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A Hybrid Mechanism and Data-Driven Approach for Predicting Fatigue Life of MEMS Devices by Physics-Informed Neural Networks 利用物理信息神经网络预测微机电系统设备疲劳寿命的混合机制和数据驱动方法
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-12 DOI: 10.1111/ffe.14465
Jiaxing Cheng, Junxi Lu, Bangjian Liu, Jing An, Anping Shen

Our research group has focused on the long-term performance degradation of micro-electro-mechanical systems (MEMS) devices under mechanical, thermal, and electrical stresses. We previously used physics-based models for performance prediction, but the diverse materials, structures, and environmental conditions of MEMS devices affect their long-term stability. Traditional physics-based models struggle to account for these factors, limiting practical application. To address this, we employ data-driven methods to include more variables. This paper introduces a hybrid approach combining physical principles with data-driven techniques, specifically physics-informed neural networks (PINN), to model and analyze performance degradation in MEMS resonators. We compare this method with previous physics-based and data-driven approaches (support vector machine and random forest) under identical conditions. The hybrid method not only provides accurate predictions but also considers more operating conditions, enhancing practical application.

我们的研究小组专注于微机电系统(MEMS)器件在机械、热、电应力下的长期性能退化。我们以前使用基于物理的模型进行性能预测,但MEMS器件的不同材料,结构和环境条件会影响其长期稳定性。传统的基于物理的模型难以解释这些因素,限制了实际应用。为了解决这个问题,我们使用数据驱动的方法来包含更多的变量。本文介绍了一种将物理原理与数据驱动技术(特别是物理信息神经网络(PINN))相结合的混合方法,以模拟和分析MEMS谐振器的性能下降。在相同的条件下,我们将这种方法与之前基于物理和数据驱动的方法(支持向量机和随机森林)进行比较。混合方法不仅预测准确,而且考虑了更多的工况,提高了实际应用。
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引用次数: 0
Fretting Fatigue Life Model Under Combined Loading 组合载荷下的摩擦疲劳寿命模型
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-12 DOI: 10.1111/ffe.14458
Erfan Salehi, Andreas A. Polycarpou

This paper evaluates the capability of the theory of critical distances (TCD) coupled with the Fatemi–Socie (FS), Smith–Watson–Topper (SWT), and normal stress range (S-N) criteria for the lifetime estimation of combined fretting fatigue, that is, the combination of bending and axial loading modes, for 316L stainless steel along with the effect of increasing the grain size of the material. After evaluating the stress field, the point, line, area, and volume methods have been implemented to estimate the lifetimes of fretting fatigue experiments based on the dependency of the critical distance on the number of cycles to failure. Whereas the area and volume methods were overestimating the lifetimes, the point and line methods were more accurate. FS and SWT criteria were proper in lifetime estimation, but the normal stress range (S-N) criterion was not a safe criterion. At the same time, increasing the grain size of the material leads the TCD to be more conservative.

本文评估了临界距离理论(TCD)结合fatemi - society (FS)、Smith-Watson-Topper (SWT)和正应力范围(S-N)准则对316L不锈钢复合微动疲劳寿命估计的能力,即弯曲和轴向加载模式的组合,以及增加材料晶粒尺寸的影响。在对应力场进行评估后,基于临界距离与失效循环次数的关系,采用点、线、面积和体积法对微动疲劳试验寿命进行了估算。而面积法和体积法高估了寿命,点法和线法更准确。FS标准和SWT标准对寿命的估计是正确的,但正常应力范围(S-N)标准不是一个安全的标准。同时,随着材料晶粒尺寸的增大,TCD趋于保守。
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引用次数: 0
On the Growth of Small Cracks in 2024-T3 and Boeing Space, Intelligence and Weapon Systems AM LPBF Scalmalloy® 2024-T3和波音航天、智能和武器系统AM LPBF Scalmalloy的小裂纹扩展研究
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-12 DOI: 10.1111/ffe.14468
R. Jones, A. Ang, R. W. Aston, N. D. Schoenborn, V. K. Champagne, D. Peng, N. D. Phan

The desire to use additively manufactured (AM) parts to ensure the availability of military aircraft, and to build limited-life unmanned aerial vehicles (drones), coupled with the United States Air Force (USAF) approach to the airworthiness certification of AM parts has focused attention on durability analysis/assessment, and hence on the growth of small cracks in AM parts. Previous studies have shown that laser powder fusion built (LPBF) Scalmalloy® has: i) A yield stress and an ultimate strength that are greater than that of AA2024-T3 and comparable to that of AA7075-T6; ii) A resistance to crack growth that is better than that of AA7075-T6 and comparable to that of AA2024-T3. However, since the ability to predict the durability of a part is essential for its airworthiness certification, the present paper illustrates how to perform a linear elastic fracture mechanics (LEFM)-based durability assessment of Boeing Space, Intelligence and Weapon System (BSIWS) LPBF Scalmalloy®. The durability study includes specimens with both machined surfaces and surfaces left in the as-built condition. As a result, it would appear that BISWS AM LPBF Scalmalloy® is an ideal candidate for building limited-life AM replacement parts for fixed and rotary wing aircraft and drones.

人们希望使用增材制造(AM)部件来确保军用飞机的可用性,并制造有限寿命的无人机(无人机),再加上美国空军(USAF)对增材制造部件的适航认证方法,将注意力集中在耐久性分析/评估上,从而集中在增材制造部件中小裂纹的增长上。先前的研究表明,激光粉末融合(LPBF) Scalmalloy®具有:1)屈服应力和极限强度大于AA2024-T3,与AA7075-T6相当;ii)抗裂纹扩展性能优于AA7075-T6,与AA2024-T3相当。然而,由于预测零件耐久性的能力对于其适航认证至关重要,因此本文阐述了如何对波音空间、智能和武器系统(BSIWS) LPBF Scalmalloy®进行基于线弹性断裂力学(LEFM)的耐久性评估。耐久性研究包括试样的加工表面和表面留在建成状态。因此,BISWS AM LPBF Scalmalloy®似乎是为固定翼和旋翼飞机和无人机构建有限寿命AM替换部件的理想候选者。
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引用次数: 0
Study on the Deformation and Energy Evolution of Skarn With Marble Band of Different Orientations Under Cyclic Loading: A Lab-Scale Study 不同方向大理石带矽卡岩在循环加载下的变形和能量演化研究:实验室规模研究
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-09 DOI: 10.1111/ffe.14467
Yunfeng Wu, Yu Wang, Baokun Zhou, Changhong Li, Youdong Zhu, Changkun Sun, Zicheng Tian

The aim of this work is to investigate the deformation and energy characteristics of skarn with different interlayer inclination angles under cyclic loading. The skarn samples with marble bands of various orientations (i.e., 30°, 45°, 60°, and 75°) were chosen as the test material. It is revealed from the testing results that the presence of interlayers changes the geomechanical properties of the rock, rock peak strength, and elastic modulus increases with increasing the interlayer inclination angle. Additionally, the growth rate of input energy exhibits an inverted “V” pattern with respect to the interlayer inclination angle. In terms of damage modes, intact marble and skarn predominantly exhibit tensile damage, whereas interlayered rocks exhibit a combination of tensile and shear failure pattern. Finally, a damage evolution model defined by axial strain is proposed and expressed to fit the experimental data. The results in this work would provide a crucial theoretical basis for the safety assessment of underground engineering constructions.

这项工作的目的是研究不同层间倾角的矽卡岩在循环加载下的变形和能量特性。试验材料选择了具有不同方向(即 30°、45°、60° 和 75°)大理石带的矽卡岩样品。测试结果表明,夹层的存在改变了岩石的地质力学性质,岩石峰值强度和弹性模量随着夹层倾角的增加而增加。此外,输入能量的增长率与夹层倾角呈倒 "V "型关系。在破坏模式方面,完整的大理岩和矽卡岩主要表现为拉伸破坏,而夹层岩则表现为拉伸和剪切破坏模式的结合。最后,提出了一个由轴向应变定义的破坏演化模型,并将其表达出来以拟合实验数据。这项研究成果将为地下工程建设的安全评估提供重要的理论依据。
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引用次数: 0
Competitive Fracture Mechanism and Microstructure-Related Life Assessment of GH4169 Superalloy in High and Very High Cycle Fatigue Regimes GH4169 超级合金在高循环和超高循环疲劳状态下的竞争性断裂机制和与微观结构相关的寿命评估
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-09 DOI: 10.1111/ffe.14451
Muhammad Imran Lashari, Cheng Li, Asif Mahmood, Wei Li

High and very high cycle fatigue tests were performed to examine the microstructure and fracture mechanism of GH4169 superalloy in combination with techniques including electron-backscatter diffraction (EBSD). Fractographic analysis revealed that surface failures are induced by surface flaws, whereas internal failures are caused by pores, facets, and inclusions. The three-dimensional observation shows that fracture surfaces exhibit an irregular texture due to crystallographic mismatch of grains and plastic deformation at the crack tip. Based on EBSD analysis, Euler angles exhibited a complex geometry of grain orientation at the crack tip area, hindering crack propagation as evidenced by lower values of the Schmid factor and misorientation at the crack tip. Furthermore, the threshold values of small and long cracks decrease, whereas the transformation sizes from small to long crack growth increase from surface to internal failure. Finally, a novel microstructure defect-based life prediction model is established, and the predicted results demonstrate a close resemblance to experimental outcomes.

为了研究 GH4169 超合金的微观结构和断裂机理,结合电子背散射衍射 (EBSD) 等技术,进行了高循环和超高循环疲劳试验。断口分析表明,表面失效是由表面缺陷引起的,而内部失效则是由孔隙、刻面和夹杂物引起的。三维观察结果表明,由于晶粒的晶体学错配和裂纹尖端的塑性变形,断裂表面呈现出不规则的纹理。根据 EBSD 分析,欧拉角在裂纹尖端区域显示出复杂的晶粒取向几何形状,阻碍了裂纹的扩展,这一点可以从较低的 Schmid 因子值和裂纹尖端的错误取向得到证明。此外,小裂纹和长裂纹的临界值降低了,而从表面到内部失效,小裂纹到长裂纹增长的转变尺寸增大了。最后,建立了一个基于微结构缺陷的新型寿命预测模型,其预测结果与实验结果非常相似。
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引用次数: 0
Natural Seawater Impact on Crack Propagation and Fatigue Behavior of Welded Nickel Aluminum Bronze 天然海水对焊接镍铝青铜裂纹扩展和疲劳行为的影响
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-08 DOI: 10.1111/ffe.14456
T. H. E. Dobson, P. Wilson, N. O. Larrosa, M. Williams, H. E. Coules

Nickel aluminum bronze (NAB) is a complex alloy used extensively in the marine environment. Fatigue strength of NAB is reduced by welding and prior seawater corrosion. This study investigated the combined effect of corrosion and plasma welding on the fatigue behavior of NAB. Natural seawater corroded samples were used in tension-tension cyclic loading tests to observe fatigue crack initiation, propagation, and failure. Fatigue cracks initiated from corrosion pits at the weld toe. Stress corrosion and fatigue cracks propagated along the path of β′ and κIII phases. A short crack growth model (SCGM) predicted fatigue strength using experimentally obtained material properties and corrosion pit dimensions. Model predictions were used to develop S-N curves and were within 30% of experimental results. The SCGM produced accurate and reliable fatigue life results that could be applied by industry to aid in revalidation decision making and inspection scheduling.

镍铝青铜(NAB)是一种在海洋环境中广泛使用的复杂合金。焊接和先前的海水腐蚀会降低 NAB 的疲劳强度。本研究调查了腐蚀和等离子焊接对 NAB 疲劳行为的综合影响。在拉伸-张力循环加载试验中使用了天然海水腐蚀样品,以观察疲劳裂纹的产生、扩展和破坏。疲劳裂纹从焊趾处的腐蚀坑开始。应力腐蚀和疲劳裂纹沿着 β′ 和 κIII 相的路径扩展。短裂纹生长模型(SCGM)利用实验获得的材料特性和腐蚀坑尺寸预测了疲劳强度。模型预测结果用于绘制 S-N 曲线,与实验结果的误差在 30% 以内。SCGM 得出的疲劳寿命结果准确可靠,可用于工业领域,帮助重新验证决策和检查计划的制定。
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引用次数: 0
Phase field numerical strategies for positive volumetric strain energy fractures 正体积应变能断裂的相场数值策略
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-07 DOI: 10.1111/ffe.14436
Xiaofa Yang, Jianye Zhang, Dongdong Chang, Zekai Huang, Yingxuan Dong, Hong Zuo

A reasonable crack driving force is the key to preventing compression cracks and eliminating unrealistic crack propagation in phase field fracture analysis. Thus, examining the roles of volumetric strain energy (VSE) and deviatoric strain energy (DSE) in influencing crack propagation is necessary. This paper presents a comprehensive analysis of the following four different approaches to energy decomposition-driven crack propagation: the positive volumetric strain energy method (VSEM), deviatoric strain energy method (DSEM), volumetric-deviatoric strain energy method (VDSEM), and no decomposition method (NM). All of the strain energy is involved in the development of the crack propagation. The following four examples are investigated: two benchmark single-side notched examples, a complex crack containing a hole example, and a crack coalescence in an asymmetric double notch example. The VSEM's numerical findings align with literature and experimental observations, confirming that positive VSE rather than DSE promotes crack propagation.

在相场断裂分析中,合理的裂纹驱动力是防止压缩裂纹和消除不切实际的裂纹扩展的关键。因此,有必要研究体积应变能(VSE)和偏差应变能(DSE)在影响裂纹扩展中的作用。本文全面分析了能量分解驱动裂纹扩展的以下四种不同方法:正体积应变能法(VSEM)、偏离应变能法(DSEM)、体积-偏离应变能法(VDSEM)和无分解法(NM)。所有应变能都参与了裂纹的扩展。研究了以下四个示例:两个基准单侧缺口示例、一个包含孔洞的复杂裂纹示例以及一个不对称双缺口示例中的裂纹凝聚。VSEM 的数值结果与文献和实验观察结果一致,证实正 VSE 而非 DSE 会促进裂纹扩展。
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引用次数: 0
S–N curves established from limiting energy in the case of specimens additively manufactured from AlSi10Mg 用 AlSi10Mg 添加剂制造试样时根据极限能量确定的 S-N 曲线
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-02 DOI: 10.1111/ffe.14442
Martin Matušů, Jan Šimota, Jan Papuga, Jakub Rosenthal, Libor Beránek, Pedro Costa, Francisco Bumba, Luis Reis

This study investigates the varying thermal response of additively manufactured specimens made of AlSi10Mg and subjected to cyclic loading. It is well known that the thermal response is driven primarily by the self-heating effect. The paper explores the possibility of employing thermographic methods to establish an S–N curve for fatigue life prediction with the use of fewer specimens than are traditionally required for an S–N curve established from constant-amplitude fatigue tests. Specific self-heating step tests are conducted by gradually increasing the loading amplitude while monitoring the temperature of the specimen. A new approach is introduced to assess the lower limitation of the existing Fargione method, which addresses the absence of the fatigue limit threshold in previously published works. The validity of this approach is compared with our own experimental data. This new dataset concerns additively manufactured (AM) specimens made from AlSi10Mg powder, which were all printed on a single platform. To observe the sensitivity of the updated approach, four groups with different heat treatments were evaluated.

本研究调查了由 AlSi10Mg 制成的加成制造试样在承受循环载荷时的不同热响应。众所周知,热响应主要由自热效应驱动。本文探讨了采用热成像方法建立 S-N 曲线进行疲劳寿命预测的可能性,与传统上通过恒幅疲劳试验建立 S-N 曲线所需的试样数量相比,该方法所需的试样数量更少。具体的自加热阶跃试验是通过逐渐增加加载振幅,同时监测试样温度来进行的。引入了一种新方法来评估现有 Fargione 方法的下限,以解决之前发表的作品中没有疲劳极限阈值的问题。这种方法的有效性与我们自己的实验数据进行了比较。新数据集涉及由 AlSi10Mg 粉末制成的快速制造(AM)试样,这些试样都是在一个平台上打印的。为了观察更新方法的灵敏度,我们对四组不同热处理的试样进行了评估。
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引用次数: 0
Fatigue Crack Propagation Life of Metallic Materials Under Random Loading: A Coupling Analysis Method in the Frequency Domain 随机载荷下金属材料的疲劳裂纹扩展寿命:频域耦合分析方法
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-01 DOI: 10.1111/ffe.14455
Dingkun Fu, Piao Li, Jiachen Sun, Weixing Yao

This paper proposes an equivalent spectrum method to predict the fatigue crack propagation (FCP) life of metallic materials subjected to random loading. To adequately account for the coupling effects between crack propagation and the random response of structures, a coupling analysis model is introduced. The stress intensity factor (SIF) can be estimated based on the power spectral density (PSD) of an equivalent displacement. Random vibration fatigue tests were conducted to evaluate the proposed model on aluminum alloy specimens. Results indicate significant variations in natural frequency with crack length. The predicted results are compared with the experimental values, demonstrating satisfactory prediction accuracy of the proposed coupling analysis model. This model enables the assessment of coupling effects between crack length and random response, facilitating more precise predictions of FCP life in metallic materials and guiding the expanded application of damage tolerance criteria in structural engineering.

本文提出了一种等效谱方法,用于预测金属材料在随机载荷作用下的疲劳裂纹扩展(FCP)寿命。为了充分考虑裂纹扩展与结构随机响应之间的耦合效应,本文引入了一个耦合分析模型。应力强度因子(SIF)可根据等效位移的功率谱密度(PSD)进行估算。在铝合金试样上进行了随机振动疲劳试验,以评估所提出的模型。结果表明,固有频率随裂纹长度变化很大。预测结果与实验值进行了比较,证明所提出的耦合分析模型的预测精度令人满意。该模型能够评估裂纹长度与随机响应之间的耦合效应,有助于更精确地预测金属材料的 FCP 寿命,并指导结构工程中损伤容限标准的扩展应用。
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引用次数: 0
Experimental Study on Three-Dimensional Internal Crack Propagation in Brittle Materials With Combined Defects 具有组合缺陷的脆性材料中三维内部裂纹扩展的实验研究
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-01 DOI: 10.1111/ffe.14453
Junyu Wu, Shu Zhu, Zhende Zhu, Haijun Wang, Bei Han

This study investigates the fracture behavior of brittle solids with combined defects by prefabricating internal cracks in glass materials using three-dimensional internal laser-engraved crack (3D-ILC) technology. The results of physical and numerical experiments indicate that under biaxial compression, cracks first appear on the surface of the cavity, followed by the propagation of the prefabricated cracks. During propagation, these two cracks attract each other, ultimately leading to crack coalescence. As the geometric distribution of the combined defects changes, the propagation direction of the prefabricated cracks deflects to varying degrees as is to be expected. The failure process of the specimens with combined defects was a mixed-mode I–II–III fracture. This research provides experimental and theoretical references for the study of crack propagation in rock materials containing combined defects.

本研究利用三维内部激光刻蚀裂纹(3D-ILC)技术,通过在玻璃材料中预制内部裂纹,研究了具有组合缺陷的脆性固体的断裂行为。物理和数值实验结果表明,在双轴压缩条件下,裂纹首先出现在空腔表面,然后是预制裂纹的扩展。在扩展过程中,这两种裂纹相互吸引,最终导致裂纹凝聚。随着组合缺陷几何分布的变化,预制裂纹的扩展方向也会发生不同程度的偏转,这是可以预料到的。具有组合缺陷的试样的破坏过程为 I-II-III 混合模式断裂。这项研究为研究含有组合缺陷的岩石材料的裂纹扩展提供了实验和理论参考。
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引用次数: 0
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Fatigue & Fracture of Engineering Materials & Structures
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