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In-situ EBSD-DIC simulation of microstructure evolution of aluminum alloy welds 铝合金焊缝微观结构演变的原位 EBSD-DIC 模拟
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-23 DOI: 10.1016/j.ijmecsci.2024.109741
Minjie Song , Shaoning Geng , Yue Qiu , Boan Xu , Yilin Wang , Ping Jiang , Yun Hu , Shixuan Li
A comprehensive understanding of the dynamic evolution of weld microstructure under external loads can provide key insights for high-performance laser welding. A novel in-situ EBSD-DIC simulation method is introduced to study the microstructure evolution of laser welded aluminum alloys under uniaxial tensile action. An advanced crystal plastic finite element model (CPFEM) is developed, which combines the real microstructure, grain orientation and grain size effects. The results show that the dislocation density in columnar grain zone is higher than that in equiaxed grain zone. The continuous accumulation of dislocations in the columnar region results in a high work-hardening rate. This high work hardening rate enhances the plastic deformation capacity of the columnar crystal region, resulting in local strain concentration. Columnar zones are more prone to fracture because the high-strain region is a potential fracture site. In addition, low Angle grain boundary (LAGBs) is one of the reasons that the dislocation density of the columnar grain zone is higher than that of equiaxed grain zone during tensile process, which is conducive to dislocation slip of columnar grains. This study is a fundamental innovation in simulating the microstructure evolution of laser welding. This marks a major breakthrough in simulating the evolution of crystallographic features such as grain orientation, microstress and strain and dislocation density under external loads. This work can further provide practical guidance for “microstructure characteristics - mechanical property regulation”.
全面了解外部载荷作用下焊缝微观结构的动态演化,可为高性能激光焊接提供重要见解。本文介绍了一种新颖的原位 EBSD-DIC 模拟方法,用于研究单轴拉伸作用下激光焊接铝合金的微观结构演变。建立了一个先进的晶塑有限元模型(CPFEM),该模型结合了真实的微观结构、晶粒取向和晶粒尺寸效应。结果表明,柱状晶粒区的位错密度高于等轴晶粒区。柱状晶粒区位错的不断积累导致了高加工硬化率。这种高加工硬化率增强了柱状晶区的塑性变形能力,导致局部应变集中。柱状区更容易断裂,因为高应变区是潜在的断裂部位。此外,低角度晶界(LAGBs)是拉伸过程中柱状晶区位错密度高于等轴晶区的原因之一,有利于柱状晶的位错滑移。这项研究是模拟激光焊接微观结构演变的一项根本性创新。这标志着在模拟外部载荷作用下晶粒取向、微应力和应变以及位错密度等晶体学特征的演变方面取得了重大突破。这项工作可进一步为 "微观结构特征--机械性能调节 "提供实际指导。
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引用次数: 0
Discrete differential geometry-based model for nonlinear analysis of axisymmetric shells 基于离散微分几何的轴对称壳体非线性分析模型
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-21 DOI: 10.1016/j.ijmecsci.2024.109742
Weicheng Huang , Tianzhen Liu , Zhaowei Liu , Peifei Xu , Mingchao Liu , Yuzhen Chen , K. Jimmy Hsia
In this paper, we propose a novel one-dimensional (1D) discrete differential geometry (DDG)-based numerical method for geometrically nonlinear mechanics analysis (e.g., buckling and snapping) of axisymmetric shell structures. Our numerical model leverages differential geometry principles to accurately capture the complex nonlinear deformation patterns exhibited by axisymmetric shells. By discretizing the axisymmetric shell into interconnected 1D elements along the meridional direction, the in-plane stretching and out-of-bending potentials are formulated based on the geometric principles of 1D nodes and edges under the Kirchhoff–Love hypothesis, and elastic force vector and associated Hessian matrix required by equations of motion are later derived based on symbolic calculation. Through extensive validation with available theoretical solutions and finite element method (FEM) simulations in literature, our model demonstrates high accuracy in predicting the nonlinear behavior of axisymmetric shells. Importantly, compared to the classical theoretical model and three-dimensional (3D) FEM simulation, our model is highly computationally efficient, making it suitable for large-scale real-time simulations of nonlinear problems of shell structures such as instability and snap-through phenomena. Moreover, our framework can easily incorporate complex loading conditions, e.g., boundary nonlinear contact and multi-physics actuation, which play an essential role in the use of engineering applications, such as soft robots and flexible devices. This study demonstrates that the simplicity and effectiveness of the 1D discrete differential geometry-based approach render it a powerful tool for engineers and researchers interested in nonlinear mechanics analysis of axisymmetric shells, with potential applications in various engineering fields.
本文提出了一种基于离散微分几何(DDG)的新型一维(1D)数值方法,用于轴对称壳体结构的几何非线性力学分析(如屈曲和折断)。我们的数值模型利用微分几何原理准确捕捉轴对称壳体表现出的复杂非线性变形模式。通过将轴对称壳体沿经线方向离散为相互连接的一维元素,根据基尔霍夫-洛夫假设下一维节点和边缘的几何原理,制定了平面内拉伸和外弯曲势能,随后根据符号计算推导出运动方程所需的弹性力矢量和相关赫塞斯矩阵。通过与现有理论解法和文献中的有限元法(FEM)模拟进行广泛验证,我们的模型在预测轴对称壳体的非线性行为方面表现出很高的准确性。重要的是,与经典理论模型和三维(3D)有限元模拟相比,我们的模型具有很高的计算效率,因此适用于大规模实时模拟壳体结构的非线性问题,如失稳和快穿现象。此外,我们的框架还能轻松纳入复杂的加载条件,如边界非线性接触和多物理场驱动,这在软机器人和柔性设备等工程应用中发挥着至关重要的作用。这项研究表明,基于一维离散微分几何的方法既简单又有效,是对轴对称壳体非线性力学分析感兴趣的工程师和研究人员的有力工具,有望应用于各个工程领域。
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引用次数: 0
Coupled vibrations of thickness-extensional FBARs under stress-strain biasing state 应力-应变偏置状态下厚度-拉伸 FBAR 的耦合振动
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-21 DOI: 10.1016/j.ijmecsci.2024.109748
Zinan Zhao , Nian Li , Yilin Qu , Weiqiu Chen
<div><div>The method of frequency spectrum quantitative prediction (FSQP) is extended to investigate high-frequency and mode-coupling vibrations of piezoelectric film bulk acoustic resonators (FBARs) subject to initial stress-strain biasing fields for the first time. In numerical examples, we explore the cases of uniaxial compressive and tensile initial stresses along the in-plane and thickness directions, respectively. Derived from the nonlinear electroelastic theory, the governing and constitutive equations for piezoelectric films under complex stress-strain biasing states are formulated. Based on these formulations, the first step of the FSQP involves obtaining exact dispersion curves of bulk waves propagating in FBARs with different stress-strain biasing fields through the classical displacement method. Subsequently, mode-coupling solutions of physical fields are constructed for the prestressed FBARs operating with the thickness-extensional mode by superimposing relevant eigenmodes in dispersion curves. The second step of the FSQP involves deriving Hamilton's principle of piezoelectric film with initial stress-strain biasing fields using the perturbation method. Finally, the frequency spectrograms describing coupling vibration intensities between the thickness-extensional mode and unwanted eigenmodes are obtained by substituting mode-coupling solutions into Hamilton's principle, which verifies the effectiveness of the extended FSQP method for addressing dynamic problems in FBARs with biasing fields. The influences of both the amplitudes and orientations of initial stresses on the frequency spectral curves are examined. Mode-shape diagrams and displacement distributions of mutually coupled eigenmodes are presented to illustrate diverse mode-coupling behaviors in thickness-extensional FBARs under complex stress-strain biasing states. Numerical results indicate that the stress-strain biasing fields significantly affect the electromechanical properties of piezoelectric films, including effective elastic, piezoelectric, and dielectric constants. Consequently, these stress-strain biasing states exert substantial changes in frequencies and propagation wavenumbers of various mode branches within frequency ranges of the thickness-extensional mode branch. Furthermore, due to changes in propagation wavenumber, frequency spectral curves experience remarkable horizontal shifts along the length-to-thickness ratio axis, significantly altering mode-coupling behaviors of FBARs. Induced initial strains can enhance shift amplitudes of frequency spectral curves caused by initial stresses. In addition, stress-strain biasing fields result in significant shifts of frequency spectral curves along the frequency axis through the strain-stiffening or -softening effect, which can be harnessed to modulate resonance frequencies of FBARs. This study offers a solid foundation for frequency tunability, mode-coupling control, and structural designs in FBAR devices with residu
我们首次将频谱定量预测(FSQP)方法扩展用于研究压电薄膜体声谐振器(FBAR)在初始应力应变偏置场作用下的高频振动和模态耦合振动。在数值示例中,我们分别探讨了沿平面方向和厚度方向的单轴压缩和拉伸初始应力的情况。根据非线性电弹性理论,我们制定了压电薄膜在复杂应力应变偏压状态下的控制方程和构成方程。基于这些公式,FSQP 的第一步包括通过经典位移法获得在不同应力应变偏置场中传播的体波的精确频散曲线。随后,通过叠加频散曲线中的相关特征模,为以厚度-伸长模工作的预应力 FBAR 构建物理场的模耦合解。FSQP 的第二步涉及使用扰动法推导具有初始应力应变偏置场的压电薄膜的汉密尔顿原理。最后,通过将模态耦合解代入汉密尔顿原理,得到描述厚度扩展模态与不需要的特征模态之间耦合振动强度的频率谱图,从而验证了扩展 FSQP 方法在解决带偏压场的 FBAR 动态问题中的有效性。研究了初始应力的振幅和方向对频谱曲线的影响。文中给出了相互耦合特征模态的模态振型图和位移分布图,以说明在复杂的应力应变偏置状态下,厚度-伸长 FBAR 的各种模态耦合行为。数值结果表明,应力应变偏压场会显著影响压电薄膜的机电特性,包括有效弹性、压电和介电常数。因此,这些应力应变偏压态对厚度-拉伸模式分支频率范围内各种模式分支的频率和传播波数产生了重大变化。此外,由于传播波数的变化,频谱曲线会沿长度-厚度比轴发生显著的水平移动,从而极大地改变 FBAR 的模耦合行为。诱导初始应变可增强初始应力导致的频谱曲线移动幅度。此外,应力-应变偏置场还会通过应变加固或软化效应导致频谱曲线沿频率轴发生显著偏移,这可用于调节 FBAR 的共振频率。这项研究为具有残余应力的 FBAR 器件的频率可调性、模式耦合控制和结构设计奠定了坚实的基础。
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引用次数: 0
Design of topology-optimized functionally graded porous structures under transient loads 瞬态载荷下拓扑优化的功能分级多孔结构设计
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-21 DOI: 10.1016/j.ijmecsci.2024.109732
Francisco Javier Ramírez-Gil , Emilio Carlos Nelli Silva , Wilfredo Montealegre-Rubio
This paper presents a novel approach for designing functionally graded porous structures (FGPSs) at a macroscopic scale, where the main goal is to maximize their stiffness when subjected to time varying loads. Topology optimization is used to achieve the complex task of designing the size, shape, and distribution of pores in porous structures. We employ a local volume constraint that smoothly varies in space, leading to the formation of a graded structure consisting of varying sizes and shapes of solid and empty regions. Further constraints, such as global volume and static compliance, are incorporated into the optimization framework to improve the results. The modified solid isotropic material with penalization (SIMP) model is applied to interpolate the material properties. The design variables are filtered, and the projection technique is employed to obtain black-and-white topologies. The method of moving asymptotes (MMA) solves the optimization problem, which is a gradient-based algorithm. Sensitivities are computed using the adjoint variable method (AVM) within the discretize-then-differentiate strategy. The linear elastodynamic problem resulting from the transient finite element analysis (FEA) is solved with the implicit Newmark-β scheme. Several numerical examples are provided to demonstrate the effectiveness of the proposed approach in producing multiple closed- and open-cell composite foams tailored to specific design criteria. The optimized FGPSs have the potential to fulfill the requirements for both lightweight and energy absorption in applications subjected to dynamic loads, such as those found in the automotive, aerospace and biomedical industries.
本文提出了一种在宏观尺度上设计功能分级多孔结构(FGPS)的新方法,其主要目标是在承受随时间变化的载荷时最大限度地提高多孔结构的刚度。拓扑优化用于完成设计多孔结构中孔隙的大小、形状和分布的复杂任务。我们采用了在空间中平滑变化的局部体积约束,从而形成了由不同大小和形状的实心和空心区域组成的分级结构。我们还将全局体积和静态顺应性等其他约束条件纳入优化框架,以改进结果。修正的各向同性实心材料(SIMP)模型用于对材料属性进行插值。对设计变量进行过滤,并采用投影技术获得黑白拓扑结构。移动渐近线法(MMA)是一种基于梯度的算法,用于解决优化问题。在先离散后微分的策略下,使用邻接变量法(AVM)计算敏感性。瞬态有限元分析(FEA)产生的线性弹性动力学问题采用隐式 Newmark-β 方案求解。我们提供了几个数值示例,以证明所提出的方法在生产符合特定设计标准的多种闭孔和开孔复合泡沫方面的有效性。优化后的 FGPS 有可能满足汽车、航空航天和生物医疗行业等承受动态载荷的应用对轻质和能量吸收的要求。
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引用次数: 0
Study of grain stresses and crystallographic slips in duplex steel using neutron diffraction 利用中子衍射研究双相钢中的晶粒应力和结晶滑移
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-20 DOI: 10.1016/j.ijmecsci.2024.109745
Andrzej Baczmański , Sebastian Wroński , Manuel François , Léa Le Joncour , Benoit Panicaud , Chedly Braham , Aleksandra Ludwik , Krzysztof Wierzbanowski , Vincent Klosek
In this work, a novel method for determination of the stress tensor for groups of grains having preferred texture orientations and Critical Resolved Shear Stresses (CRSSs) necessary for activation of slip systems was applied to study the elastic-plastic properties of textured duplex steel. The methodology is based on in situ neutron diffraction measurements of lattice strains for groups of grains in the ferritic and austenitic phases during tensile test.
Using the stress tensors determined for selected grains, the evolution of the Resolved Shear Stress (RSS) was analysed. As a result, for the first time CRSS values for slip systems activated in both phases of duplex steels have been determined directly from experimental data. The important advantage of the used novel methodology is that the grain stress tensor and CRSSs were determined for representative volumes of polycrystalline grains, without the use of any elastic-plastic models. It was found that, due to the heat treatment of the material, the ferritic phase is significantly harder than the austenitic phase, leading to high yield stress value for the steel under study. For the first time, the evolution of the stress tensor and RSS for austenitic grains with different orientations was determined experimentally and the different mechanical behaviour of these grains was demonstrated.
Finally, the experimental data were compared with the multi-scale Elastic-Plastic Self-Consistent (EPSC) model, which used experimental CRSSs as input data. The agreement of the predicted grain stress and macroscopic stress-strain relationship with the experimental results obtained from the tensile test positively verified the Eshelby-type grain interaction used in the EPSC model. Determining representative CRSS values from the experiment for two-phase textured material, as done for the first time in this work, reduces the number of input parameters of mechanical multiscale models by increasing their unambiguity and allowing their verification.
在这项工作中,采用了一种新方法来确定具有优先纹理取向的晶粒组的应力张量和激活滑移系统所需的临界分辨剪切应力 (CRSS),以研究纹理双相钢的弹塑性特性。该方法基于拉伸试验期间对铁素体和奥氏体晶粒组晶格应变的原位中子衍射测量。结果,首次从实验数据中直接确定了在双相钢两相中激活的滑移系统的 CRSS 值。所使用的新方法的重要优势在于,晶粒应力张量和 CRSS 是针对多晶晶粒的代表性体积确定的,无需使用任何弹塑性模型。研究发现,由于材料经过热处理,铁素体相的硬度明显高于奥氏体相,导致所研究钢材的屈服应力值较高。最后,实验数据与使用实验 CRSS 作为输入数据的多尺度弹塑性自洽(EPSC)模型进行了比较。预测的晶粒应力和宏观应力-应变关系与拉伸试验的实验结果一致,这从正面验证了 EPSC 模型中使用的 Eshelby 型晶粒相互作用。从实验中确定两相纹理材料的代表性 CRSS 值是这项工作中首次完成的,它减少了机械多尺度模型的输入参数数量,提高了模型的明确性,并允许对其进行验证。
{"title":"Study of grain stresses and crystallographic slips in duplex steel using neutron diffraction","authors":"Andrzej Baczmański ,&nbsp;Sebastian Wroński ,&nbsp;Manuel François ,&nbsp;Léa Le Joncour ,&nbsp;Benoit Panicaud ,&nbsp;Chedly Braham ,&nbsp;Aleksandra Ludwik ,&nbsp;Krzysztof Wierzbanowski ,&nbsp;Vincent Klosek","doi":"10.1016/j.ijmecsci.2024.109745","DOIUrl":"10.1016/j.ijmecsci.2024.109745","url":null,"abstract":"<div><div>In this work, a novel method for determination of the stress tensor for groups of grains having preferred texture orientations and Critical Resolved Shear Stresses (CRSSs) necessary for activation of slip systems was applied to study the elastic-plastic properties of textured duplex steel. The methodology is based on in situ neutron diffraction measurements of lattice strains for groups of grains in the ferritic and austenitic phases during tensile test.</div><div>Using the stress tensors determined for selected grains, the evolution of the Resolved Shear Stress (RSS) was analysed. As a result, for the first time CRSS values for slip systems activated in both phases of duplex steels have been determined directly from experimental data. The important advantage of the used novel methodology is that the grain stress tensor and CRSSs were determined for representative volumes of polycrystalline grains, without the use of any elastic-plastic models. It was found that, due to the heat treatment of the material, the ferritic phase is significantly harder than the austenitic phase, leading to high yield stress value for the steel under study. For the first time, the evolution of the stress tensor and RSS for austenitic grains with different orientations was determined experimentally and the different mechanical behaviour of these grains was demonstrated.</div><div>Finally, the experimental data were compared with the multi-scale Elastic-Plastic Self-Consistent (EPSC) model, which used experimental CRSSs as input data. The agreement of the predicted grain stress and macroscopic stress-strain relationship with the experimental results obtained from the tensile test positively verified the Eshelby-type grain interaction used in the EPSC model. Determining representative CRSS values from the experiment for two-phase textured material, as done for the first time in this work, reduces the number of input parameters of mechanical multiscale models by increasing their unambiguity and allowing their verification.</div></div>","PeriodicalId":56287,"journal":{"name":"International Journal of Mechanical Sciences","volume":"283 ","pages":"Article 109745"},"PeriodicalIF":7.1,"publicationDate":"2024-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142359532","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Stress-induced warpage estimation of advanced semiconductor copper interconnect processes 先进半导体铜互连工艺的应力诱发翘曲估算
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-19 DOI: 10.1016/j.ijmecsci.2024.109744
Chang-Chun Lee, Yen-Hung Lin, Dei-Pei Yang
The growth of the semiconductor industry is driven by the demand for electronic products and high transistor density. However, complex manufacturing processes generate residual stress and result in wafer warpage. Therefore, mastering wafer warpage has become a crucial challenge. This study proposes a process-oriented simulation methodology with simulation-based equivalent material method to overcome the difficulty of finite element modeling and the substantial amount of computation time. Three different methodologies, including volume percentage, representative volume element, and Timoshenko bi-material approach, are discussed due to the estimation of residual stress for equivalent material. In addition, each methodology is validated through process-oriented simulations and comparison with measurement data. The Timoshenko bi-material approach is efficient in predicting warpage in the back end of line (BEOL) interconnects and provides a comprehensive understanding of the warpage variation that occurs during different stages of BEOL.
电子产品的需求和高晶体管密度推动了半导体行业的发展。然而,复杂的制造工艺会产生残余应力,导致晶片翘曲。因此,掌握晶圆翘曲已成为一项重要挑战。本研究提出了一种以工艺为导向的仿真方法,并采用基于仿真的等效材料法,以克服有限元建模的困难和大量的计算时间。针对等效材料残余应力的估算,讨论了三种不同的方法,包括体积百分比法、代表性体积元素法和 Timoshenko 双材料法。此外,每种方法都通过面向过程的模拟和与测量数据的比较进行了验证。Timoshenko 双材料方法能有效预测生产线后端 (BEOL) 互连中的翘曲,并能全面了解 BEOL 不同阶段中发生的翘曲变化。
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引用次数: 0
Regimes in the axisymmetric stiction of thin elastic plates 薄弹性板的轴对称滞留机制
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-19 DOI: 10.1016/j.ijmecsci.2024.109740
Hang Li, Chuanli Yu, Zhaohe Dai
This work considers the adhesion of a thin, prestressed elastic plate to the bottom of a microcavity – a scenario that can be found frequently in thin-film devices from pressure sensors to microfluidics. This adhesion phenomenon is also referred to as stiction in the field of nano/microelectromechanical systems (N/MEMS); the geometry we consider is axisymmetric (thereby we term this problem axisymmetric stiction). Motivated by the extreme thinness of increasingly exploited nanofilms such as 2D materials in functional devices, various limiting regimes of the axisymmetric stiction problem that arise due to the interplay of the bending, stretching, and pretension effects are discussed. Specifically, key dimensionless physical parameters in this problem are discussed and the range of these parameters for the classification of different regimes is outlined. This classification allows for analytical/asymptotic solutions for the critical adhesion conditions and the adhesion length in different regimes, many of which are not yet available in the literature. These analytical results are verified numerically and also compared with experiments based on 3-500 nm thick 2D materials. As such, this work provides a complete overview of the physically relevant regimes associated with axisymmetric stiction, establishing a regime diagram that can be directed used for the evaluation of the structural reliability of rapidly emerging thin plate devices.
这项研究考虑的是预应力弹性薄板与微腔底部的粘附问题--这种情况经常出现在从压力传感器到微流控的薄膜设备中。这种粘附现象在纳米/微机电系统(N/MEMS)领域也被称为stiction;我们考虑的几何形状是轴对称的(因此我们称这个问题为轴对称stiction)。由于越来越多的纳米薄膜(如功能器件中的二维材料)厚度极薄,我们讨论了由于弯曲、拉伸和预拉伸效应的相互作用而产生的轴对称粘滞问题的各种极限状态。具体而言,讨论了这一问题中的关键无量纲物理参数,并概述了这些参数在不同状态分类中的范围。通过这种分类,可以得到临界粘附条件和不同状态下粘附长度的分析/渐近解,其中许多解法在文献中尚未出现。这些分析结果得到了数值验证,并与基于 3-500 nm 厚二维材料的实验进行了比较。因此,这项工作提供了与轴对称粘滞相关的物理相关制度的完整概述,建立了制度图,可直接用于评估快速出现的薄板设备的结构可靠性。
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引用次数: 0
Stress fields at skin-stringer junctions in composite aircraft fuselages 复合材料飞机机身蒙皮-弦杆连接处的应力场
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-19 DOI: 10.1016/j.ijmecsci.2024.109737
Niklas Bönisch, Jakob C. Schilling, Christian Mittelstedt
This paper presents a semi-analytical analysis approach for the determination of stress fields in the vicinity of skin-stringer junctions in stiffened composite panels. The situation considered in this paper is representative for a typical stiffened panel in a modern composite aircraft fuselage. The analysis method employs a two-tier approach employing a global model based on CLPT on the one hand, and a local approach on the other hand in the form of a layerwise displacement formulation. This allows for the detailed computation of the stress concentrations in the vicinity of the skin-stringer junction. The layerwise formulation utilizes a discretization of the laminate layers into mathematical layers. The principle of the minimum of the total elastic potential yields the governing equations of the given problem, and an exponential approach leads to a quadratic eigenvalue problem that can be solved numerically. The analysis method shows excellent accuracy of the stress results in comparison with comparative finite element computations at a fraction of the computational time and effort that is required for numerical analyses.
本文提出了一种半分析方法,用于确定加劲复合板蒙皮-弦杆连接处附近的应力场。本文所考虑的情况是现代复合材料飞机机身中典型的加劲板。分析方法采用了两层方法,一方面是基于 CLPT 的全局模型,另一方面是分层位移公式形式的局部方法。这样就可以详细计算蒙皮-弦杆交界处附近的应力集中。分层计算法将层压板离散化为数学层。根据总弹性势能最小的原理,可得出给定问题的控制方程,并通过指数方法得出二次特征值问题,从而进行数值求解。与有限元计算相比,该分析方法的应力结果具有极高的准确性,而所需的计算时间和工作量仅为数值分析的一小部分。
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引用次数: 0
Deep-learning-based generative design for optimal reactive silencers 基于深度学习的最佳反应式消音器生成设计
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-19 DOI: 10.1016/j.ijmecsci.2024.109736
Byung Hun An, Jin Woo Lee
A deep-learning-based generative design method is proposed to improve the frequency-dependent characteristics of a reactive silencer, and it has been validated both numerically and experimentally. The noise attenuation performance of the reactive silencer is evaluated with its transmission loss (TL), which varies with frequency and strongly depends on the partition layout inside the reactive silencer. The artificial neural network model for the generative design of the reactive silencer consists of three subnetwork models: the generator, predictor, and converter. The generator model created numerous partition layouts, and their TL curves were estimated using the predictor model. A converter model was developed to identify the frequency-dependent characteristics of the TL curves in a low-dimensional latent space. The latent space was extensively investigated to successfully select the optimal partition layouts satisfying given design requirements, including the target shape of the TL curve and its averaged target TL value. The effectiveness of the proposed method was demonstrated by applying it to three reactive silencer design problems with different design requirements. Among the three optimal silencers, one was physically investigated, and its noise attenuation performance was validated with an acoustic experiment. Because the artificial neural network model of the proposed method was developed for a normalized silencer and requires no prior knowledge of acoustics, it can be easily applied to reduce duct noise in the industry.
本文提出了一种基于深度学习的生成设计方法,用于改进反应式消音器的频率相关特性,并通过数值和实验进行了验证。反应式消音器的噪声衰减性能通过其传输损耗(TL)进行评估,TL 随频率变化,并与反应式消音器内部的分区布局密切相关。用于反应式消音器生成设计的人工神经网络模型由三个子网络模型组成:生成器、预测器和转换器。生成器模型创建了许多分区布局,并使用预测器模型估算了它们的 TL 曲线。转换器模型的开发是为了在低维潜在空间中识别 TL 曲线的频率相关特性。通过对潜空间的广泛研究,成功地选择了满足给定设计要求的最佳分区布局,包括 TL 曲线的目标形状及其平均目标 TL 值。通过将该方法应用于三个具有不同设计要求的反应式消音器设计问题,证明了该方法的有效性。对三个最佳消音器中的一个进行了物理研究,并通过声学实验验证了其噪声衰减性能。由于所提方法的人工神经网络模型是针对归一化消音器开发的,不需要声学方面的先验知识,因此很容易应用于降低工业管道噪声。
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引用次数: 0
Shape and topology optimization method with generalized topological derivatives 使用广义拓扑导数的形状和拓扑优化方法
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-19 DOI: 10.1016/j.ijmecsci.2024.109735
Yang Liu , Yuuki Oda , Kazuki Sasahara
This paper introduces a novel method for shape and topology optimization based on a generalized approach for evaluating topological derivatives, which are essential for the integration of shape and topology optimization. Traditionally, evaluating these derivatives presents significant mathematical challenges due to the discontinuity introduced by the insertion of a hole within the domain of interest. To overcome this issue, the study employs Helmholtz-type partial differential equations (PDEs) to construct a filtered objective functional. This approach ensures differentiability across the material and void phases and continuity over the fixed design domain while maintaining the same evaluation value as the original objective functional. By considering differentiability, continuity conditions, and the relationship between shape and topological derivatives during asymptotic analysis, generalized topological derivatives are obtained through established mathematical procedures. These topological derivatives exhibit a direct correlation with the PDE solutions and demonstrate satisfactory smoothness, thereby facilitating refined shapes in optimization strategies. Furthermore, an effective shape update algorithm is proposed, which directly integrates topological derivatives into structural optimization problems, simplifying their implementation and improving efficiency. Finally, the efficacy of the proposed methodology is demonstrated through its application to various optimal design problems, including stiffness maximization, compliant mechanisms, and eigenfrequency maximization. Verification results further highlight its potential to enhance existing methods for addressing more practical and complex optimization challenges.
本文介绍了一种新颖的形状和拓扑优化方法,该方法基于拓扑导数评估的通用方法,拓扑导数对于形状和拓扑优化的整合至关重要。传统上,由于在感兴趣的域内插入一个孔会带来不连续性,因此评估这些导数会带来巨大的数学挑战。为了克服这一问题,本研究采用了亥姆霍兹型偏微分方程(PDE)来构建过滤目标函数。这种方法确保了材料阶段和空隙阶段的可微分性以及固定设计域的连续性,同时保持了与原始目标函数相同的评估值。在渐近分析过程中,通过考虑可微分性、连续性条件以及形状导数和拓扑导数之间的关系,可以通过既定的数学程序获得广义拓扑导数。这些拓扑导数与 PDE 解直接相关,并表现出令人满意的平滑性,从而有助于优化策略中的精细形状。此外,还提出了一种有效的形状更新算法,该算法将拓扑导数直接整合到结构优化问题中,简化了实施过程并提高了效率。最后,通过应用于各种优化设计问题,包括刚度最大化、顺从机构和特征频率最大化,证明了所提方法的有效性。验证结果进一步凸显了该方法在增强现有方法以应对更实际、更复杂的优化挑战方面的潜力。
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International Journal of Mechanical Sciences
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