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Inverse design of growth-inspired irregular architected materials for programmable properties 逆向设计生长启发的不规则结构材料,实现可编程特性
IF 4.3 3区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-05 DOI: 10.1016/j.eml.2024.102196
YuHeng Zhou , YaoFu Zheng , YiQi Zhang , HengAn Wu , Chuang Liu

Biomimetic metamaterials have gained increasing attention due to their exceptional characteristics such as high toughness, robust strength, and effective noise reduction. However, their complex and irregular nature presents challenges in tailoring their mechanical properties for specific applications. This study proposes a novel dual-network approach to overcome these challenges. The approach involves creating a forward model to accurately predict the mechanical properties and interconnectivity of the metamaterial without the need for growth and homogenization processes. Additionally, an inverse model is utilized to accurately predict designs for desired anisotropic stiffness. Compared to traditional bidirectional networks, our approach demonstrates superior accuracy in designing elastic properties. Our results also show that the metamaterial exhibits a broad low-frequency response while maintaining exceptional load-carrying capacity, making it a promising solution for designing low-frequency vibration suppression metamaterials.

仿生超材料具有韧性高、强度大、降噪效果好等优异特性,因此受到越来越多的关注。然而,超材料的复杂性和不规则性为针对特定应用定制其机械特性带来了挑战。本研究提出了一种新颖的双网络方法来克服这些挑战。该方法包括创建一个正向模型,以准确预测超材料的机械性能和互连性,而无需生长和均质化过程。此外,还利用逆向模型来准确预测所需的各向异性刚度设计。与传统的双向网络相比,我们的方法在设计弹性特性方面具有更高的准确性。我们的研究结果还表明,这种超材料具有宽广的低频响应,同时还能保持出色的承载能力,是设计低频振动抑制超材料的理想解决方案。
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引用次数: 0
How crack twisting in bouligand structures lead to damage delocalization and toughening 双梁结构中的裂纹扭曲如何导致损伤分散和增韧
IF 4.3 3区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-05 DOI: 10.1016/j.eml.2024.102190
Alvaro Garnica , Emiliano Aparicio , Mehdi Shishehbor , David Kisailus , Eduardo M. Bringa , Pablo D. Zavattieri

Fiber-reinforced composites with Bouligand structure exhibit remarkable mechanical properties due to the intricate arrangement of fibers. In this study, we propose a coarse-graining (CG) model specifically developed to capture the behavior of Bouligand structures. The model incorporates bonded interactions to represent the fibers and employs a double-well potential to describe the non-bonded interactions within the matrix. Using this model, we investigate the fracture mechanics properties of Bouligand structures, with a particular focus on the emergence of helicoidal cracks. Our primary objective is to validate the hypothesis that these twisting cracks, which align with the fiber orientation, contribute to local hardening mechanisms. By hindering the growth of individual cracks, these hardening mechanisms facilitate the nucleation and growth of multiple cracks, thereby promoting a delocalization effect within the material. Through extensive simulations and analysis, we confirm the validity of our hypothesis. The presence of twisting cracks indeed induces local hardening mechanisms, making it more challenging for individual cracks to propagate. This phenomenon effectively spreads the damage, dissipating energy across larger volumes of the material. Consequently, the toughness of these Bouligand structures is enhanced, as this delocalization effect effectively mitigates the concentration of damage. These findings provide valuable insights into the fracture behavior of Bouligand structures and shed light into the underlying mechanisms responsible for their exceptional mechanical performance. Moreover, our CG model offers a practical and efficient approach to studying and understanding the fracture mechanics properties of complex fiber-reinforced composites. The ability to simulate and analyze the behavior of helicoidal cracks within Bouligand structures opens up new avenues for designing and optimizing advanced materials with enhanced toughness and damage resistance.

由于纤维排列错综复杂,具有 Bouligand 结构的纤维增强复合材料表现出卓越的机械性能。在本研究中,我们提出了一种粗粒化(CG)模型,专门用于捕捉 Bouligand 结构的行为。该模型采用键合相互作用来表示纤维,并采用双阱势能来描述基体内的非键合相互作用。利用该模型,我们研究了 Bouligand 结构的断裂力学特性,尤其关注螺旋形裂纹的出现。我们的主要目标是验证以下假设:这些与纤维取向一致的扭曲裂纹有助于局部硬化机制。通过阻碍单个裂纹的生长,这些硬化机制促进了多个裂纹的成核和生长,从而促进了材料内部的分散效应。通过大量的模拟和分析,我们证实了假设的正确性。扭曲裂纹的存在确实诱发了局部硬化机制,使单个裂纹的扩展更具挑战性。这种现象有效地分散了损伤,在材料的更大范围内消散能量。因此,这些 Bouligand 结构的韧性得到了增强,因为这种分散效应有效地缓解了损伤的集中。这些发现为了解 Bouligand 结构的断裂行为提供了宝贵的见解,并揭示了造成其卓越机械性能的内在机制。此外,我们的 CG 模型为研究和了解复杂纤维增强复合材料的断裂力学特性提供了一种实用而高效的方法。模拟和分析 Bouligand 结构中螺旋形裂纹行为的能力为设计和优化具有更高韧性和抗破坏性的先进材料开辟了新的途径。
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引用次数: 0
Effect of aspect ratio and axial tensile load on the inflation of cylindrical tubes 长宽比和轴向拉伸载荷对圆柱管充气的影响
IF 4.3 3区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-04 DOI: 10.1016/j.eml.2024.102189
Jinwoo Lee, Byungho Lee, Anna Lee

We explore the snap-through instability in hyper-elastic cylindrical tubes during inflation, specifically investigating the influences of geometry and imposed axial tensile loads on both the bulging shape profiles and the initiation pressure of the bulge. We perform bulging experiments on latex rubber tubes with different parameters such as the length-to-diameter aspect ratio and axial tension. To complement these experiments, finite element simulations across various geometries and a theoretical analysis of an infinite-length tube are conducted. Our simulations reveal a critical aspect ratio that divides the bulging into two possibilities: short tubes exhibit whole bulging, while longer tubes show localized bulging. Both experimental and simulation findings indicate that as the aspect ratio and axial tensile load increase, the initiation pressure diminishes and then converges. Notably, when the axial tensile load surpasses the shear modulus, it obstructs snap-through in shorter tubes and neutralizes the influence of the aspect ratio on the initiation pressure. The outcomes of this research offer valuable perspectives on modulating the bulging mode and initiation pressure in tubular structures within soft devices, including soft pneumatic actuators and energy harvesters.

我们探讨了超弹性圆柱形管在充气过程中的扣穿不稳定性,特别研究了几何形状和施加的轴向拉伸载荷对隆起形状轮廓和隆起起始压力的影响。我们对具有不同参数(如长径比和轴向拉力)的乳胶橡胶管进行了鼓胀实验。作为实验的补充,我们还进行了各种几何形状的有限元模拟和无限长管的理论分析。我们的模拟揭示了将隆起分为两种可能性的临界长径比:短管呈现整体隆起,而长管呈现局部隆起。实验和模拟结果都表明,随着长宽比和轴向拉伸载荷的增加,起始压力会减小,然后收敛。值得注意的是,当轴向拉伸载荷超过剪切模量时,会阻碍较短管材的快穿,中和纵横比对起始压力的影响。这项研究成果为调节软装置(包括软气动致动器和能量收集器)中管状结构的隆起模式和启动压力提供了宝贵的视角。
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引用次数: 0
Interfacial fracture of Perovskite Light Emitting Devices 过氧化物发光器件的界面断裂
IF 4.3 3区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-04 DOI: 10.1016/j.eml.2024.102201
J. Cromwell , R. Ichwani , O.K. Oyewole , J. Adjah , W.O. Soboyejo

This paper presents the results of an interfacial fracture study of Perovskite Light Emitting Devices (PLEDs). The interfacial robustness of the interfaces between the active layer and the adjacent layers of PLEDs is explored in an effort to simulate the effects of applied loads on pre-existing defects that are present in PLEDs. The dependence of interfacial fracture toughness on mode mixity (ratio of mode I and mode II) was studied using Brazil disk testing. The crack microstructure interactions associated with crack growth were then studied along with the underlying fracture modes and toughening mechanisms. The underlying toughening mechanisms were then modeled before discussing the implications of the current work for the design of mechanically robust PLEDs.

本文介绍了 Perovskite 发光器件 (PLED) 的界面断裂研究结果。本文探讨了聚光发光二极管有源层和相邻层之间的界面韧性,以模拟外加载荷对聚光发光二极管中预先存在的缺陷的影响。利用巴西圆盘测试法研究了界面断裂韧性与模式混合度(模式 I 和模式 II 之比)的关系。然后研究了与裂纹生长相关的裂纹微观结构相互作用以及基本断裂模式和增韧机制。然后对基本增韧机制进行了建模,最后讨论了当前工作对设计具有机械强度的 PLED 的影响。
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引用次数: 0
Curvy cuts: Programming axisymmetric kirigami shapes 曲线切割:轴对称叽里纸造型编程
IF 4.3 3区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-03 DOI: 10.1016/j.eml.2024.102195
Marie Tani , Joo-Won Hong , Takako Tomizawa , Étienne Lepoivre , José Bico , Benoît Roman

Although bending a sheet of paper is an easy operation, stretching is more limited and it leads to rupture and tears. However, well-designed cuts on the sheet can induce a large effective stretchability. This kirigami technique offers a large scope of engineering applications ranging from deployable structures to compliant electronics. We are here interested in the axisymmetric configuration where cuts are designed along concentric circles. Applying an increasing transverse load at the center of the sheet results into a 3D axisymmetric structure of growing amplitude which eventually saturates. We first describe the linear response of the structure and determine the evolution of the deployed shape until its asymptotic geometrical limit. Reversing the problem in the linear regime, we propose, a design procedure for the cuts leading to a desired 3D shape. The structure can also be deployed by inflating an inner balloon. Exploring further the interplay between mechanics and geometry, we finally describe the maximum volume of inflated kirigami structures as a function of the cutting pattern.

虽然弯曲纸张是一项简单的操作,但拉伸的局限性较大,会导致纸张破裂和撕裂。然而,在纸张上精心设计的切口可以产生很大的有效拉伸性。这种 "叽里格米 "技术为工程应用提供了广阔的空间,从可展开结构到顺应电子器件,不一而足。在这里,我们关注的是轴对称结构,即沿着同心圆设计切口。在薄片中心施加不断增大的横向载荷,会产生振幅不断增大的三维轴对称结构,最终达到饱和。我们首先描述了结构的线性响应,并确定了直至渐近几何极限的展开形状演变。为了扭转线性状态下的问题,我们提出了一种设计程序,用于设计出所需的三维形状。该结构还可以通过给内部气球充气来展开。在进一步探索力学与几何之间的相互作用时,我们最终描述了充气叽里咕噜纸结构的最大体积与切割模式的函数关系。
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引用次数: 0
A switchable flexible mechanical clutch based on self-amplified friction of interleaved layers 基于交错层自放大摩擦的可切换柔性机械离合器
IF 4.3 3区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-02 DOI: 10.1016/j.eml.2024.102197
Aoyi Luo , A. John Hart

Clutch mechanisms that are lightweight and have low power consumption are crucial to enhancing the functionality of many robotic systems. We present the design, characterization, and modeling of a switchable clutch based on the self-amplified friction between thin flexible sheets. The clutch consists of interleaved paper sheets, which maintaining a locked state akin to that of interleaved books. Unlocking is achieved by applying rotation to the distal ends of the interleaved assembly, counteracting the self-amplified normal force within the layers. A 60-layer paper-based interleaved clutch, weighing 9 g, exhibits a locking force capacity of ∼550 N, along with an unlocked state force of ∼1 N. Through the incorporation of rubber bands, the clutch achieves bistable switching and self-resetting capabilities. In addition, we demonstrate an application of the clutch by integrating it into a wearable posture corrector.

重量轻、功耗低的离合器装置对于增强许多机器人系统的功能至关重要。我们介绍了一种基于柔性薄片间自放大摩擦力的可切换离合器的设计、表征和建模。该离合器由交错的纸片组成,可保持类似于交错书本的锁定状态。通过对交错组件的远端施加旋转力,抵消纸层内的自放大法向力,从而实现解锁。重量为 9 克的 60 层纸质交错离合器的锁定力为 550 牛顿,解锁力为 1 牛顿。通过加入橡皮筋,离合器实现了双稳态开关和自复位功能。此外,我们还演示了将离合器集成到可穿戴姿势矫正器中的应用。
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引用次数: 0
Symmetry-enforcing neural networks with applications to constitutive modeling 对称强化神经网络在构造建模中的应用
IF 4.3 3区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-07-01 DOI: 10.1016/j.eml.2024.102188
Kévin Garanger , Julie Kraus , Julian J. Rimoli

The use of machine learning techniques to homogenize the effective behavior of arbitrary microstructures has been shown to be not only efficient but also accurate. In a recent work, we demonstrated how to combine state-of-the-art micromechanical modeling and advanced machine learning techniques to homogenize complex microstructures exhibiting non-linear and history dependent behaviors (Logarzo et al., 2021). The resulting homogenized model, termed smart constitutive law (SCL), enables the adoption of microstructurally informed constitutive laws into finite element solvers at a fraction of the computational cost required by traditional concurrent multiscale approaches. In this work, the capabilities of SCLs are expanded via the introduction of a novel methodology that enforces material symmetries at the neuron level, applicable across various neural network architectures. This approach utilizes tensor-based features in neural networks, facilitating the concise and accurate representation of symmetry-preserving operations, and is general enough to be extend to problems beyond constitutive modeling. Details on the construction of these tensor-based neural networks and their application in learning constitutive laws are presented for both elastic and inelastic materials. The superiority of this approach over traditional neural networks is demonstrated in scenarios with limited data and strong symmetries, through comprehensive testing on various materials, including isotropic neo-Hookean materials and tensegrity lattice metamaterials. This work is concluded by a discussion on the potential of this methodology to discover symmetry bases in materials and by an outline of future research directions.

使用机器学习技术来均匀化任意微结构的有效行为已被证明不仅高效而且准确。在最近的一项工作中,我们展示了如何将最先进的微机械建模与先进的机器学习技术相结合,对表现出非线性和历史依赖行为的复杂微结构进行均质化(Logarzo 等人,2021 年)。由此产生的均质化模型被称为智能构造定律(SCL),可在有限元求解器中采用基于微结构的构造定律,其计算成本仅为传统多尺度并发方法的一小部分。在这项工作中,通过引入一种适用于各种神经网络架构、在神经元级别强制执行材料对称性的新方法,扩展了 SCL 的功能。这种方法利用神经网络中基于张量的特征,便于简洁、准确地表示对称性保持操作,而且具有足够的通用性,可扩展到构造建模以外的问题。本文详细介绍了这些基于张量的神经网络的构建及其在学习弹性和非弹性材料构成规律中的应用。通过对各种材料(包括各向同性新胡肯材料和张格格元材料)的全面测试,证明了这种方法在数据有限和强对称性的情况下优于传统神经网络。最后讨论了这种方法在发现材料对称性基础方面的潜力,并概述了未来的研究方向。
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引用次数: 0
High-order second-generation wavelet upwind schemes with multiresolution self-adaptive capabilities for hyperbolic conservation laws 针对双曲守恒定律的具有多分辨率自适应能力的高阶第二代小波上风方案
IF 4.3 3区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-06-29 DOI: 10.1016/j.eml.2024.102192
Bing Yang , Youhe Zhou , Jizeng Wang

We introduce a novel system of high-order wavelet collocation upwind schemes utilizing a broad class of second-generation wavelets for hyperbolic conservation laws. These schemes possess multiresolution self-adaptive capabilities and are integrated into a meshfree framework. Unlike traditional high-order schemes that necessitate frequent variable transformations between physical and characteristic spaces involving numerous local projections, our schemes enable the direct discretization of relevant spatial derivatives in the physical space. The newly proposed schemes make the most use of wavelet properties, i.e., applying asymmetrical interpolating wavelets to achieve the upwind property and utilizing the symmetrical second-generation wavelets to preserve shapes of functions and obtain higher data compression rates. Numerical tests of which solutions contain strong discontinuities and different scale smooth structures are conducted to demonstrate the enhanced performance of the proposed schemes based on the second-generation wavelets. The proposed schemes can utilize only 9 % of the nodes in the WENO5 scheme to yield similar results when addressing the advection of a square wave and achieve the convergent solution for the two interacting blast waves problem without local characteristics projection. In comparison to conventional methods and wavelet upwind schemes based on the interpolating wavelets we previously introduced, the newly proposed schemes exhibit a significantly higher data compression rate and yield substantial computational savings without compromising accuracy.

我们介绍了一套新颖的高阶小波配位上风方案,该方案利用了一大类用于双曲守恒定律的第二代小波。这些方案具有多分辨率自适应能力,并集成到无网格框架中。传统的高阶方案需要在涉及大量局部投影的物理空间和特征空间之间进行频繁的变量变换,而我们的方案则不同,可以直接离散化物理空间中的相关空间导数。新提出的方案充分利用了小波特性,即应用非对称插值小波来实现上风特性,并利用对称的第二代小波来保持函数的形状,从而获得更高的数据压缩率。我们对包含强不连续性和不同尺度平滑结构的解进行了数值测试,以证明基于第二代小波的拟议方案性能更强。在处理方波的平流问题时,所提出的方案只需利用 WENO5 方案中 9% 的节点就能得到类似的结果,并在没有局部特征投影的情况下实现了两个相互作用的冲击波问题的收敛解。与传统方法和我们之前介绍的基于插值小波的小波上风方案相比,新提出的方案数据压缩率显著提高,并在不影响精度的情况下节省了大量计算量。
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引用次数: 0
Shear localization in gradient high-entropy alloy at high strain rates: Crystal plasticity modeling 梯度高熵合金在高应变速率下的剪切定位:晶体塑性模型
IF 4.3 3区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-06-29 DOI: 10.1016/j.eml.2024.102194
Chuan-zhi Liu , Qi-lin Xiong , Wen An

Gradient-structured metals have attracted a lot of attention due to their good synergy between strength and ductility. However, whether they can be used as a candidate for effective prevention of shear localization failure during high strain rate deformations is still an open question. Corresponding to the particular mechanisms of dynamic recrystallization and twinning at high strain rates, a physically based constitutive model of crystal plasticity is developed, including a new evolution equation for dislocation density and a twinning model, to investigate the detailed process of shear localization of gradient-structured CoCrFeMnNi high-entropy alloys (HEAs). A physically based strain gradient theory is considered to capture the strengthening effect of gradient structures. The competition between microstructural softening and strengthening effects is quantified to reveal the effects of gradient-structure on shear localization and shear localization can be significantly delayed in gradient-structured HEAs. This study contributes to the understanding of the influence of gradient-structure on shear localization and provides insights for further optimization of the mechanical behavior of gradient-structures at high strain rates to develop strong and ductile metals and alloys for dynamic applications.

梯度结构金属因其在强度和延展性之间的良好协同作用而备受关注。然而,在高应变速率变形过程中,梯度结构金属能否作为有效防止剪切局部失效的候选材料仍是一个悬而未决的问题。针对高应变速率下动态再结晶和孪晶的特殊机制,我们建立了一个基于物理的晶体塑性构造模型,包括一个新的位错密度演化方程和一个孪晶模型,以研究梯度结构 CoCrFeMnNi 高熵合金(HEAs)剪切定位的详细过程。研究采用基于物理的应变梯度理论来捕捉梯度结构的强化效应。量化了微结构软化和强化效应之间的竞争,揭示了梯度结构对剪切定位的影响,以及在梯度结构的 HEA 中剪切定位会显著延迟。这项研究有助于理解梯度结构对剪切定位的影响,并为进一步优化梯度结构在高应变速率下的力学行为提供了见解,从而开发出适用于动态应用的高强度、韧性金属和合金。
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引用次数: 0
Machine learning based prediction models for uniaxial ratchetting of extruded AZ31 magnesium alloy 基于机器学习的挤压 AZ31 镁合金单轴棘轮变形预测模型
IF 4.3 3区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-06-29 DOI: 10.1016/j.eml.2024.102193
Xiaowen Deng, Yanan Hu, Binghui Hu, Ziyi Wang, Guozheng Kang

The detrimental effect of ratchetting on the fatigue life of materials requires precise prediction models to guarantee the safety of engineering structures. This study focuses on predicting the uniaxial ratchetting of extruded AZ31 magnesium (Mg) alloy using machine learning (ML) based approaches. At first, the evolution and deformation mechanisms of ratchetting are summarized based on the existing experimental results of the Mg alloy. Subsequently, a semi-empirical prediction model, tailored for engineering applications, is developed to describe the evolution of ratchetting strain. Then, a pure data-driven ML based prediction model is proposed to overcome the shortcoming existed in the semi-empirical model and improve the prediction accuracy to the uniaxial ratchetting of the Mg alloy. Finally, a physics-informed ML based model, incorporating the physical information derived from the semi-empirical one, is proposed to further enhance its prediction accuracy and generalization ability. The comparison with correspondent experimental data demonstrates that the proposed physics-informed ML based model exhibits high prediction accuracy and generalization ability.

棘轮效应对材料疲劳寿命的不利影响需要精确的预测模型来保证工程结构的安全性。本研究主要采用基于机器学习(ML)的方法预测挤压成型的 AZ31 镁(Mg)合金的单轴棘轮效应。首先,基于现有的镁合金实验结果,总结了棘轮效应的演变和变形机制。随后,针对工程应用开发了一个半经验预测模型,用于描述棘轮应变的演变。然后,提出了一种基于纯数据驱动的 ML 预测模型,以克服半经验模型中存在的缺陷,提高对镁合金单轴棘轮应变的预测精度。最后,提出了一种基于物理信息的 ML 模型,将半经验模型中的物理信息融入其中,以进一步提高其预测精度和泛化能力。与相应实验数据的比较表明,所提出的基于物理信息的 ML 模型具有很高的预测精度和概括能力。
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引用次数: 0
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Extreme Mechanics Letters
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