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Unraveling the complexities of a highly heterogeneous aquifer under convergent radial flow conditions 揭示汇聚径向流条件下高度异质含水层的复杂性
IF 8.7 2区 工程技术 Q1 Mathematics Pub Date : 2024-04-03 DOI: 10.1007/s00366-024-01968-2
Guglielmo Federico Antonio Brunetti, Mario Maiolo, Carmine Fallico, Gerardo Severino

Untangling flow and mass transport in aquifers is essential for effective water management and protection. However, understanding the mechanisms underlying such phenomena is challenging, particularly in highly heterogeneous natural aquifers. Past research has been limited by the lack of dense data series and experimental models that provide precise knowledge of such aquifer characteristics. To bridge this gap and advance our current understanding, we present the findings of a pioneering experimental investigation that characterizes a unique, strongly heterogeneous, laboratory-constructed phreatic aquifer at an intermediate scale under radial flow conditions. This strong heterogeneity was achieved by randomly distributing 2527 cells across 7 layers, each filled with one of 12 different soil mixtures, with their textural characteristics, porosity, and saturated hydraulic conductivity measured in the laboratory. We placed 37 fully penetrating piezometers radially at varying distances from the central pumping well, allowing for an extensive pumping test campaign to obtain saturated hydraulic conductivity values for each piezometer location and scaling laws along eight directions. Results reveal that the aquifer’s strong heterogeneity led to significant vertical and directional anisotropy in saturated hydraulic conductivity. Furthermore, we experimentally demonstrated for the first time that the porous medium tends toward homogeneity when transitioning from the scale of heterogeneity to the scale of investigation. These novel findings, obtained on a uniquely highly heterogeneous aquifer, contribute to the field and provide valuable insights for researchers studying flow and mass transport phenomena. The comprehensive dataset obtained will serve as a foundation for future research and as a tool to validate findings from previous studies on strongly heterogeneous aquifers.

弄清含水层中的流动和质量传输对于有效的水资源管理和保护至关重要。然而,了解此类现象的内在机理具有挑战性,尤其是在高度异质的天然含水层中。过去的研究一直受限于缺乏密集的数据序列和实验模型,无法精确了解此类含水层的特征。为了弥补这一差距并推进我们目前的理解,我们介绍了一项开创性实验研究的结果,该研究描述了在径向流动条件下,一个独特的、强异质性的、实验室构建的中间尺度相生含水层的特征。这种强异质性是通过在 7 层中随机分布 2527 个单元来实现的,每层都填充了 12 种不同土壤混合物中的一种,其纹理特征、孔隙率和饱和导流系数都是在实验室中测量的。我们在距离中央抽水井不同距离的径向放置了 37 个完全贯通的压强计,以便进行广泛的抽水测试活动,从而获得每个压强计位置的饱和导流值以及沿八个方向的缩放规律。结果显示,含水层的强烈异质性导致饱和水力传导性在垂直和方向上存在明显的各向异性。此外,我们还首次通过实验证明,当从异质性尺度过渡到调查尺度时,多孔介质趋向于均匀性。这些新发现是在一个独特的高度异质含水层上获得的,为该领域做出了贡献,并为研究流动和质量传输现象的研究人员提供了宝贵的见解。所获得的综合数据集将为今后的研究奠定基础,并作为验证以往对强异质含水层研究结果的工具。
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引用次数: 0
Multiscale modelling of particulate composites with spherical inclusions 带球形夹杂物的微粒复合材料的多尺度建模
IF 8.7 2区 工程技术 Q1 Mathematics Pub Date : 2024-04-02 DOI: 10.1007/s00366-024-01954-8
Abdalla Elbana, Amar Khennane, Paul J. Hazell

This paper presents a novel and effective strategy for modelling three-dimensional periodic representative volume elements (RVE) of particulate composites. The proposed method aims to generate an RVE that can represent the microstructure of particulate composites with hollow spherical inclusions for homogenization (e.g., deriving the full-field effective elastic properties). The RVE features periodic and randomised geometry suitable for the application of periodic boundary conditions in finite element analysis. A robust algorithm is introduced following the combined theories of Monte Carlo and collision driven molecular dynamics to pack spherical particles in random spatial positions within the RVE. This novel technique can achieve a high particle-matrix volume ratio of up to 50% while still maintaining geometric periodicity across the domain and random distribution of inclusions within the RVE. Another algorithm is established to apply periodic boundary conditions (PBC) to precisely generate full field elastic properties of such microstructures. Furthermore, a user-friendly automatic ABAQUS CAE plug-in tool ‘Gen_PRVE’ is developed to generate three-dimensional RVE of any spherical particulate composite or porous material. Gen_PRVE provides users with a great deal of flexibility to generate Representative Volume Elements (RVEs) with varying side dimensions, sphere sizes, and periodic mesh resolutions. In addition, this tool can be effectively utilized to conduct a rapid mesh convergence study, an RVE size sensitivity study, and investigate the impact of inclusion/matrix volume fraction on the solution. Lastly, examples of these applications are presented.

本文提出了一种新颖有效的微粒复合材料三维周期代表体积元素(RVE)建模策略。所提出的方法旨在生成一种 RVE,该 RVE 可代表带有中空球形夹杂物的微粒复合材料的微观结构,用于均质化(例如,推导全场有效弹性特性)。RVE 具有周期性和随机性几何特征,适合在有限元分析中应用周期性边界条件。根据蒙特卡洛和碰撞驱动分子动力学的综合理论,引入了一种稳健算法,在 RVE 内的随机空间位置堆积球形粒子。这种新颖的技术可以实现高达 50%的粒子-矩阵体积比,同时还能保持整个域的几何周期性和 RVE 内夹杂物的随机分布。还建立了另一种算法来应用周期性边界条件 (PBC),以精确生成此类微结构的全场弹性特性。此外,还开发了一种用户友好型自动 ABAQUS CAE 插件工具 "Gen_PRVE",用于生成任何球形颗粒复合材料或多孔材料的三维 RVE。Gen_PRVE 为用户提供了极大的灵活性,可生成具有不同边长、球体尺寸和周期网格分辨率的代表性体积元素(RVE)。此外,该工具还可有效用于进行快速网格收敛研究、RVE 尺寸敏感性研究,以及研究包含物/基质体积分数对求解的影响。最后,介绍了这些应用的示例。
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引用次数: 0
Performance evaluation of deep learning approaches for predicting mechanical fields in composites 预测复合材料机械场的深度学习方法性能评估
IF 8.7 2区 工程技术 Q1 Mathematics Pub Date : 2024-03-31 DOI: 10.1007/s00366-024-01966-4
M. Yacouti, Maryam Shakiba
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引用次数: 0
Goal-adaptive Meshing of Isogeometric Kirchhoff–Love Shells 等几何基尔霍夫-洛夫壳体的目标自适应网格划分
IF 8.7 2区 工程技术 Q1 Mathematics Pub Date : 2024-03-31 DOI: 10.1007/s00366-024-01958-4
H. M. Verhelst, A. Mantzaflaris, M. Möller, J. H. Den Besten

Mesh adaptivity is a technique to provide detail in numerical solutions without the need to refine the mesh over the whole domain. Mesh adaptivity in isogeometric analysis can be driven by Truncated Hierarchical B-splines (THB-splines) which add degrees of freedom locally based on finer B-spline bases. Labeling of elements for refinement is typically done using residual-based error estimators. In this paper, an adaptive meshing workflow for isogeometric Kirchhoff–Love shell analysis is developed. This framework includes THB-splines, mesh admissibility for combined refinement and coarsening and the Dual-Weighted Residual (DWR) method for computing element-wise error contributions. The DWR can be used in several structural analysis problems, allowing the user to specify a goal quantity of interest which is used to mark elements and refine the mesh. This goal functional can involve, for example, displacements, stresses, eigenfrequencies etc. The proposed framework is evaluated through a set of different benchmark problems, including modal analysis, buckling analysis and non-linear snap-through and bifurcation problems, showing high accuracy of the DWR estimator and efficient allocation of degrees of freedom for advanced shell computations.

网格自适应是一种在数值求解中提供细节的技术,无需在整个域中细化网格。等距几何分析中的网格自适应可由截断分层 B 样条线(THB 样条线)驱动,该样条线基于更精细的 B 样条线基局部增加自由度。细化元素的标记通常使用基于残差的误差估算器来完成。本文开发了用于等几何基尔霍夫-洛夫壳分析的自适应网格划分工作流程。该框架包括 THB-样条、细化和粗化相结合的网格容许性以及计算元素误差贡献的双加权残差(DWR)方法。DWR 可用于多个结构分析问题,允许用户指定感兴趣的目标量,用于标记元素和细化网格。该目标函数可涉及位移、应力、特征频率等。通过一系列不同的基准问题,包括模态分析、屈曲分析以及非线性快穿和分叉问题,对所提出的框架进行了评估,结果表明 DWR 估计器具有很高的准确性,并能为高级壳计算有效分配自由度。
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引用次数: 0
Isogeometric analysis for solving discontinuous two-phase engineering problems with precise and explicit interface representation 用精确而明确的界面表示解决不连续两相工程问题的等距分析法
IF 8.7 2区 工程技术 Q1 Mathematics Pub Date : 2024-03-30 DOI: 10.1007/s00366-024-01952-w
Emad Shakur
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引用次数: 0
The OxCM contour method solver for residual stress evaluation 用于残余应力评估的 OxCM 等值线法求解器
IF 8.7 2区 工程技术 Q1 Mathematics Pub Date : 2024-03-29 DOI: 10.1007/s00366-024-01959-3
Fatih Uzun, Alexander M. Korsunsky

This paper introduces the OxCM contour method solver, a console application structured based on the legacy version of the FEniCS open-source computing platform for solving partial differential equations (PDEs) using the finite element method (FEM). The solver provides a standardized approach to solving linear elastic numerical models, calculating residual stresses corresponding to measured displacements resulting from changes in the boundary conditions after minimally disturbing (non-contact) cutting. This is achieved through a single-line command, specifically in the case of availability of a domain composed of a tetrahedral mesh and experimentally collected and processed profilometry data. The solver is structured according to a static boundary condition rule, allowing it to rely solely on the cross-section occupied by the experimental data, independent of the geometric irregularities of the investigated body. This approach eliminates the need to create realistic finite element domains for complex-shaped, discontinuous processing bodies. While the contour method provides highly accurate quantification of residual stresses in parts with continuously processed properties, real scenarios often involve parts subjected to discontinuous processing and geometric irregularities. The solver’s validation is performed through numerical experiments representing both continuous and discontinuous processing conditions in artificially created domains with regular and irregular geometric features based on the eigenstrain theory. Numerical experiments, free from experimental errors, contribute to a novel understanding of the contour method's capabilities in reconstructing residual stresses in such bodies through a detailed error analysis. Furthermore, the application of the OxCM contour method solver in a real-case scenario involving a nickel-based superalloy finite-length weldment is demonstrated. The results exhibit the expected distribution of the longitudinal component of residual stresses along the long-transverse direction, consistent with the solution of a commercial solver that was validated by neutron diffraction strain scanning.

本文介绍了 OxCM 轮廓法求解器,它是基于 FEniCS 开源计算平台传统版本的控制台应用程序结构,用于使用有限元法求解偏微分方程 (PDE)。求解器采用标准化方法求解线性弹性数值模型,计算与最小干扰(非接触)切割后边界条件变化导致的测量位移相对应的残余应力。这可以通过单行命令来实现,特别是在有一个由四面体网格和实验收集和处理的轮廓测量数据组成的域的情况下。求解器的结构遵循静态边界条件规则,使其能够完全依赖于实验数据所占的横截面,而与被测体的几何不规则性无关。这种方法无需为形状复杂、不连续的加工体创建逼真的有限元域。虽然等值线方法可以对具有连续加工特性的零件的残余应力进行高精度量化,但实际情况往往涉及不连续加工和几何不规则的零件。基于特征应变理论,在人为创建的具有规则和不规则几何特征的域中,通过数值实验来表示连续和不连续的加工条件,从而对求解器进行验证。数值实验不存在实验误差,通过详细的误差分析,有助于对等值线方法重建此类机构中残余应力的能力有一个新的认识。此外,还演示了 OxCM 等值线方法求解器在镍基超合金有限长度焊接件实际情况中的应用。结果表明,残余应力的纵向分量沿长横方向呈预期分布,与通过中子衍射应变扫描验证的商用求解器的求解结果一致。
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引用次数: 0
An interior penalty coupling strategy for isogeometric non-conformal Kirchhoff–Love shell patches 等几何非共形基尔霍夫-洛夫壳斑块的内部惩罚耦合策略
IF 8.7 2区 工程技术 Q1 Mathematics Pub Date : 2024-03-27 DOI: 10.1007/s00366-024-01965-5
Giuliano Guarino, Pablo Antolin, Alberto Milazzo, Annalisa Buffa

This work focuses on the coupling of trimmed shell patches using Isogeometric Analysis, based on higher continuity splines that seamlessly meet the (C^1) requirement of Kirchhoff–Love-based discretizations. Weak enforcement of coupling conditions is achieved through the symmetric interior penalty method, where the fluxes are computed using their correct variationally consistent expression that was only recently proposed and is unprecedentedly adopted herein in the context of coupling conditions. The constitutive relationship accounts for generically laminated materials, although the proposed tests are conducted under the assumption of uniform thickness and lamination sequence. Numerical experiments assess the method for an isotropic and a laminated plate, as well as an isotropic hyperbolic paraboloid shell from the new shell obstacle course. The boundary conditions and domain force are chosen to reproduce manufactured analytical solutions, which are taken as reference to compute rigorous convergence curves in the (L^2), (H^1), and (H^2) norms, that closely approach optimal ones predicted by theory. Additionally, we conduct a final test on a complex structure comprising five intersecting laminated cylindrical shells, whose geometry is directly imported from a STEP file. The results exhibit excellent agreement with those obtained through commercial software, showcasing the method’s potential for real-world industrial applications.

这项工作的重点是使用等距分析法(Isogeometric Analysis)对修剪过的壳补丁进行耦合,该方法基于更高的连续性样条,可无缝满足基于基尔霍夫-洛夫离散法的(C^1)要求。耦合条件的弱执行是通过对称内部惩罚法实现的,其中通量的计算使用了最近才提出的正确的变异一致性表达式,并且在耦合条件的背景下被史无前例地采用。虽然拟议的测试是在厚度和层序均匀的假设条件下进行的,但其构成关系适用于一般层状材料。数值试验评估了该方法对各向同性板和层压板以及新壳障碍课程中的各向同性双曲抛物面壳的应用。我们选择了边界条件和域力来重现制造的分析解,并以此为参考计算了严格的收敛曲线((L^2)、(H^1)和(H^2)规范),这些曲线非常接近理论预测的最优曲线。此外,我们还对一个由五个相交层叠圆柱壳组成的复杂结构进行了最终测试,该结构的几何形状是直接从 STEP 文件导入的。测试结果与通过商业软件获得的结果非常吻合,展示了该方法在实际工业应用中的潜力。
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引用次数: 0
A parallel acceleration GPU algorithm for large deformation of thin shell structures based on peridynamics 基于周动力学的薄壳结构大变形并行加速 GPU 算法
IF 8.7 2区 工程技术 Q1 Mathematics Pub Date : 2024-03-27 DOI: 10.1007/s00366-024-01951-x
Zheng Guojun, Li Runjin, Shen Guozhe, Zhang Xiangkui

Loaded shell structures may deform, rotate, and crack, leading to fracture. The traditional finite element method describes material internal forces through differential equations, posing challenges in handling discontinuities and complicating fracture problem resolution. Peridynamics (PD), employing integral equations, presents advantages for fracture analysis. However, as a non-local theory, PD requires discretizing materials into nodes and establishing interactions through bonds, leading to reduce computational efficiency. This study introduces a GPU-based parallel PD algorithm for large deformation problems in shell structures within the compute unified device architecture (CUDA) framework. The algorithm incorporates element mapping and bond mapping for high parallelism. The algorithm optimizes data structures and GPU memory usage for efficient parallel computing. The parallel computing capabilities of GPU expedite crack analysis simulations, greatly reducing the time required to address large deformation problems. Experimental tests confirm the algorithm’s accuracy, efficiency, and value for engineering applications, demonstrating its potential to advance fracture analysis in shell structures.

受载壳体结构可能会变形、旋转和开裂,从而导致断裂。传统的有限元方法通过微分方程描述材料内力,在处理不连续性方面存在挑战,并使断裂问题的解决复杂化。采用积分方程的周动力学(PD)为断裂分析带来了优势。然而,作为一种非局部理论,PD 需要将材料离散化为节点,并通过键建立相互作用,从而降低了计算效率。本研究在计算统一设备架构(CUDA)框架内针对壳体结构中的大变形问题引入了基于 GPU 的并行 PD 算法。该算法结合了元素映射和键映射以实现高并行性。该算法优化了数据结构和 GPU 内存使用,以实现高效的并行计算。GPU 的并行计算能力加快了裂纹分析模拟的速度,大大缩短了解决大型变形问题所需的时间。实验测试证实了该算法的准确性、效率和工程应用价值,证明了它在推进壳体结构断裂分析方面的潜力。
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引用次数: 0
A stable and efficient infinite meshfree approach for solving half-space eat conduction problems 解决半空间吃传导问题的稳定高效无限无网格方法
IF 8.7 2区 工程技术 Q1 Mathematics Pub Date : 2024-03-23 DOI: 10.1007/s00366-024-01960-w
Kuan-Chung Lin, Ting-Wei Chen, Huai-Liang Hsieh

This study introduces an innovative dynamic infinite meshfree method for robust and efficient solutions to half-space problems. This approach seamlessly couples this method with the nodal integral reproducing kernel particle method to discretize half-spaces defined by an artificial boundary. The infinite meshfree shape function is uniquely constructed using the 1D reproducing kernel shape function combined with the boundary singular kernel method, ensuring the Kronecker delta property on artificial boundaries. Coupled with the wave-transfer function, the proposed approach models dissipation actions effectively. The infinite domain simulation employs the dummy node method, enhanced by Newton–Cotes integrals. To ensure solution stability and convergence, our approach is based on the Galerkin weak form of the domain integral method. To combat the challenges of instability and imprecision, we integrated the stabilized conforming nodal integration method and the naturally stable nodal integration. The proposed methods efficacy is validated through various benchmark problems, with preliminary results showcasing superior precision and stability.

本研究介绍了一种创新的动态无限无网格方法,用于稳健高效地解决半空间问题。该方法将节点积分再现核粒子法与人工边界定义的半空间离散化无缝结合。无限无网格形状函数是利用一维再现核形状函数结合边界奇异核方法唯一构建的,确保了人工边界上的 Kronecker delta 特性。结合波传递函数,所提出的方法能有效地模拟耗散作用。无穷域模拟采用了虚节点法,并通过牛顿-科茨积分进行了增强。为确保求解的稳定性和收敛性,我们的方法基于域积分法的 Galerkin 弱形式。为了应对不稳定性和不精确性的挑战,我们整合了稳定的符合节点积分法和自然稳定的节点积分法。我们通过各种基准问题验证了所提出方法的功效,初步结果表明该方法具有卓越的精度和稳定性。
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引用次数: 0
Physics informed neural networks for an inverse problem in peridynamic models 针对周流体动力学模型逆问题的物理信息神经网络
IF 8.7 2区 工程技术 Q1 Mathematics Pub Date : 2024-03-21 DOI: 10.1007/s00366-024-01957-5
Fabio V. Difonzo, Luciano Lopez, Sabrina F. Pellegrino

Deep learning is a powerful tool for solving data driven differential problems and has come out to have successful applications in solving direct and inverse problems described by PDEs, even in presence of integral terms. In this paper, we propose to apply radial basis functions (RBFs) as activation functions in suitably designed Physics Informed Neural Networks (PINNs) to solve the inverse problem of computing the perydinamic kernel in the nonlocal formulation of classical wave equation, resulting in what we call RBF-iPINN. We show that the selection of an RBF is necessary to achieve meaningful solutions, that agree with the physical expectations carried by the data. We support our results with numerical examples and experiments, comparing the solution obtained with the proposed RBF-iPINN to the exact solutions.

深度学习是解决数据驱动的微分问题的强大工具,在解决由 PDE 描述的直接问题和逆问题方面,甚至在存在积分项的情况下,也有成功的应用。在本文中,我们建议在适当设计的物理信息神经网络(PINN)中应用径向基函数(RBF)作为激活函数,以解决经典波方程非局部公式中计算周动核的逆问题,这就是我们所说的 RBF-iPINN。我们的研究表明,RBF 的选择对于获得有意义的解决方案是必要的,它符合数据所承载的物理预期。我们通过数值示例和实验来支持我们的结果,并将使用所提议的 RBF-iPINN 所获得的解决方案与精确解决方案进行比较。
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引用次数: 0
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