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Deep learning identifies transversely isotropic material properties using kinematics fields 深度学习利用运动学场识别横向各向同性材料特性
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-04 DOI: 10.1016/j.ijmecsci.2024.109672

Determining the stress-strain relationship in materials that exhibit complex behaviors, such as anisotropy, is pivotal for applications in structural engineering and materials science, as the behavior of materials under stress directly impacts safety and performance. This study introduces an innovative approach that leverages Artificial Intelligence (AI) through deep learning (DL) techniques to accurately predict transversely isotropic material properties using kinematic fields. These kinematic fields are derived from Finite Element Method (FEM) computations, which can realistically be obtained through advanced image correlation techniques, ensuring high precision and applicability in real-world scenarios. The objective of this research is to precisely characterize the behavioral parameters governing transversely isotropic materials. This methodology can also be applied to other constitutive laws, extending its utility across different material models. The proposed methodology, which utilizes a multi-scale encapsulated AI architecture, not only provides nearly instantaneous analytical solutions but also achieves remarkable accuracy, with average errors in parameter identification remaining below 3 % across all parameters. This sophisticated AI model plays a crucial role in accurately ascertaining the mechanical properties of transversely isotropic materials. By offering a method that is significantly faster and more precise than traditional experimental techniques, this research advances the current understanding of transversely isotropic materials' behavior. Such improvements in analysis speed and accuracy facilitate quicker iterations in material design and testing, potentially accelerating advancements in materials science and engineering applications.

由于材料在应力作用下的行为会直接影响其安全性和性能,因此确定材料在各向异性等复杂行为下的应力-应变关系对于结构工程和材料科学领域的应用至关重要。本研究介绍了一种创新方法,该方法通过深度学习(DL)技术利用人工智能(AI),使用运动学场准确预测横向各向同性材料特性。这些运动场源于有限元法(FEM)计算,可通过先进的图像相关技术逼真地获得,从而确保在真实世界场景中的高精度和适用性。这项研究的目的是精确描述横向各向同性材料的行为参数。该方法也可应用于其他构成定律,从而将其实用性扩展到不同的材料模型。所提出的方法采用了多尺度封装人工智能架构,不仅能提供近乎瞬时的分析解,还能实现出色的精度,所有参数识别的平均误差保持在 3% 以下。这种复杂的人工智能模型在准确确定横向各向同性材料的力学性能方面发挥着至关重要的作用。通过提供一种比传统实验技术更快、更精确的方法,这项研究推进了目前对横向各向同性材料行为的理解。分析速度和精确度的提高有助于加快材料设计和测试的迭代,从而加快材料科学和工程应用的发展。
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引用次数: 0
Optimal design of cavity-free mechanical metamaterials exhibiting negative thermal expansion 显示负热膨胀的无空腔机械超材料的优化设计
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-04 DOI: 10.1016/j.ijmecsci.2024.109693

In this study, we present a novel topology-optimized design of a two-dimensional cavity-free mechanical metamaterial with a negative coefficient of thermal expansion. We challenge the prevailing hypothesis that cavities are necessary for achieving negative coefficients of thermal expansion. The proposed metamaterial is a periodic lattice of a topology-optimized unit cell comprising three distinct solid materials, analyzed using a homogenization method. To confirm the negative thermal expansion of the optimized structures, we present some numerical experiments of the optimized designs and analyze the deformation of the metamaterial under temperature variations.

在这项研究中,我们提出了一种新型拓扑优化设计,即具有负热膨胀系数的二维无空腔机械超材料。我们对 "空腔是实现负热膨胀系数的必要条件 "这一普遍假设提出了质疑。所提出的超材料是一个拓扑优化单元格的周期性晶格,由三种不同的固体材料组成,并采用均质化方法进行分析。为了证实优化结构的负热膨胀性,我们对优化设计进行了一些数值实验,并分析了超材料在温度变化下的变形情况。
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引用次数: 0
A coupled phase-field model for sulfate-induced concrete cracking 硫酸盐诱导混凝土开裂的耦合相场模型
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-01 DOI: 10.1016/j.ijmecsci.2024.109694

The performance of concrete will decrease when subjected to external sulfate corrosion, and numerical models are effective means to analyze the mechanism. Most models cannot efficiently consider the effect between cracks and ionic transport because crack initiation and propagation are ignored. In this paper, a coupled chemical-transport-mechanical phase-field model is developed, in which the phase-field model is applied for the first time to predicate the cracking of sulfate-eroded concrete. The chemical-transport model is established based on the law of conservation of mass and chemical kinetics. The phase-field model equivalents the discrete sharp crack surface into a regularized crack, making it convenient to couple with the chemical-transport model. The crack driving energy in the phase-field model is computed by the expansion strain, which can be obtained from the chemical-transport model. The coupling of crack propagation and ionic transport is achieved by a theoretical equation, which considers both the effects of cracking and porosity. Complex erosion cracks can be automatically tracked by solving the phase-field model. The simulation results of the multi-field coupling model proposed in this paper are in good agreement with the experimental data. More importantly, the spalling phenomenon observed in physical experiments is reproduced, which has not been reported by any other numerical models yet, and new insight into the spalling mechanism is provided.

混凝土在受到外部硫酸盐腐蚀时性能会下降,而数值模型是分析其机理的有效手段。由于忽略了裂缝的产生和扩展,大多数模型无法有效地考虑裂缝和离子传输之间的影响。本文建立了化学-传输-力学相场耦合模型,首次将相场模型应用于预测硫酸盐侵蚀混凝土的开裂。化学传输模型是基于质量守恒定律和化学动力学建立的。相场模型将离散的尖锐裂缝面等同于正则化裂缝,便于与化学传输模型耦合。相场模型中的裂纹驱动能量由膨胀应变计算得出,而膨胀应变可从化学传输模型中获得。裂纹扩展和离子传输的耦合是通过一个理论方程实现的,该方程同时考虑了裂纹和孔隙率的影响。通过求解相场模型,可以自动跟踪复杂的侵蚀裂纹。本文提出的多场耦合模型的模拟结果与实验数据十分吻合。更重要的是,本文再现了物理实验中观察到的剥落现象,而其他数值模型尚未报道过这一现象,并为剥落机理提供了新的见解。
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引用次数: 0
Bridging micro nature with macro behaviors for granular thermal mechanics 衔接颗粒热力学的微观性质与宏观行为
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-09-01 DOI: 10.1016/j.ijmecsci.2024.109670

The connection between micro-level characteristics and macroscopic properties in granular heat transfer and mechanics is fundamental and crucial. This study proposes a novel discrete element approach incorporating granular heat transfer, contact bonding, and granular stress tensor models to investigate the mechanical and thermal responses of continuum media composed of constituent spheres. Eight benchmark tests were devised to bridge the long-standing gap between micro and macro properties in granular materials. Through these tests, the numerical solutions obtained from discrete element modeling match well with existing analytical or finite element solutions derived from continuum-based theory. This validation underscores the rationality and reliability of the granular heat transfer model, contact bonding model, and granular stress tensor model. Moreover, the study highlights the consistency between continuum-based theory and discontinuum-based theory. A minor distinction between continuum-based models and discrete element models emerges near the boundaries due to variations in the specification of boundary conditions. This discrepancy can be clarified by Saint-Venant's Principle, thus validating the accuracy of the microscale heat transfer and mechanics theory for granular materials. Five mono-disperse packing structures, including simple cubic (SC), body-centered cubic (BCC), face-centered cubic (FCC), hexagonal close packing (HCP), and random packing (Random), were further analyzed to examine their influence on heat transfer performance. Numerical results reveal that higher coordination numbers and solid volume fractions correspond to higher apparent thermal conductivity of granular assemblies, thus elucidating the connection between micro packing configurations and macroscopic heat transfer properties. The apparent thermal conductivity for different crystal configurations follows the sequence: HCP ≒ FCC > BCC ≒ Random > SC. To improve the accuracy and physical relevance of the proposed model, the effect of particle contact area needs to be further incorporated into the granular heat transfer model.

在颗粒传热和力学中,微观特性与宏观属性之间的联系至关重要。本研究提出了一种新颖的离散元素方法,该方法结合了颗粒传热、接触结合和颗粒应力张量模型,用于研究由组成球体的连续介质的机械和热响应。研究设计了八项基准测试,以弥合颗粒材料微观和宏观特性之间长期存在的差距。通过这些测试,离散元建模获得的数值解与基于连续介质理论得出的现有分析或有限元解非常吻合。这种验证强调了颗粒传热模型、接触结合模型和颗粒应力张量模型的合理性和可靠性。此外,该研究还强调了基于连续性的理论与基于非连续性的理论之间的一致性。由于边界条件规格的不同,基于连续体的模型和离散元素模型在边界附近出现了细微差别。这种差异可以通过圣维南原理得到澄清,从而验证了颗粒材料微尺度传热和力学理论的准确性。进一步分析了五种单分散堆积结构,包括简单立方(SC)、体心立方(BCC)、面心立方(FCC)、六方紧密堆积(HCP)和随机堆积(Random),以研究它们对传热性能的影响。数值结果表明,配位数和固体体积分数越高,颗粒集合体的表观热导率就越高,从而阐明了微观堆积构型与宏观传热性能之间的联系。不同晶体构型的表观热导率依次为HCP ≒ FCC > BCC ≒ Random > SC。为了提高所提模型的准确性和物理相关性,需要进一步将颗粒接触面积的影响纳入颗粒传热模型。
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引用次数: 0
Brittle-ductile transition mechanism during grinding 4H-SiC wafer considering laminated structure 考虑层状结构的 4H-SiC 硅片研磨过程中的脆-韧性转变机制
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-08-30 DOI: 10.1016/j.ijmecsci.2024.109685

4H-SiC wafer with alloy backside layer is gradually applied in power devices. However, the laminated structure presents various challenges in manufacturing. In this study, a model for brittle-ductile transition in grinding of laminated materials is established and verified by grinding experiment to ensure the complete removal of the alloy backside layer while achieving ductile removal of the 4H-SiC layer. In the modeling process, the maximum unreformed chip thickness and brittle-ductile transition critical depth of each-layer in the laminated material is deriving, taking into account the laminated structure. Consider the variability in proportion of dynamic active grits during grinding, set operation is introduced to analyze the relationship between sets maximum unreformed chip thickness and brittle-ductile transition critical depth, and to predict the removal mechanism of the 4H-SiC layer. Comparing the predicted results with experimental grinding data, found that under the conditions of grinding wheel with average size of abrasive 10 μm, grinding wheel speed vs of 74 m/s, grinding depth ap of 10 μm, and feeding speed vw of 2 mm/s, the alloy backside layer can complete removal while achieving ductile removal of the 4H-SiC layer. This study provides a new method for predicting removal mechanism in grinding of laminated material and theoretical guidance for optimizing machining parameters of 4H-SiC wafer with alloy backside layer.

带有合金背面层的 4H-SiC 硅晶片正逐渐应用于功率器件中。然而,层状结构在制造过程中面临着各种挑战。本研究建立了层压材料磨削过程中的脆-韧性转变模型,并通过磨削实验进行了验证,以确保在实现 4H-SiC 层韧性去除的同时完全去除合金背面层。在建模过程中,考虑到层状结构,推导出了层状材料中各层的最大未成形切屑厚度和脆-韧性转变临界深度。考虑到磨削过程中动态活性磨粒比例的变化,引入设定操作来分析设定的最大未成形切屑厚度和脆-韧性转变临界深度之间的关系,并预测 4H-SiC 层的去除机制。将预测结果与实验磨削数据进行比较,发现在砂轮平均磨料粒度为 10 μm、砂轮速度 vs 为 74 m/s、磨削深度 ap 为 10 μm、进给速度 vw 为 2 mm/s 的条件下,合金背面层可以完全去除,同时实现了 4H-SiC 层的韧性去除。该研究为预测层状材料磨削的去除机理提供了一种新方法,并为优化带有合金背面层的 4H-SiC 硅片的加工参数提供了理论指导。
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引用次数: 0
Elastic birefringent metamaterials and quarter-wave plate 弹性双折射超材料和四分之一波板
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-08-30 DOI: 10.1016/j.ijmecsci.2024.109684

The elastic matrices of extremal metamaterials have one or more zero eigenvalues, allowing energy-free deformation modes. These elastic metamaterials can be well approximated by manufactured microstructures. They can exhibit an unprecedented capacity to manipulate bulk and surface waves, which are unavailable with conventional solids due to the easy deformation modes, as already exemplified by pentamode materials (PMs). In this paper, we theoretically investigate a direct one-to-one correspondence of birefringent metamaterial and quarter-wave plate between optical and elastic waves based on a carefully designed quadramode material (QM). This QM metamaterial allows only two transverse wave modes, eliminating mode conversion due to the presence of the longitudinal mode. The characteristics of the elastic birefringent metamaterial and elastic quarter-wave plate are demonstrated by both homogenized and corresponding discrete models. A free space elastic wave isolator, analogous to a diode in electronics, is also proposed, which can effectively protect upstream sources or systems from back-reflected noise or interference. An additional benefit of the discrete model is also revealed for its working frequency tunability through deformation. This work provides the first study on elastic birefringent metamaterials and tunable elastic quarter-wave plate, which may stimulate applications of extremal elastic metamaterials for controlling elastic wave polarization.

极端超材料的弹性矩阵有一个或多个零特征值,允许无能量变形模式。这些弹性超材料可以很好地近似于人造微结构。它们可以表现出前所未有的操纵体波和表面波的能力,而传统的固体材料由于易变形模式而无法做到这一点,五模材料(PMs)就是一个很好的例子。本文基于精心设计的四模材料(QM),从理论上研究了双折射超材料与四分之一波板之间光波与弹性波的一一对应关系。这种 QM 超材料只允许两种横波模式,消除了由于纵波模式的存在而产生的模式转换。弹性双折射超材料和弹性四分之一波板的特性通过均质模型和相应的离散模型得到了证明。此外,还提出了一种自由空间弹性波隔离器,类似于电子学中的二极管,可有效保护上游信号源或系统免受背反射噪声或干扰。离散模型的另一个优点是通过变形实现工作频率可调。这项工作首次对弹性双折射超材料和可调谐弹性四分之一波板进行了研究,这可能会促进极端弹性超材料在控制弹性波极化方面的应用。
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引用次数: 0
Meta-arch structure: Designed reinforcement cage to enhance vibration isolation performance 元拱结构:设计有加强筋笼,可提高隔振性能
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-08-30 DOI: 10.1016/j.ijmecsci.2024.109692

In this study, inspired by the mechanical metamaterials with bandgap properties, a new type of meta-arch structure (MAS) for the attenuation of elastic waves is proposed. In this metastructure, the reinforcement cage, typically employed to enhance the tensile properties of building materials, has been redesigned and transformed into a new structure containing circular tubes with embedded resonant microstructures. The vibration reduction performance of the MAS was illustrated by the frequency response analysis in the simulation calculation, and the generation mechanism of the vibration attenuation band was revealed. The specimens of the complex MAS consisting of gypsum, reinforced steel bars, and tubes were fabricated, and the vibration response experiments were carried out to determine the dynamic properties of the novel MAS. The results show that the designed arch structure exhibits a broad vibration attenuation band without sacrificing its structural bearing capacity. Additionally, the robustness of the band gap is demonstrated by analyzing how changes in the positions of excitation and response points influence the band gap. Moreover, the MAS can be customized for specific application scenarios of vibration reduction according to the parameter analysis. Finally, the experimental results closely align with the numerical estimations, confirming the feasibility of the design method for reducing vibrations. This work provides a new method for the development of building structures for vibration and noise control.

本研究受具有带隙特性的机械超材料的启发,提出了一种用于衰减弹性波的新型超拱形结构(MAS)。在这种元结构中,通常用于增强建筑材料拉伸性能的钢筋笼经过重新设计,变成了一种包含嵌入共振微结构的圆管的新结构。模拟计算中的频率响应分析说明了 MAS 的减振性能,并揭示了振动衰减带的产生机制。制作了由石膏、钢筋和钢管组成的复合 MAS 试件,并进行了振动响应实验,以确定新型 MAS 的动态特性。结果表明,所设计的拱形结构在不牺牲其结构承载能力的情况下表现出了宽广的振动衰减带。此外,通过分析激励点和响应点位置的变化对带隙的影响,证明了带隙的稳健性。此外,根据参数分析,MAS 可针对特定的减振应用场景进行定制。最后,实验结果与数值估算结果非常吻合,证实了减振设计方法的可行性。这项工作为振动和噪声控制建筑结构的开发提供了一种新方法。
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引用次数: 0
Dynamic behaviors of general composite beams using mixed finite elements 使用混合有限元分析一般复合梁的动态特性
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-08-30 DOI: 10.1016/j.ijmecsci.2024.109687

A novel mixed finite element method is developed and implemented for analyzing the vibration and buckling behavior of general composite beams which consists both transversely layered and axially jointed materials. The governing state-space equations are derived using the Hamilton's principle, where both displacements and stresses are treated as fundamental variables. This semi-analytical method uses transfer relations in the transverse direction and finite element meshing in the longitudinal direction, overcoming the difficulties for general composite beams analysis and providing computational efficiency and analyzing flexibilities. The developed mixed finite element model ensures continuity of both displacements and stresses across the material interface, thereby resolving interfacial stress singularity issues and offering more reliable simulations of boundary conditions at both ends. The proposed method is formulated and validated for the free vibration and buckling analysis of general composite beams. Additionally, it is observed that material properties such as Young's modulus and density, as well as the stiffness of the interface connecting layers, have significant effects on the free vibration and buckling responses of the composite beams. Analysis of periodically distributed and bi-directional composite beams demonstrates the versatility of this method in handling two types of combination forms. The proposed method serves as a valuable reference for obtaining accurate vibration and buckling results while ensuring stress-compatibility for composite beams in practical applications.

本文开发并实施了一种新型混合有限元方法,用于分析由横向分层和轴向连接材料组成的一般复合梁的振动和屈曲行为。利用汉密尔顿原理推导出支配状态空间方程,其中位移和应力均被视为基本变量。这种半分析方法在横向使用传递关系,在纵向使用有限元网格,克服了一般复合梁分析的困难,提高了计算效率和分析挠性。所开发的混合有限元模型确保了材料界面上位移和应力的连续性,从而解决了界面应力奇异性问题,并提供了更可靠的两端边界条件模拟。针对一般复合材料梁的自由振动和屈曲分析,制定并验证了所提出的方法。此外,还观察到材料特性(如杨氏模量和密度)以及界面连接层的刚度对复合梁的自由振动和屈曲响应有显著影响。对周期性分布和双向复合梁的分析表明,该方法在处理两种组合形式时具有多功能性。所提出的方法可作为获得精确振动和屈曲结果的宝贵参考,同时确保复合梁在实际应用中的应力兼容性。
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引用次数: 0
Double-strip metamaterial for vibration isolation and shock attenuation 用于隔振和减震的双条纹超材料
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-08-29 DOI: 10.1016/j.ijmecsci.2024.109686

Mechanical metamaterials have emerged as a promising solution for shielding against environmental vibrations and shocks. However, most existing metamaterials provide a single functionality in mechanical protection, limiting their adaptability to complex working scenarios. To address this limitation, we propose a double-strip metamaterial (DSM) that achieves both vibration isolation and shock attenuation. The DSM employs quasi-zero stiffness for vibration isolation and snap-through buckling for shock energy dissipation. Buckling mode analysis reveals that the dual-functionality of the DSM arises from its diverse buckling behaviors, with theoretical models further quantifying its mechanical response. The DSM can effectively isolate the vibration above 13 Hz and reduce instantaneous shock by up to 58 %, as demonstrated by dynamic tests. This design strategy opens new avenues for comprehensive protection in engineering applications, spanning aerospace, automotive, and logistics.

机械超材料已成为屏蔽环境振动和冲击的一种有前途的解决方案。然而,现有的大多数超材料只能提供单一的机械保护功能,这限制了它们对复杂工作场景的适应性。为了解决这一局限性,我们提出了一种既能隔振又能减震的双条纹超材料(DSM)。双条超材料采用准零刚度来隔离振动,并通过快速屈曲来消散冲击能量。屈曲模式分析显示,DSM 的双重功能源于其多样化的屈曲行为,理论模型进一步量化了其机械响应。动态测试表明,DSM 可以有效隔离 13 Hz 以上的振动,并将瞬时冲击力降低高达 58%。这种设计策略为航空航天、汽车和物流等工程应用领域的全面保护开辟了新途径。
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引用次数: 0
Atomistic understanding of ductile-to-brittle transition in single crystal Si and GaAs under nanoscratch 从原子角度理解硅和砷化镓单晶在纳米划痕作用下的韧性到脆性转变
IF 7.1 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2024-08-29 DOI: 10.1016/j.ijmecsci.2024.109689

Ensuring ductile removal in a grinding process is crucial for achieving the desired finish on a hard and brittle single crystal. This study provides new insights into the material removal processes in Si and GaAs single crystals, exploring their deformation behaviour using Berkovich and Conical tips to replicate contact from a fixed abrasive grit. Experimental observations are compared with Molecular Dynamic (MD) simulations to uncover the atomistic deformation mechanisms during the ductile-to-brittle transition (DBT). Notable plastic deformation and minimal cracking were consistently observed in Si, irrespective of the tips used. MD simulations supported this observation, revealing pronounced chip formation indicative of ductile material removal. The resistance to cracking in Si was attributed to amorphization induced by localized high contact stresses. In contrast, GaAs showed a propensity for cracking, with MD simulations revealing dislocation and slip band formation, and cracks emerging in the areas of substantial plastic deformation. These findings address phenomena not previously discernible in experimental studies due to the challenge of real-time observation. Moreover, the tip geometry was shown to significantly influence stress distribution, impacting deformation and crack formation in GaAs. This study also reveals limitations in predicting the critical depth for DBT in both Si and GaAs throught the amended Bifano, Dow, and Scattergood (aBDS) models and MD simulation, offering nuanced insights into these challenges that have not been extensively explored. It was found that the experimental results exceeded predictions by an order of magnitude. These discrepancies underscore the aBDS model's disregard for essential material properties and tip geometry, while the disparities between MD simulation and experiment are primarily attributed to the inherent limitations in the simulated length scales and challenges in detecting initial subsurface cracks.

要在硬脆单晶上获得理想的光洁度,确保研磨过程中的韧性去除至关重要。本研究对硅和砷化镓单晶的材料去除过程提供了新的见解,使用 Berkovich 和锥形针尖复制固定磨粒的接触,探索其变形行为。实验观察结果与分子动力学(MD)模拟结果相比较,揭示了韧性到脆性转变(DBT)过程中的原子变形机制。无论使用哪种磨头,在硅中都能持续观察到显著的塑性变形和最小的裂纹。MD 模拟支持了这一观察结果,显示出明显的切屑形成,表明材料的韧性去除。硅的抗开裂性归因于局部高接触应力引起的非晶化。与此相反,砷化镓则显示出开裂倾向,MD 模拟显示出位错和滑移带的形成,以及大量塑性变形区域出现的裂纹。由于实时观测的挑战性,这些发现解决了以前在实验研究中无法辨别的现象。此外,研究还表明,针尖的几何形状会显著影响应力分布,进而影响砷化镓的变形和裂纹形成。这项研究还揭示了通过修正的 Bifano、Dow 和 Scattergood(aBDS)模型和 MD 仿真预测硅和砷化镓中 DBT 临界深度的局限性,为这些尚未广泛探讨的挑战提供了细致入微的见解。研究发现,实验结果比预测结果超出了一个数量级。这些差异凸显了 aBDS 模型对基本材料属性和尖端几何形状的忽视,而 MD 模拟和实验之间的差异主要归因于模拟长度尺度的固有限制和检测初始次表面裂纹的挑战。
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引用次数: 0
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International Journal of Mechanical Sciences
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