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Multi-objective topological structure design using a modified adaptive weighted sum method 基于改进自适应加权和法的多目标拓扑结构设计
IF 3.5 3区 工程技术 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-27 DOI: 10.1016/j.finel.2025.104469
Hyunseung Ryu , Jeonghoon Yoo
This study presents a topological design methodology for thermoelastic structures based on bi-objective and tri-objective optimization formulations. The design objectives are to simultaneously minimize elastic compliance and thermal compliance, while maximizing the first natural frequency. To obtain multi-objective optimization solutions approaching the utopia point, a novel modified adaptive weighted sum method is proposed, where the weight vector is dynamically adjusted using scale factors to effectively generate new Pareto optimal solutions. The effectiveness of the proposed method is validated through quantitative comparisons of optimal solutions obtained using the conventional weighted sum method, the adaptive scaling strategy, and the proposed adaptive weighted sum method. The proposed approach is further validated through its application to both two- and three-dimensional topology optimization problems.
本文提出了一种基于双目标和三目标优化公式的热弹性结构拓扑设计方法。设计目标是同时最小化弹性顺应性和热顺应性,同时最大化第一固有频率。为了获得接近理想点的多目标优化解,提出了一种改进的自适应加权和法,利用尺度因子动态调整权向量,有效地生成新的Pareto最优解。通过对传统加权和方法、自适应缩放策略和自适应加权和方法的最优解进行定量比较,验证了所提方法的有效性。通过对二维和三维拓扑优化问题的应用,进一步验证了该方法的有效性。
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引用次数: 0
A novel interpolation scheme using partition-of-unity mapping for multi-material topology optimizations with compliance-based and stress-based designs 基于柔度和应力设计的多材料拓扑优化新插值方法
IF 3.5 3区 工程技术 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-23 DOI: 10.1016/j.finel.2025.104470
Tinh Quoc Bui, Minh Ngoc Nguyen
This paper presents an enhanced computational framework for multi-material topology optimization using a novel interpolation scheme with the partition-of-unity (PU) mapping. Inspired by the recent p-norm mapping scheme by Yi et al., (2023) the developed scheme inherits the easy-to-implement property, as the interpolation is written in a SIMP-like manner, and the sensitivity with respect to each material phase takes the same form. More importantly, the current scheme addresses the lack of PU property of the p-norm scheme, that is, the sum of volume fraction of all material phases within each element must be equal to one. In the p-norm scheme setting, the case when the physical densities of the materials are all equal to one is theoretically possible. This phenomenon means the duplication of the element volume. In the developed scheme, the mapping functions are computed in rational form, explicitly satisfying the PU property. The performance of the present method is investigated through six numerical examples: the first three are for the compliance-based designs and the other three are for the stress-based designs including the design of periodic meta-material with high bulk modulus. It is demonstrated in the numerical examples that although the lack of PU property in p-norm scheme does not seem to cause problematic issue in compliance-based design with only fixed load, erroneous patterns may appear in more complicated problems, e.g., in compliance-based design with consideration of self-weight load, and in stress-based design. The issue is successfully removed in the proposed PU mapping scheme.
本文提出了一种改进的多材料拓扑优化计算框架,该计算框架采用了一种新颖的统一分割(PU)映射插值方案。受Yi等人(2023)最近的p-范数映射方案的启发,开发的方案继承了易于实现的特性,因为插值是以类似simp的方式编写的,并且相对于每个材料相的灵敏度采用相同的形式。更重要的是,目前的方案解决了p-范数方案缺乏PU特性的问题,即每个单元内所有材料相的体积分数之和必须等于1。在p-范数方案设置中,材料的物理密度都等于1的情况在理论上是可能的。这种现象意味着元素体积的重复。在开发的方案中,映射函数以有理形式计算,显式地满足PU性质。通过六个数值算例研究了该方法的性能:前三个是基于柔度的设计,另外三个是基于应力的设计,包括高体积模量的周期性超材料的设计。数值算例表明,虽然在p范数方案中缺乏PU特性似乎不会导致仅固定荷载的基于柔度的设计出现问题,但在更复杂的问题中,例如在考虑自重荷载的基于柔度的设计中,以及在基于应力的设计中,可能会出现错误模式。在提出的PU映射方案中成功地消除了该问题。
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引用次数: 0
Analytical solutions for Cook’s membrane inferred by open-source learning algorithms: A critical assessment of the expressivity-complexity trade-off 由开源学习算法推断的库克膜的解析解:对表达性-复杂性权衡的关键评估
IF 3.5 3区 工程技术 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-13 DOI: 10.1016/j.finel.2025.104466
Huijian Cai, Nhon N. Phan, WaiChing Sun
Cook’s membrane is one of the most popular boundary value problems used to benchmark the performance of finite element models. Despite its popularity, the analytical solution to this boundary value problem remains unknown. As such, Richardson’s extrapolation, which provides a highly accurate displacement at the tip, is often used in verification exercises for finite element software used for analyses and designs. This paper introduces machine learning algorithms, particularly (1) the family of neural additive models and their subsequent symbolic approximations, (2) Kolmogorov-Arnold networks, (3) physics-informed neural networks as well as (4) the classical finite element method, (5) physics-informed polynomials and (6) brute-force symbolic regression algorithm to obtain new analytical solutions that may supplement Richardson’s extrapolation for the verification exercise. We consider two cases: one with a compressible linear elastic model and the other with an incompressible neo-Hookean model, where analytical solutions are unknown. Due to the floating-point representation, we did not seek an analytical solution with no error. Instead, we compare the accuracy, complexity, and interpretability of the solutions of the displacement field obtained from these methods and seek solutions with the optimal trade-off. We find that the best analytical solutions for the linear elastic and incompressible neo-Hookean cases are both obtained via the projected neural additive models followed by a post-processing step, with (1) errors in the orders of 107 and 105 respectively and (2) complexities an order less than the counterparts obtained from Kolmogorov-Arnold networks. The training algorithms and results are open-source to facilitate third-party verification and further efforts to surpass the benchmark performance established in this paper.
库克膜是最流行的边界值问题之一,用于基准性能的有限元模型。尽管它很流行,但这个边值问题的解析解仍然是未知的。因此,理查德森的外推法提供了尖端高度精确的位移,经常用于分析和设计的有限元软件的验证练习。本文介绍了机器学习算法,特别是(1)神经加性模型家族及其后续符号逼近,(2)Kolmogorov-Arnold网络,(3)物理信息神经网络以及(4)经典有限元法,(5)物理信息多项式和(6)暴力符号回归算法,以获得新的解析解,可以补充理查森的外推验证练习。我们考虑两种情况:一种是可压缩的线弹性模型,另一种是不可压缩的新胡克模型,其中解析解是未知的。由于采用浮点表示,我们没有寻求没有错误的解析解。相反,我们比较了这些方法得到的位移场解的精度、复杂性和可解释性,并寻求最优权衡的解。我们发现线性弹性和不可压缩新hookean情况的最佳解析解都是通过投影神经相加模型和后处理步骤得到的,(1)误差分别在10−7和10−5数量级,(2)复杂性比从Kolmogorov-Arnold网络得到的对应解小一个数量级。训练算法和结果是开源的,方便第三方验证和进一步努力超越本文建立的基准性能。
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引用次数: 0
A general UMAT for finite-strain viscoelasticity with damage 含损伤有限应变粘弹性的通用UMAT
IF 3.5 3区 工程技术 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-10 DOI: 10.1016/j.finel.2025.104468
Florian Gouhier, Julie Diani
A UMAT for general finite-strain viscoelastic materials exhibiting strain softening and temperature dependence is presented and shared. The model builds on the thermodynamically consistent formulation of Reese and Govindjee (1998), extended to support a general deviatoric strain energy function depending on the invariants I1 and I2, as well as isotropic damage mechanisms affecting both deviatoric and hydrostatic responses. The paper first outlines the modeling assumptions and describes the numerical implementation, including modifications for the flexible incorporation of general strain energy functions, compatibility with hybrid finite elements, and the structure of the UMAT subroutine. The implementation is validated through a series of uniaxial and shear benchmark tests under various loading conditions. Finally, a structural simulation involving the cyclic torsion of a slender rectangular bar confirms the correct implementation of the consistent tangent modulus. The proposed UMAT is versatile and applicable to a broad class of materials, including quasi-incompressible rubbers exhibiting Mullins softening and solid propellants undergoing volumetric damage due to matrix-filler debonding.
给出了具有应变软化和温度依赖性的一般有限应变粘弹性材料的UMAT。该模型建立在Reese和Govindjee(1998)的热力学一致公式的基础上,扩展到支持依赖于不变量I1和I2的一般偏应变能函数,以及影响偏应变和静水响应的各向同性损伤机制。本文首先概述了建模假设,并描述了数值实现,包括对一般应变能函数的灵活结合的修改,与混合有限元的兼容性,以及UMAT子程序的结构。通过一系列的单轴和剪切基准试验,在各种荷载条件下验证了该实现。最后,一个涉及细长矩形杆的循环扭转的结构模拟证实了一致切线模量的正确实现。所提出的UMAT是通用的,适用于广泛的材料,包括具有马林斯软化的准不可压缩橡胶和由于基质填料脱粘而遭受体积破坏的固体推进剂。
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引用次数: 0
The neural approximated virtual element method for elasticity problems 弹性问题的神经逼近虚元法
IF 3.5 3区 工程技术 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-09 DOI: 10.1016/j.finel.2025.104467
Stefano Berrone , Moreno Pintore , Gioana Teora
We present the Neural Approximated Virtual Element Method to numerically solve elasticity problems. This hybrid technique combines classical concepts from the Finite Element Method and the Virtual Element Method with recent advances in deep neural networks. Specifically, it is a polygonal method where the virtual basis functions are element-wise approximated by a neural network, eliminating the need for stabilization or projection operators typically required in the standard Virtual Element Method. We present the discrete formulation of the problem together with theoretical results, and we provide numerical tests on both linear and non-linear elasticity problems, demonstrating the advantages of a simple discretization, particularly in handling non-linearities.
提出了一种神经逼近虚元法来数值求解弹性问题。这种混合技术将有限元法和虚元法的经典概念与深度神经网络的最新进展相结合。具体来说,它是一种多边形方法,其中虚拟基函数由神经网络逐元逼近,消除了标准虚拟元方法中通常需要的稳定或投影算子。我们提出了问题的离散化形式和理论结果,并对线性和非线性弹性问题进行了数值测试,证明了简单离散化的优点,特别是在处理非线性问题时。
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引用次数: 0
Multiparametric e-NVH analysis of electrical machines using Greedy Proper Orthogonal Decomposition and Double Component Mode Synthesis 基于贪婪固有正交分解和双分量模态综合的电机多参数e-NVH分析
IF 3.5 3区 工程技术 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-07 DOI: 10.1016/j.finel.2025.104465
Liwaa Abou Chakra , Thomas Henneron , Bertrand Lallemand , Franck Massa , Stéphane Clénet
This article focuses on optimizing computational efficiency in the analysis of magneto-vibro-acoustic models, particularly when addressing parametric variations introduced by manufacturing imperfections. The computational cost of using the high-fidelity Finite Element Method in such detailed analyses can be significant, especially when multiple scenarios need to be explored. Moreover, a certain degree of accuracy is required in electromagnetic quantities of interest before any accurate vibroacoustic qualitative analysis can be performed. To address this, advanced Reduced-Order Model techniques, such as an enhanced Greedy Proper Orthogonal Decomposition and double Component Mode Synthesis, are developed. These techniques not only reduce computational time but also retain high accuracy in capturing the vibroacoustic response of the system. The proposed approach offers an efficient numerical framework to account for a wide range of manufacturing-induced variations (eccentricities, supply harmonics and mechanical tolerances), making it highly suitable for early-stage design assessment.
本文着重于优化磁振声模型分析中的计算效率,特别是在处理由制造缺陷引起的参数变化时。在如此详细的分析中使用高保真有限元法的计算成本可能是显著的,特别是当需要探索多种场景时。此外,在进行精确的振动声学定性分析之前,需要对感兴趣的电磁量进行一定程度的精度。为了解决这个问题,开发了改进的降阶模型技术,如增强的贪婪固有正交分解和双分量模式综合。这些技术不仅减少了计算时间,而且在捕获系统的振动声响应方面保持了较高的准确性。所提出的方法提供了一个有效的数值框架,以解释广泛的制造引起的变化(偏心,供电谐波和机械公差),使其非常适合早期设计评估。
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引用次数: 0
Parametric model order reduction for dynamic non-linear thermoelastic problems in functionally graded materials 功能梯度材料动态非线性热弹性问题的参数模型降阶
IF 3.5 3区 工程技术 Q1 MATHEMATICS, APPLIED Pub Date : 2025-10-06 DOI: 10.1016/j.finel.2025.104463
Ganesh S. Pawar , Amar K. Gaonkar , Salil S. Kulkarni
Functionally graded materials subjected to thermoelastic loading are increasingly utilized in a wide range of industrial applications. The coupled temperature–displacement analysis of such complex structures is typically performed using finite element analysis. However, high-fidelity finite element models often result in significant computational costs. Furthermore, during the design phase, it is desirable to explore variations in material gradation to optimize performance, which further amplifies the computational demand. To address this, a parametric model order reduction framework is proposed in this study to accelerate the dynamic simulation of functionally graded materials under thermoelastic loading. In many applications, mechanical responses remain linear due to small deformations, while thermal non-linearity dominates due to high temperature. Exploiting this structure, a hybrid reduced-order model is introduced, which employs Krylov-based reduction for the mechanical model while retaining the thermal model at full-scale. This hybrid reduced order model is further extended to incorporate parametric dependencies inherent in functionally graded materials through various parametric model order reduction techniques. The spatial variation of material properties is captured using the generalized isoparametric formulation. Material gradation is modeled using either a power-law or exponential-law distribution, with the corresponding exponents treated as parameters of interest. Parametric variations are managed through interpolation of local bases and a locally reduced order model. Four distinct parametric reduced order models are developed based on different combinations of these interpolation strategies. The effectiveness and accuracy of the proposed models are validated using a 2D planar benchmark problem featuring spatially varying material properties. It is observed that, for the mechanical part, reduced order models employing interpolation of local bases achieve higher speed-ups than those based on interpolation of reduced system matrices. In the thermal part, all models utilize local basis interpolation with hyper-reduction via either the discrete empirical interpolation method or the energy conserving sampling and weighting method; among these, energy conserving sampling and weighting-based approaches offer better accuracy. The developed framework demonstrates speed-ups of up to 50 compared to full-scale simulations.
热弹性载荷下的功能梯度材料在工业应用中得到越来越广泛的应用。这类复杂结构的温度-位移耦合分析通常采用有限元分析。然而,高保真的有限元模型往往会导致大量的计算成本。此外,在设计阶段,需要探索材料级配的变化以优化性能,这进一步放大了计算需求。为了解决这一问题,本研究提出了一个参数化模型降阶框架,以加速热弹性载荷下功能梯度材料的动态模拟。在许多应用中,由于微小的变形,机械响应保持线性,而由于高温,热非线性占主导地位。利用这种结构,引入了一种混合降阶模型,该模型在保留全尺寸热模型的同时,对力学模型采用基于krylovv的降阶方法。该混合降阶模型通过各种参数模型降阶技术进一步扩展到包含功能梯度材料固有的参数依赖性。利用广义等参公式捕捉材料性质的空间变化。材料分级使用幂律或指数律分布建模,相应的指数被视为感兴趣的参数。参数变化通过局部基插值和局部降阶模型进行管理。基于这些插值策略的不同组合,建立了四种不同的参数降阶模型。利用具有空间变化材料特性的二维平面基准问题验证了所提模型的有效性和准确性。结果表明,对于机械部分,采用局部基插值的降阶模型比采用系统矩阵插值的降阶模型具有更高的加速速度。在热力部分,所有模型均采用超约化局部基插值,或采用离散经验插值法,或采用节能采样加权法;其中,节能采样和基于加权的方法提供了更好的准确性。与全尺寸模拟相比,开发的框架显示了高达50的加速。
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引用次数: 0
The wedge Topologically Consistent Metamaterial element (wTCM) for the generation of auxetic metamaterials in complex components and its multi-scale numerical calculation with small geometrical and material non-linearities 楔形拓扑一致超材料单元(wTCM)用于复杂构件中生长性超材料的生成及其小几何非线性和材料非线性的多尺度数值计算
IF 3.5 3区 工程技术 Q1 MATHEMATICS, APPLIED Pub Date : 2025-09-23 DOI: 10.1016/j.finel.2025.104456
Juan Antonio López-Salido, Luis Saucedo-Mora
Metamaterials are gaining importance in different aspects of engineering because their complex capabilities and light weight ensures a key role in critical elements in different fields. But metamaterials have two main drawbacks; a high computational cost at component level, and a lack of adaptability to complex shapes. This latter point is because traditionally the metamaterials have relied on regular or quasi-regular grids, which is not realistic for more of the engineering needs. In this paper we present the wTCM finite element for the generation of auxetic metamaterials and its multiscale calculation accounting forgeometric nonlinear effects (e.g. buckling), and material nonlinear effects (e.g. moderate plasticity and fracture). The proposed element is the opposite the traditional RVE where a large amount of unit cells are assumed to be inside each RVE. In the case of the wTCM only a portion of the unit cell is represented in the element. With this, we gain versatility and precision with a low computational cost, and the capability to generate the metamaterial from the wTCM mesh directly.
超材料由于其复杂的性能和重量轻,在不同领域的关键元件中发挥着关键作用,因此在工程的各个方面越来越重要。但超材料有两个主要缺点;部件级计算成本高,对复杂形状缺乏适应性。后一点是因为传统的超材料依赖于规则或准规则网格,这对于更多的工程需求来说是不现实的。本文提出了用于形变超材料生成的wTCM有限元及其考虑几何非线性效应(如屈曲)和材料非线性效应(如中塑性和断裂)的多尺度计算。所提出的元素与传统的RVE相反,传统的RVE假设在每个RVE内部都有大量的单元格。在wTCM的情况下,元素中只表示单元格的一部分。这样,我们以较低的计算成本获得了通用性和精度,并能够直接从wTCM网格中生成超材料。
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引用次数: 0
Solving two-phase heat exchanger equations by using the finite element method 用有限元法求解两相换热器方程
IF 3.5 3区 工程技术 Q1 MATHEMATICS, APPLIED Pub Date : 2025-09-23 DOI: 10.1016/j.finel.2025.104462
Jose M. Chaquet , Pedro Galán del Sastre
Heat exchangers (HEX) are widely used in a large number of industrial processes, as well as on-board auxiliary devices. One way to increase HEX thermal effectiveness, and therefore reduce weight, is to use phase-change processes in one or both working fluids. There are simplified models in the literature that provide HEX temperature fields, useful in the early design phases. However, these models assume single-phase fluids. This work generalizes the HEX equations for different arrangements (parallel, counter and cross flow configurations) considering vaporization (evaporation or boiling) or condensation processes. The application of the finite element method (FEM) is also described to obtain a numerical approximation of the solution in an efficient manner. The proposed method provides a general framework where the application of specific heat transfer coefficients correlations or fluid properties is straightforward. As a practical application, several operating conditions (number of transfer units until 5 and mass flow ratios between 0.1 and 1) and arrangements (parallelflow, counterflow and unmixed-unmixed crossflow) of a simplified HEX using coolant R123 and liquid water as working fluids are analyzed where the heat transfer coefficient depends on the vapor fraction. R123 coolant flows through 2 mm diameter pipes, in liquid phase at the HEX inlet and undergoing a complete or partial evaporation process depending on the operating point.
热交换器(HEX)广泛应用于大量的工业过程,以及机载辅助设备。提高HEX热效率从而减轻重量的一种方法是在一种或两种工作流体中使用相变过程。文献中有提供HEX温度场的简化模型,在早期设计阶段很有用。然而,这些模型假定为单相流体。这项工作将HEX方程推广到考虑汽化(蒸发或沸腾)或冷凝过程的不同安排(平行,逆流和交叉流配置)。本文还介绍了有限元法的应用,以有效地求得解的数值近似。所提出的方法提供了一个总体框架,其中应用比传热系数的相关性或流体性质是直接的。作为实际应用,分析了使用冷却剂R123和液态水作为工质的简化HEX的几种操作条件(传递单元数直到5,质量流量比在0.1和1之间)和布置(平行流,逆流和非混合-非混合横流),其中传热系数取决于蒸汽分数。R123冷却剂流经直径2mm的管道,在HEX入口处处于液相状态,并根据工作点进行完全或部分蒸发过程。
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引用次数: 0
Analysis of energy conversion using piezoelectric materials and structures with acoustic black holes 基于声黑洞的压电材料和结构的能量转换分析
IF 3.5 3区 工程技术 Q1 MATHEMATICS, APPLIED Pub Date : 2025-09-22 DOI: 10.1016/j.finel.2025.104454
Meng He , Tatiane Weimann , Alexandre Molter , Jairo Valões de Alencar Ramalho , Daniel Milbrath De Leon
The objective of this study is to analyze energy conversion in two configurations of piezoelectric material placement in acoustic black holes. These structures concentrate vibrational energy due to the gradual reduction in thickness, making them ideal for energy harvesting. In the first configuration, piezoelectric materials are placed at the outer edges of the hole; in the second, at the inner edges. The material is applied only to specific regions, rather than covering the entire inner or outer edge. The same amount of piezoelectric material is used in both cases, being able to act as both a vibration damper and an energy harvester. This study investigates the optimal position for piezoelectric material placement, comparing energy conversion at the outer vs. inner edges of a central elliptical hole. The finite element method was used to discretize the structural domain, considering elliptical hole geometries. Dynamic structural analysis was applied to compute energy distributions and conversions. The results showed that the placement of the piezoelectric material influences energy conversion, with the most suitable position being along the outer edge of the hole. These findings reinforce the importance of optimal piezoelectric placement for maximizing energy harvesting in structures with acoustic black holes.
本研究的目的是分析两种压电材料放置在声黑洞中的能量转换。由于厚度逐渐减小,这些结构集中了振动能量,使它们成为能量收集的理想选择。在第一种配置中,在所述孔的外缘处放置压电材料;在第二种情况下,在内部边缘。该材料仅应用于特定区域,而不是覆盖整个内缘或外缘。在这两种情况下使用相同数量的压电材料,既能起到减振器的作用,又能起到能量收集器的作用。本研究探讨了压电材料放置的最佳位置,比较了中心椭圆孔内外边缘的能量转换。考虑椭圆孔几何,采用有限元方法对结构域进行离散化。动力结构分析应用于计算能量分布和转换。结果表明,压电材料的放置位置对能量转换有影响,最合适的位置是沿孔的外缘。这些发现强调了在声黑洞结构中,最佳压电放置对于最大限度地收集能量的重要性。
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引用次数: 0
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Finite Elements in Analysis and Design
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