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Data-driven computational mechanics: comparison of model-free and model-based methods in constitutive modeling 数据驱动的计算力学:比较无模型和基于模型的构成建模方法
IF 2.2 3区 工程技术 Q2 MECHANICS Pub Date : 2024-08-17 DOI: 10.1007/s00419-024-02664-9
Julien Philipp Stöcker, Selina Heinzig, Abhinav Anil Khedkar, Michael Kaliske

In computational homogenization approaches, data-driven methods entail advantages due to their ability to capture complex behavior without assuming a specific material model. Within this domain, constitutive model-based and model-free data-driven methods are distinguished. The former employ artificial neural networks as models to approximate a constitutive relation, whereas the latter directly incorporate stress–strain data in the analysis. Neural network-based constitutive descriptions are one of the most widely used data-driven approaches in computational mechanics. In contrast, distance-minimizing data-driven computational mechanics enables substituting the material modeling step entirely by iteratively obtaining a physically consistent solution close to the material behavior represented by the data. The maximum entropy data-driven solver is a generalization of this method, providing increased robustness concerning outliers in the underlying data set. Additionally, a tensor voting enhancement based on incorporating locally linear tangent spaces enables interpolating in regions of sparse sampling. In this contribution, a comparison of neural network-based constitutive models and data-driven computational mechanics is made. General differences between machine learning, distance minimizing, and entropy maximizing data-driven methods are explored. These include the pre-processing of data and the required computational effort for optimization as well as evaluation. Numerical examples with synthetically generated datasets obtained by numerical material tests are employed to demonstrate the capabilities of the investigated methods. An anisotropic nonlinear elastic constitutive law is chosen for the investigation. The resulting constitutive representations are then applied in structural simulations. Thereby, differences in the solution procedure as well as use-case accuracy of the methods are investigated.

在计算均质化方法中,数据驱动方法因其无需假定特定材料模型即可捕捉复杂行为的能力而具有优势。在这一领域,有基于构成模型的方法和无模型数据驱动方法之分。前者采用人工神经网络作为模型来逼近构成关系,而后者则直接将应力应变数据纳入分析。基于神经网络的构造描述是计算力学中应用最广泛的数据驱动方法之一。相比之下,距离最小化数据驱动计算力学可以通过迭代获得与数据所代表的材料行为相近的物理一致解,从而完全取代材料建模步骤。最大熵数据驱动求解器是对这一方法的概括,提高了对基础数据集中异常值的鲁棒性。此外,基于局部线性切线空间的张量投票增强功能可以在采样稀疏的区域进行插值。本文对基于神经网络的构成模型和数据驱动的计算力学进行了比较。本文探讨了机器学习、距离最小化和熵最大化数据驱动方法之间的一般差异。这些差异包括数据的预处理、优化和评估所需的计算工作量。通过数值材料测试合成的数据集来展示所研究方法的能力。研究选择了各向异性的非线性弹性结构定律。然后,在结构模拟中应用所得到的构成表征。由此,研究了这些方法在求解过程中的差异以及使用情况下的准确性。
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引用次数: 0
Analysis of thermo-elastoplastic bending behavior of FG skew sandwich plates on elastic foundation using an enhanced meshless radial basis reproducing kernel particle approach 利用增强型无网格径向基重现核粒子法分析弹性地基上 FG 斜面夹层板的热弹性弯曲行为
IF 2.2 3区 工程技术 Q2 MECHANICS Pub Date : 2024-08-16 DOI: 10.1007/s00419-024-02666-7
Reza Vaghefi

This paper aims to present an analysis of the thermo-elastoplastic bending behavior of skew functionally graded (FG) sandwich plates resting on a Winkler/Pasternak foundation, employing a novel three-dimensional (3D) meshless approach. The material properties are assumed to be completely temperature-dependent, and the sandwich plate with FG face sheets and core is exposed to mechanical and thermal loads. The discretized equation systems of nonlinear transient heat conduction and incremental thermo-elastoplasticity are derived using a 3D radial basis reproducing kernel particle approach. The meshless model utilizes a novel high-order kernel that combines Gaussian and cosine functions. The incremental plastic deformation is modeled by the Prandtl–Reuss flow rule along the isotropic hardening von Mises criterion. The results demonstrate excellent agreement when compared with those existing in the literature. The influence of different foundation parameters, skew angles, layer thickness ratios, thickness-to-length ratios, power law exponents, and boundary conditions on the elastoplastic bending behavior of the FG skew sandwich plate is evaluated.

本文旨在采用一种新颖的三维(3D)无网格方法,对固定在温克勒/帕斯捷尔纳克地基上的倾斜功能分级(FG)夹层板的热弹性弯曲行为进行分析。假定材料特性完全取决于温度,带有 FG 面板和夹芯的夹层板承受机械和热载荷。非线性瞬态热传导和增量热弹性的离散方程系统是通过三维径向基重现核粒子方法导出的。无网格模型采用了结合高斯和余弦函数的新型高阶核。增量塑性变形由普朗特-罗伊斯流动规则和各向同性硬化冯-米塞斯准则建模。与现有文献相比,研究结果表明两者非常吻合。评估了不同地基参数、倾斜角、层厚比、厚度长度比、幂律指数和边界条件对 FG 斜面夹层板弹塑性弯曲行为的影响。
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引用次数: 0
Comparison of barrier update strategies for interior point algorithms in single-crystal plasticity 单晶塑性中内点算法的障碍更新策略比较
IF 2.2 3区 工程技术 Q2 MECHANICS Pub Date : 2024-08-14 DOI: 10.1007/s00419-024-02663-w
Lisa Scheunemann, Felix Steinmetz, Paulo Nigro

This contribution discusses the influence of different barrier update strategies on the performance and robustness of an interior point algorithm for single-crystal plasticity at small strains. To this end, single-crystal plasticity is first briefly presented in the framework of a primal-dual interior point algorithm to outline the general algorithmic structure. The manner in which the barrier parameter is modified within the interior point method, steering the penalization of constraints, plays a crucial role for the robustness and efficiency of the overall algorithm. In this paper, we compare and analyze different strategies in the framework of crystal plasticity. In a thorough analysis of a numerical example covering a broad range of settings in monocrystals, we investigate robust hyperparameter ranges and identify the most efficient and robust barrier parameter update strategies.

本文讨论了不同的势垒更新策略对小应变下单晶塑性内点算法的性能和鲁棒性的影响。为此,本文首先简要介绍了原始二元内点算法框架下的单晶塑性,以概述一般算法结构。在内含点算法中,如何修改障碍参数,引导约束条件的惩罚,对整个算法的稳健性和效率起着至关重要的作用。本文比较和分析了晶体塑性框架下的不同策略。通过对涵盖单晶体广泛设置的数值示例进行深入分析,我们研究了稳健超参数范围,并确定了最高效、最稳健的势垒参数更新策略。
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引用次数: 0
Recent advances and open problems in computational mechanics 计算力学的最新进展和未决问题
IF 2.2 3区 工程技术 Q2 MECHANICS Pub Date : 2024-08-14 DOI: 10.1007/s00419-024-02673-8
Alexander Düster
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引用次数: 0
Thermal buckling analysis of bi-directional FGM doubly curved shell panels using a TSDT p-version finite element method 使用 TSDT p 版有限元法对双向 FGM 双曲壳板进行热屈曲分析
IF 2.2 3区 工程技术 Q2 MECHANICS Pub Date : 2024-08-14 DOI: 10.1007/s00419-024-02669-4
Lakhdar Zeddoune, Sidi Mohammed Chorfi, Sid Ahmed Belalia

Unlike previous studies that predominantly focused on uni-directional functionally graded materials (FGMs), this work extends the analysis to bi-directional FGM shell panels with various geometries, offering a more comprehensive understanding of their thermal buckling behavior. For the first time, a combination of higher-order shear deformation theory and the p-version finite element method is utilized in this context. Moreover, a novel nonlinear temperature distribution solution derived from the steady-state thermal conduction equation for bi-FGMs is proposed, addressing a significant gap in the existing literature. The investigation explores the effects of curvature, aspect ratio, thickness ratio, and material gradient on the buckling response of shell panels under thermal loading. The study begins with the mathematical formulation of the problem, laying the groundwork for the subsequent analyses. To ensure the accuracy and effectiveness of the custom-made code, a rigorous comparative study is performed. The analysis then extends to examining the impact of material gradient indexes on the shell’s behavior, focusing on variations in buckling temperature rise, mode shapes, and normalized modal stress distribution. Additionally, the investigation includes a comparative analysis of three different types of temperature distributions, considering both temperature-dependent and temperature-independent material scenarios.

与以往主要针对单向功能分级材料(FGM)的研究不同,本研究将分析扩展到了具有各种几何形状的双向功能分级材料壳体面板,从而更全面地了解其热屈曲行为。在此背景下,我们首次将高阶剪切变形理论和 p 版本有限元法结合起来使用。此外,针对现有文献中的一个重要空白,提出了一种从双 FGM 的稳态热传导方程导出的新型非线性温度分布解决方案。研究探讨了曲率、长宽比、厚度比和材料梯度对热加载下壳体面板屈曲响应的影响。研究从问题的数学表述开始,为后续分析奠定了基础。为确保定制代码的准确性和有效性,进行了严格的对比研究。然后,分析扩展到研究材料梯度指数对壳体行为的影响,重点是屈曲温升、模态形状和归一化模态应力分布的变化。此外,研究还包括对三种不同类型温度分布的比较分析,同时考虑了与温度相关和与温度无关的材料情况。
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引用次数: 0
Analytical H2 optimization for the design parameters of lever-type stiffness-based grounded damping dynamic vibration absorber with grounded stiffness 基于接地刚度的杠杆型接地阻尼动态减震器设计参数的 H2 分析优化
IF 2.2 3区 工程技术 Q2 MECHANICS Pub Date : 2024-08-10 DOI: 10.1007/s00419-024-02667-6
Marcial Baduidana, Aurelien Kenfack-Jiotsa

A novel lever-type stiffness-based grounded damping dynamic vibration absorber with grounded stiffness is presented in this paper, and the analytical design parameters are derived in detail. At the first, the equations of motion are established and the analytical solution of the primary structure displacement is obtained. It is found that with the introduction of grounded stiffness, the coupled system could be unstable and the stability condition is established. Then, the optimum stiffness ratio, the optimum damping ratio and the optimum grounded stiffness ratio are expressed as the function of mass ratio and lever ratio by minimizing the mean squared displacement response of the primary structure previously established. From the results analysis, the system stability is verified, and it is found that with the change in the lever ratio when the mass ratio is selected, there are three cases for the optimum grounded stiffness ratio, i.e., negative, zero and positive. Thus, for the vibration reduction of primary structure, the proposed dynamic vibration absorber (DVA) with positive grounded stiffness has the best control performance among the three cases. Compared with some typical designed DVAs under harmonic and random excitation, the results show that with the proposed optimum DVA the resonance amplitude and the frequency band of vibration reduction can greatly reduce and broadened, respectively, and the random vibration mitigation can be greatly increased. According to the existing literature, the proposed lever-type stiffness mechanism is justified, which means that the proposed DVA is practical and can be used in many engineering applications.

本文介绍了一种新型杠杆式刚度型接地阻尼动态减震器,并详细推导了其分析设计参数。首先,建立了运动方程,并得到了主结构位移的解析解。结果发现,引入接地刚度后,耦合系统可能不稳定,并建立了稳定条件。然后,通过最小化之前建立的主结构位移响应的均方值,将最佳刚度比、最佳阻尼比和最佳接地刚度比表示为质量比和杠杆比的函数。从结果分析中验证了系统的稳定性,并发现随着质量比选择时杠杆比的变化,最佳接地刚度比有三种情况,即负、零和正。因此,对于一级结构的减振而言,所提出的具有正接地刚度的动态吸振器(DVA)在三种情况中具有最佳的控制性能。与一些典型设计的谐振和随机激励下的动态吸振器相比,结果表明,采用所提出的最佳动态吸振器后,共振振幅和减振频带分别大大降低和拓宽,随机振动的缓解能力大大提高。根据现有文献,所提出的杠杆式刚度机制是合理的,这意味着所提出的 DVA 是实用的,可以在许多工程应用中使用。
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引用次数: 0
Ternary nanofluid cooling of an elastic plate by using double sinusoidal wavy channels under different magnetic fields 在不同磁场下利用双正弦波形通道对弹性板进行三元纳米流体冷却
IF 2.2 3区 工程技术 Q2 MECHANICS Pub Date : 2024-08-05 DOI: 10.1007/s00419-024-02671-w
Fatih Selimefendigil, Bilel Hadrich, Karim Kriaa, Chemseddine Maatki, Lioua Kolsi

A novel cooling system for a hot elastic plate is considered by combined utilization of magnetic field, wavy channels and ternary nanofluid. Some applications can be found in electronic cooling, material processing and convective heat transfer control. The elastic object is placed between sinusoidal wavy channels where magnetic field of different strengths is imposed. Ternary nanofluid is used as cooling medium in both channels. Cooling performance assessment is made by various values of Reynolds number (Re, between 250 and 1000), Hartmann number of different channels (Ha, between 0 and 15), amplitude (A, between 0.05 and 0.3) and wave number (N, between 1 and 4) of corrugation, and nanoparticle loading (svf between 0 and 0.03). Entropy generation analysis is also considered. Thermal performance enhancement factor for the maximum and lowest Re configurations in the rigid and elastic object cases are 1.70 and 1.65, respectively. The amount of cooling performance improvement generated by imposing magnetic field at the highest strength is 58.5% and 80% with rigid and elastic objects, respectively. The cooling performance is improved by the wavy form amplitude; however, the wave number relation is non-monotonic. When comparing the wavy channel with the flat one, the increments of thermal performance for stiff and elastic plates are 52% and 57%. Using elastic and stiff objects with nanofluid results in increases in cooling performance of 47.2% and 55.5% when compared to the use of base fluid alone. The best thermal performance is always provided by a rigid item with wavy channels. The least amount of cooling is achieved by using an elastic plate and flat channel. The best options are to increase the magnetic field strength and amplitude of the wavy channel as thermal performance improves and entropy generation drops.

通过综合利用磁场、波浪形通道和三元纳米流体,考虑了一种新型热弹性板冷却系统。该系统可应用于电子冷却、材料加工和对流传热控制等领域。弹性物体被放置在正弦波道之间,波道中施加了不同强度的磁场。三元纳米流体被用作两个通道的冷却介质。通过不同的雷诺数(Re,在 250 和 1000 之间)、不同通道的哈特曼数(Ha,在 0 和 15 之间)、波纹的振幅(A,在 0.05 和 0.3 之间)和波数(N,在 1 和 4 之间)以及纳米粒子负载(svf,在 0 和 0.03 之间)值,对冷却性能进行评估。还考虑了熵生成分析。在刚性和弹性物体情况下,最大和最小 Re 配置的热性能增强因子分别为 1.70 和 1.65。通过施加最高强度的磁场,刚性物体和弹性物体的冷却性能分别提高了 58.5% 和 80%。波浪形振幅改善了冷却性能,但波数关系是非单调的。波浪形通道与平面通道相比,刚性板和弹性板的热性能分别提高了 52% 和 57%。与单独使用基础流体相比,使用纳米流体的弹性和刚性物体的冷却性能分别提高了 47.2% 和 55.5%。具有波浪形通道的刚性物体始终具有最佳的热性能。使用弹性板和扁平通道的冷却效果最差。随着热性能的提高和熵生成的减少,最好的选择是增加磁场强度和波浪形通道的振幅。
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引用次数: 0
Microstructure evolution and fluid transport in porous media: a formal asymptotic expansions approach 多孔介质中的微结构演化和流体传输:形式渐近展开法
IF 2.2 3区 工程技术 Q2 MECHANICS Pub Date : 2024-08-05 DOI: 10.1007/s00419-024-02668-5
Quentin Rousseau, Giulio Sciarra

This paper investigates the effects on the behavior of a saturated porous material of an evolving microstructure induced by the mass exchange between the solid and the fluid phases saturating the porous network, using two-scale asymptotic expansions. A thermodynamically consistent model of the fluid physics flowing through the porous network is proposed first, describing microstructure variations to be captured implicitly via the level set method. The two-scale asymptotic expansions method is then applied to obtain an upscaled model capable to account for mass transfer. This last is proven to depend not only on the gradient of the macroscopic forces, such as the fluid pressure and the chemical potential, but also on the average velocity of the solid–fluid interface. Numerical simulations are carried out using the finite element method in order to evaluate the relative weight of the new terms introduced.

本文利用双尺度渐近展开法研究了饱和多孔材料的微观结构演变对其行为的影响,这种微观结构是由多孔网络中固相和流体相之间的质量交换引起的。首先提出了流经多孔网络的流体物理的热力学一致模型,通过水平集方法隐式地描述了微观结构的变化。然后应用双尺度渐近展开法获得一个能够考虑质量传递的放大模型。最后一个模型不仅取决于流体压力和化学势等宏观力的梯度,还取决于固-流界面的平均速度。使用有限元法进行了数值模拟,以评估新引入项的相对权重。
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引用次数: 0
A modified couple stress model to analyze the effect of size dependence on thermal interactions in rotating nanobeams whose properties change with temperature 修正的耦合应力模型,用于分析旋转纳米梁的尺寸依赖性对其特性随温度变化而变化的热相互作用的影响
IF 2.2 3区 工程技术 Q2 MECHANICS Pub Date : 2024-08-04 DOI: 10.1007/s00419-024-02652-z
Ahmed E. Abouelregal, Mohammed Aldandani, S. S. Alsaeed

In this article, the importance of studying the behavior of small-scale rotating materials and structures is highlighted for its valuable contribution to many scientific and engineering fields. As a result, these types of microbeams have been studied using nonlocal elasticity theory (NET) and modified couple stress (MCST) models, as well as Euler–Bernoulli assumptions for thin beams. The temperature-dependent heat conduction model and the Moore–Gibson–Thompson (MGT) model of heat transfer are also integrated. The effects of nonlocal properties, length scale, thermal conductivity factor fluctuation, the angular velocity of rotation, and thermal parameters on the behavior of the studied variables were investigated. The results were validated and applicable, and the data were systematically compared with previous literature and other investigators. The results show that the materials behave differently at the nanoscale than the results of the usual continuum mechanics approach due to taking into account nonlocal and length-scale effects.

本文强调了研究小尺度旋转材料和结构行为的重要性,因为这对许多科学和工程领域都有重要贡献。因此,我们使用非局部弹性理论(NET)和修正耦合应力(MCST)模型以及薄梁的欧拉-伯努利假设对这些类型的微梁进行了研究。与温度相关的热传导模型和 Moore-Gibson-Thompson (MGT) 热传导模型也被纳入其中。研究了非局部特性、长度尺度、导热系数波动、旋转角速度和热参数对所研究变量行为的影响。研究结果得到了验证和应用,并与之前的文献和其他研究者的数据进行了系统比较。结果表明,由于考虑了非局部效应和长度尺度效应,材料在纳米尺度上的行为与通常连续介质力学方法的结果不同。
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引用次数: 0
Speed and road quality effects on dynamic load multi-purpose forest firefighting vehicles 速度和道路质量对动态负载多功能森林消防车的影响
IF 2.2 3区 工程技术 Q2 MECHANICS Pub Date : 2024-08-01 DOI: 10.1007/s00419-024-02672-9
Luong Van Van, Nguyen Thanh Tung

A vehicle’s dynamic load is the force exerted on the tire by the road when the vehicle is in motion. The road is damaged not just by the vehicle’s horizontal and vertical forces, but also by the vertical forces generated by the vehicle’s movement. However, road surface impacts also increase dynamic load and shorten tire life, both of which reduce dynamic safety. This research aims to determine the impact of road condition and vehicle speed on the dynamic load acting on the multi-purpose forest firefighting vehicle. The author created a model using differential equations to describe vehicle vibrations by separating a multi-body system. Using MATLAB software to survey and determine the dynamic load coefficient on the multi-purpose forest firefighting vehicle as it travels over ISO 8608:2016 roads at different speeds. Within the parameters of the standard working speed range, According to ISO standards, the maximum dynamic load factor at the front and the rear left wheel on each of the four types of roads rise in direct proportion to the speed at which the vehicle is moving and the height of the road surface. When a vehicle is traveling at a speed of 25 km per hour on the worst type of road that the author assessed, which was a class E road, the dynamic load coefficient’s maximum value has the following values: maxkd11 = 2.71, maxkd31 = 2.75. The rate of travel and the elevation of the roadway both affect the dynamic load coefficient that the vehicle experiences. The findings from the research are going to be used as the foundation for finishing the building of the multi-purpose forest firefighting vehicle.

车辆的动载荷是指车辆行驶时路面施加在轮胎上的力。路面不仅受到车辆水平和垂直力的破坏,还受到车辆运动产生的垂直力的破坏。然而,路面冲击也会增加动载荷并缩短轮胎寿命,这两点都会降低动态安全性。本研究旨在确定路况和车速对多用途森林消防车动载荷的影响。作者使用微分方程创建了一个模型,通过分离多体系统来描述车辆振动。使用 MATLAB 软件调查并确定多功能森林消防车以不同速度在 ISO 8608:2016 公路上行驶时的动载荷系数。在标准工作速度范围的参数内,根据 ISO 标准,在四种类型的道路上,前轮和左后轮的最大动载荷系数与车辆行驶速度和路面高度成正比上升。当车辆以每小时 25 公里的速度行驶在作者评估的最差道路类型(E 级道路)上时,动载荷系数的最大值如下:maxkd11 = 2.71,maxkd31 = 2.75。行驶速度和路面标高都会影响车辆的动荷载系数。研究结果将作为完成多功能森林消防车制造的基础。
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引用次数: 0
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Archive of Applied Mechanics
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