流动。实验结果表明,外切削刃处会形成涡流。这种涡流会导致切削区的排屑延迟,最终导致切屑堵塞,并因扭矩增大而导致钻头断裂。本文采用平滑粒子流体力学方法研究了改进后的钻头设计。所研究的改进包括各种切屑口覆盖设计。除了基于流动可视化的图形分析外,还在钻头上安装了流量计,以评估修改对流速的影响,以及可能增加的阻力和流体从切削刃外侧流向钻头其他部位的情况。参考设计的模拟结果显示了实验观察到的涡流形成,验证了模拟模型。在 SPH 模拟中加入了实验中因观察原因未包括的刀具旋转,对涡流的形成产生了积极影响。此外,一些设计显示了在保持切削刃周围有足够流体流动的同时进一步缓解涡流形成的良好效果。
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引用次数: 0
Modeling of ultrasonic vibration-assisted micromachining using the particle finite element method 利用粒子有限元法建立超声波振动辅助微加工模型
IF 2.8 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-29 DOI: 10.1007/s40571-024-00791-2
Hadi Bakhshan, Eugenio Oñate, Josep Maria Carbonell

When metals and alloys are exposed to ultrasonic vibrations (UV), a softening behavior occurs, caused by the phenomenon of acousto-plasticity. To obtain accurate results in a deformation analysis, this phenomenon must be included in the formulation of the constitutive material model. In this work, an acoustic-plastic model is proposed to capture the effects of ultrasonic vibrations during machining. The desired effect is to modify the chip morphology to reduce the magnitude of the cutting forces and thus reduce the energy consumption of the process. The study focuses on the modeling of ultrasonic vibration-assisted micromachining (VAMM). The particle finite element method is used and extended to perform a thermo-mechanical analysis capable of capturing the responses of conventional micromachining (CMM) and VAMM operations of 32 HRC stainless steel. The cutting speed and UV parameters, including amplitude and frequency, are integrated into the Johnson–Cook constitutive model to account for the effects of acoustic softening on the machining characteristics. The results show that the influence of UV on microcutting leads to thinner chips and lower cutting force. In the VAMM operations, an average reduction in cutting forces of 20% is achieved at five different cutting speeds. In addition, the contact length between the tool and chip decreases at different cutting speeds from 29% to a maximum of 44%. Furthermore, the thermal analysis results show that there is a negligible temperature change during the CMM and VAMM simulations, indicating that the study of the machining process can focus exclusively on its mechanical aspects when performed at the microscale. The predicted average chip thickness and effective shear angle of the workpiece material are in strong agreement with the experimental results, emphasizing the importance of considering acoustic softening in VAMM studies.

当金属和合金受到超声波振动(UV)作用时,会出现由声塑性现象引起的软化行为。为了在变形分析中获得准确的结果,必须在制定材料构成模型时考虑到这一现象。本研究提出了一种声塑模型,以捕捉加工过程中超声波振动的影响。其预期效果是改变切屑形态,以减小切削力的大小,从而降低加工能耗。研究重点是超声波振动辅助微加工(VAMM)的建模。研究使用并扩展了粒子有限元法,对 32 HRC 不锈钢进行热机械分析,以捕捉传统微加工 (CMM) 和 VAMM 操作的响应。切削速度和紫外线参数(包括振幅和频率)被集成到约翰逊-库克构成模型中,以考虑声软化对加工特性的影响。结果表明,紫外线对微量切削的影响导致切屑更薄,切削力更低。在 VAMM 操作中,在五种不同的切削速度下,切削力平均降低了 20%。此外,在不同的切削速度下,刀具与切屑之间的接触长度从 29% 减小到最大 44%。此外,热分析结果表明,在 CMM 和 VAMM 模拟过程中,温度变化可以忽略不计,这表明在微观尺度下对加工过程的研究可以完全集中在机械方面。预测的平均切屑厚度和工件材料的有效剪切角与实验结果非常吻合,强调了在 VAMM 研究中考虑声软化的重要性。
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引用次数: 0
A moving least square immersed boundary method for SPH with thin-walled rigid structures 薄壁刚性结构 SPH 的移动最小平方沉浸边界法
IF 2.8 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-24 DOI: 10.1007/s40571-024-00721-2
Zhuolin Wang, Zichao Jiang, Yi Zhang, Gengchao Yang, Trevor Hocksun Kwan, Yuhui Chen, Qinghe Yao

This paper presents a novel method for smoothed particle hydrodynamics (SPH) with thin-walled rigid structures. Inspired by the direct forcing immersed boundary method, this method employs a moving least square method for the velocity interpolation instead of the linear interpolation. It reduces oscillations due to changing relative positions between fluid grids and structures. It also simplifies thin-walled rigid structure simulations by eliminating the need for multiple layers of boundary particles, and improves computational accuracy and stability in three-dimensional scenarios. Results of the impulsively started plate test demonstrate that the proposed method obtains smooth velocity and pressure, as well as a good match to the references results of the vortex wake development. Results of the flow past cylinder test show that the proposed method avoids mutual interference on both side of the boundary, while accurately calculating the forces acting on structure. By comparing to linear least square direct forcing scheme and the diffusive direction scheme, advantages of lower oscillation and higher accuracy are proven. Results of flow past a sphere further indicate the stability of the proposed method for three-dimensional simulations.

本文提出了一种新的薄壁刚性结构平滑粒子流体力学(SPH)方法。受直接强迫沉浸边界法的启发,该方法采用移动最小平方法进行速度插值,而不是线性插值。它减少了由于流体网格和结构之间相对位置变化引起的振荡。它还通过消除对多层边界颗粒的需求简化了薄壁刚性结构模拟,并提高了三维场景下的计算精度和稳定性。脉冲启动板试验结果表明,所提出的方法可以获得平稳的速度和压力,并与涡流尾流发展的参考结果很好地匹配。流过圆柱体试验的结果表明,提出的方法避免了边界两侧的相互干扰,同时准确计算了作用在结构上的力。通过与线性最小二乘法直接强迫方案和扩散方向方案的比较,证明了该方法具有振荡更小、精度更高的优点。流过球体的结果进一步证明了所提方法在三维模拟中的稳定性。
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引用次数: 0
Easily porting material point methods codes to GPU 轻松将材料点方法代码移植到 GPU
IF 2.8 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-05 DOI: 10.1007/s40571-024-00768-1
Edward Buckland, Vinh Phu Nguyen, Alban de Vaucorbeil

The material point method (MPM) is computationally costly and highly parallelisable. With the plateauing of Moore’s law and recent advances in parallel computing, scientists without formal programming training might face challenges in developing fast scientific codes for their research. Parallel programming is intrinsically different to serial programming and may seem daunting to certain scientists, in particular for GPUs. However, recent developments in GPU application programming interfaces (APIs) have made it easier than ever to port codes to GPU. This paper explains how we ported our modular C++ MPM code Karamelo to GPU without using low-level hardware APIs like CUDA or OpenCL. We aimed to develop a code that has abstracted parallelism and is therefore hardware agnostic. We first present an investigation of a variety of GPU APIs, comparing ease of use, hardware support and performance in an MPM context. Then, the porting process of Karamelo to the Kokkos ecosystem is detailed, discussing key design patterns and challenges. Finally, our parallel C++ code running on GPU is shown to be up to 85 times faster than on CPU. Since Kokkos also supports Python and Fortran, the principles presented therein can also be applied to codes written in these languages.

材料点法(MPM)计算成本高,并行性强。随着摩尔定律趋于稳定以及并行计算的最新进展,没有接受过正规编程培训的科学家在为其研究开发快速科学代码时可能会面临挑战。并行编程在本质上不同于串行编程,对于某些科学家来说可能会望而生畏,尤其是对于 GPU 而言。然而,GPU 应用编程接口(API)的最新发展使得将代码移植到 GPU 比以往任何时候都更加容易。本文介绍了我们如何在不使用 CUDA 或 OpenCL 等低级硬件 API 的情况下将模块化 C++ MPM 代码 Karamelo 移植到 GPU。我们的目标是开发一种具有抽象并行性的代码,因此与硬件无关。我们首先对各种 GPU API 进行了调查,比较了在 MPM 环境下的易用性、硬件支持和性能。然后,详细介绍将 Karamelo 移植到 Kokkos 生态系统的过程,讨论关键设计模式和挑战。最后,我们在 GPU 上运行的并行 C++ 代码比在 CPU 上运行的速度快 85 倍。由于 Kokkos 还支持 Python 和 Fortran,因此其中介绍的原理也可应用于用这些语言编写的代码。
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引用次数: 0
期刊
Computational Particle Mechanics
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