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Multiple Defect Simulation for Predicting Fatigue Strength Scatter of Selective Laser Melted 316L Stainless Steel 多缺陷模拟预测选择性激光熔化316L不锈钢疲劳强度散射
IF 3.2 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-10 DOI: 10.1111/ffe.70144
Tomasz Tomaszewski

The paper presents an analysis of the effect of random defects formed during additive manufacturing on fatigue behavior. A significant scatter in the fatigue strength was observed for the vertical build direction of the 316L stainless steel specimens. The multiple defects initiated the fatigue crack. The size of the selected critical defects was correlated with the failure probability. The defect criticality was defined using an analytical model of the normalized Crossland stress as a function of the defect size, location, and other defects affecting the local stress distribution. The components of the multiaxial fatigue criterion were calculated using the finite element method. The critical defect size distributions generated for variable defect density were analyzed using extreme value statistics. The Weibull distribution for fatigue strength was predicted using the simulation results and the El-Haddad model. The probabilistic modeling of multiple defects provided the predictive power of the scatter in fatigue properties.

分析了增材制造过程中产生的随机缺陷对疲劳性能的影响。在垂直构建方向上,316L不锈钢试件的疲劳强度存在明显的分散。多重缺陷引发疲劳裂纹。选取的临界缺陷的大小与失效概率相关。使用归一化Crossland应力作为缺陷尺寸、位置和其他影响局部应力分布的缺陷的函数的解析模型来定义缺陷临界。采用有限元法计算了多轴疲劳准则的分量。利用极值统计分析了不同缺陷密度下的临界缺陷尺寸分布。利用模拟结果和El-Haddad模型预测了疲劳强度的Weibull分布。多缺陷的概率建模提供了疲劳特性散射的预测能力。
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引用次数: 0
Multi-Task Time-Series Modeling for Fatigue–Creep Damage Prediction in Proton Exchange Membranes 质子交换膜疲劳蠕变损伤预测的多任务时间序列建模
IF 3.2 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-10 DOI: 10.1111/ffe.70147
Pilin Song, Wei Li, Ahmad Serjouei, Liang Cai, Xiaobo Cao, Yuzhe Jin, Ibrahim Elbugdady

Fatigue–creep damage-induced mechanical degradation has been a significant failure mode of proton exchange membrane (PEM) for fuel cells, but the damage behavior and intelligent assessment method are not well understood. A multitask time-series model is proposed to address this, which predicts fatigue–creep crack growth by incorporating in situ fatigue testing with mean stress effects. The results show that both fatigue and creep damage influence crack growth, with higher stress ratios accelerating it. The plastic zone size correlates with crack growth rate, highlighting the coupled fatigue–creep mechanisms. A damage assessment model is developed to quantify contributions from both factors. The approach, validated with K-fold cross-validation, demonstrates high predictive accuracy. SHAP analysis identifies stress ratio and stress intensity factor as key factors for creep and fatigue damage. This method improves prediction accuracy and enhances understanding of PEM degradation, offering insights for predictive maintenance and durable PEM design in fuel cells.

疲劳蠕变损伤诱发的力学退化是燃料电池质子交换膜(PEM)的重要失效方式,但其损伤行为和智能评估方法尚不清楚。提出了一个多任务时间序列模型来解决这个问题,该模型通过结合具有平均应力效应的现场疲劳试验来预测疲劳蠕变裂纹的扩展。结果表明:疲劳和蠕变损伤均影响裂纹扩展,高应力比加速裂纹扩展;塑性区尺寸与裂纹扩展速率相关,突出了疲劳-蠕变耦合机制。建立了一个损伤评估模型来量化这两个因素的贡献。该方法经K-fold交叉验证,具有较高的预测精度。SHAP分析认为应力比和应力强度因子是影响蠕变和疲劳损伤的关键因素。该方法提高了预测精度,增强了对PEM退化的理解,为燃料电池的预测性维护和耐用PEM设计提供了见解。
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引用次数: 0
A High-Performance User-Defined XFEM-Based Cohesive Zone Modeling Method for Mixed-Mode Fracture Problems 基于高性能用户自定义xfem的混模断裂内聚区建模方法
IF 3.2 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-09 DOI: 10.1111/ffe.70145
Haoran Zhu, Longgang Tian, Jiacheng Yu, Boxing Zhang

To improve the applicability of the extended finite element method (XFEM)–based cohesive zone model (CZM) for mixed-mode fracture problems, this study proposes a user-defined subroutine developed within the commercial finite element (FE) software Abaqus/Standard. A potential-based constitutive model with an explicit formulation is employed to improve convergence and describe nonlinear cohesive interactions. A high-performance parallelized computational module is implemented to enhance efficiency. Benchmark examples of pure mode I and mode II are included to verify the subroutine, while mixed-mode beam (MMB), L-shaped panel, and tension-shear specimens demonstrate its accuracy and computational performance in mixed-mode crack problems. Influencing factors, including element quality and load increment, on the accuracy of the numerical solution are analyzed. With appropriate modifications, the proposed formulation can be extended to other coupled cohesive models and FE platforms, offering broad applicability for a wide range of advanced fracture modeling scenarios.

为了提高基于扩展有限元法(XFEM)的内聚区域模型(CZM)对混合模式断裂问题的适用性,本研究提出了在商用有限元(FE)软件Abaqus/Standard中开发的用户自定义子程序。采用一种基于势的显式本构模型来提高收敛性和描述非线性内聚相互作用。实现了高性能并行计算模块,提高了计算效率。通过纯ⅰ型和纯ⅱ型的基准算例验证了子程序的正确性,并通过混模梁、l型板和拉剪试件验证了子程序在混模裂纹问题中的准确性和计算性能。分析了单元质量和载荷增量等因素对数值解精度的影响。通过适当的修改,所提出的公式可以扩展到其他耦合内聚模型和有限元平台,为广泛的高级裂缝建模场景提供了广泛的适用性。
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引用次数: 0
A High-Performance User-Defined XFEM-Based Cohesive Zone Modeling Method for Mixed-Mode Fracture Problems 基于高性能用户自定义xfem的混模断裂内聚区建模方法
IF 3.2 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-09 DOI: 10.1111/ffe.70145
Haoran Zhu, Longgang Tian, Jiacheng Yu, Boxing Zhang

To improve the applicability of the extended finite element method (XFEM)–based cohesive zone model (CZM) for mixed-mode fracture problems, this study proposes a user-defined subroutine developed within the commercial finite element (FE) software Abaqus/Standard. A potential-based constitutive model with an explicit formulation is employed to improve convergence and describe nonlinear cohesive interactions. A high-performance parallelized computational module is implemented to enhance efficiency. Benchmark examples of pure mode I and mode II are included to verify the subroutine, while mixed-mode beam (MMB), L-shaped panel, and tension-shear specimens demonstrate its accuracy and computational performance in mixed-mode crack problems. Influencing factors, including element quality and load increment, on the accuracy of the numerical solution are analyzed. With appropriate modifications, the proposed formulation can be extended to other coupled cohesive models and FE platforms, offering broad applicability for a wide range of advanced fracture modeling scenarios.

为了提高基于扩展有限元法(XFEM)的内聚区域模型(CZM)对混合模式断裂问题的适用性,本研究提出了在商用有限元(FE)软件Abaqus/Standard中开发的用户自定义子程序。采用一种基于势的显式本构模型来提高收敛性和描述非线性内聚相互作用。实现了高性能并行计算模块,提高了计算效率。通过纯ⅰ型和纯ⅱ型的基准算例验证了子程序的正确性,并通过混模梁、l型板和拉剪试件验证了子程序在混模裂纹问题中的准确性和计算性能。分析了单元质量和载荷增量等因素对数值解精度的影响。通过适当的修改,所提出的公式可以扩展到其他耦合内聚模型和有限元平台,为广泛的高级裂缝建模场景提供了广泛的适用性。
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引用次数: 0
Advancement of IIW Fatigue Design Concepts by Applying the Peak Stress Method to Offshore Welded K-Nodes 应用峰值应力法研究海上焊接k节点的IIW疲劳设计理念
IF 3.2 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-09 DOI: 10.1111/ffe.70132
G. Meneghetti, C. M. Sonsino, A. Visentin, A. Campagnolo

Comparing different fatigue analysis techniques is crucial when assessing the structural durability of complex welded structures. The structural stress, notch stress, and crack-propagation concepts were previously applied to the fatigue strength of large-scale welded K-joints commonly adopted in offshore structures under constant and variable amplitude loadings. Here, the K-nodes have been analyzed according to the peak stress method (PSM), which considers the weld toe and weld root as sharp V-notches and estimates rapidly the notch stress intensity factors (NSIFs) using rather coarse FE meshes. A fatigue design stress, the equivalent peak stress, and dedicated fatigue resistance curves are defined in the framework of the PSM, along with software to enable the automated application of the PSM in Ansys Mechanical. The accuracy of each fatigue design concept has been evaluated by comparing the relevant fatigue lifetime estimations with the experimental results. All investigated concepts delivered conservative results, however, with a different ranking.

在评估复杂焊接结构的耐久性时,比较不同的疲劳分析技术至关重要。结构应力、缺口应力和裂纹扩展的概念以前被应用于海洋结构中常用的大型焊接k形接头在恒定和变幅载荷下的疲劳强度。在这里,根据峰值应力法(PSM)对k节点进行了分析,该方法将焊缝脚趾和焊缝根部视为尖锐的v形缺口,并使用相当粗糙的有限元网格快速估计缺口应力强度因子(NSIFs)。在PSM的框架中定义了疲劳设计应力、等效峰值应力和专用疲劳阻力曲线,以及在Ansys Mechanical中实现PSM自动化应用的软件。通过将相关的疲劳寿命估计与试验结果进行比较,对每个疲劳设计概念的准确性进行了评估。然而,所有被调查的概念都给出了保守的结果,排名不同。
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引用次数: 0
VHCF Behavior of SLM AlSi10Mg: Impact of Dual-Laser Strategy and Fatigue Life Prediction AlSi10Mg SLM的VHCF行为:双激光策略的影响及疲劳寿命预测
IF 3.2 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-08 DOI: 10.1111/ffe.70149
Wenkai Li, Yu Jing, Lei Shi, Yandong Shi, Liting Shi, Xuming Su

The very high cycle fatigue (VHCF) behavior of AlSi10Mg specimens fabricated via selective laser melting (SLM) was systematically investigated under different printing strategies, including single-laser and dual-laser configurations. Experimental results revealed that fatigue cracks predominantly initiated at pores, with dual-laser SLM specimens exhibiting significantly higher pore density and reduced fatigue life compared to single-laser specimens. Among the examined factors, the depth of crack-initiating defects relative to the specimen surface emerged as the most critical determinant of fatigue performance, surpassing pore size and aspect ratio. Furthermore, this study proposed an L model, which explicitly incorporates defect location and geometry effects, and demonstrated its superior predictive accuracy compared to classical models like Murakami's. These findings provide important insights for optimizing additive manufacturing process parameters to enhance the VHCF performance of SLM-fabricated AlSi10Mg components.

系统研究了选择性激光熔化(SLM)法制备AlSi10Mg试样在单激光和双激光两种打印策略下的甚高周疲劳(VHCF)行为。实验结果表明,疲劳裂纹主要起源于孔隙,与单激光试样相比,双激光SLM试样的孔隙密度显著提高,疲劳寿命明显降低。在测试的因素中,相对于试样表面的裂纹引发缺陷的深度超越了孔隙尺寸和纵横比,成为疲劳性能的最关键决定因素。此外,本研究提出了一个L模型,该模型明确地结合了缺陷位置和几何效应,并证明了与传统模型(如Murakami的模型)相比,其预测精度更高。这些发现为优化增材制造工艺参数以提高slm制造的AlSi10Mg组件的VHCF性能提供了重要见解。
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引用次数: 0
VHCF Behavior of SLM AlSi10Mg: Impact of Dual-Laser Strategy and Fatigue Life Prediction AlSi10Mg SLM的VHCF行为:双激光策略的影响及疲劳寿命预测
IF 3.2 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-08 DOI: 10.1111/ffe.70149
Wenkai Li, Yu Jing, Lei Shi, Yandong Shi, Liting Shi, Xuming Su

The very high cycle fatigue (VHCF) behavior of AlSi10Mg specimens fabricated via selective laser melting (SLM) was systematically investigated under different printing strategies, including single-laser and dual-laser configurations. Experimental results revealed that fatigue cracks predominantly initiated at pores, with dual-laser SLM specimens exhibiting significantly higher pore density and reduced fatigue life compared to single-laser specimens. Among the examined factors, the depth of crack-initiating defects relative to the specimen surface emerged as the most critical determinant of fatigue performance, surpassing pore size and aspect ratio. Furthermore, this study proposed an L model, which explicitly incorporates defect location and geometry effects, and demonstrated its superior predictive accuracy compared to classical models like Murakami's. These findings provide important insights for optimizing additive manufacturing process parameters to enhance the VHCF performance of SLM-fabricated AlSi10Mg components.

系统研究了选择性激光熔化(SLM)法制备AlSi10Mg试样在单激光和双激光两种打印策略下的甚高周疲劳(VHCF)行为。实验结果表明,疲劳裂纹主要起源于孔隙,与单激光试样相比,双激光SLM试样的孔隙密度显著提高,疲劳寿命明显降低。在测试的因素中,相对于试样表面的裂纹引发缺陷的深度超越了孔隙尺寸和纵横比,成为疲劳性能的最关键决定因素。此外,本研究提出了一个L模型,该模型明确地结合了缺陷位置和几何效应,并证明了与传统模型(如Murakami的模型)相比,其预测精度更高。这些发现为优化增材制造工艺参数以提高slm制造的AlSi10Mg组件的VHCF性能提供了重要见解。
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引用次数: 0
Precision Fatigue Life Prediction for Cast Iron Engine Cylinder Blocks Using Machine Learning 基于机器学习的铸铁发动机缸体精密疲劳寿命预测
IF 3.2 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-12-03 DOI: 10.1111/ffe.70148
Jin Gao, Cheng Xu, Baowei Ma, Zhentao Liu, Sijia Ren, Weiqing Huang, Yixuan Fu

Accurate assessment of engine block fatigue life (Nf) is critical for enhancing transportation system reliability, particularly through precise modeling of the fatigue crack propagation (FCP) rate (da/dN) in the upper main bearing wall. Existing da/dN models, however, exhibit limited Nf prediction accuracy due to neglecting structural and loading effects. This study first employs a component equivalence method to experimentally derive true da/dN curves for diverse upper main bearing wall configurations, with standard specimens as controls. Three machine learning (ML) models are then trained on these datasets, with the random forest algorithm selected for its superior accuracy to establish the final da/dN model. Incorporating crack closure effects via the virtual crack closure technique, simulated Nf predictions are generated. Fatigue tests on engine blocks validate the model's predictions, demonstrating a 13.8% improvement in accuracy over conventional approaches, attributable to the explicit integration of structural and loading parameters. The research method presented in this paper provides a more effective tool for the accurate establishment of the da/dN model for actual engineering components and the precise prediction of fatigue life, thereby laying a solid foundation for improving component reliability.

准确评估发动机机体疲劳寿命(Nf)对于提高运输系统的可靠性至关重要,特别是通过对上主承重壁疲劳裂纹扩展速率(da/dN)的精确建模。然而,现有的da/dN模型由于忽略了结构和载荷的影响,其Nf预测精度有限。本研究首先采用分量等效法,以标准试样为对照,实验推导出不同上主承重墙构型的真实da/dN曲线。然后在这些数据集上训练三个机器学习(ML)模型,选择随机森林算法以其优越的精度来建立最终的da/dN模型。通过虚拟裂纹闭合技术结合裂纹闭合效应,生成模拟Nf预测。发动机缸体的疲劳试验验证了该模型的预测结果,由于明确整合了结构和载荷参数,该模型的预测精度比传统方法提高了13.8%。本文的研究方法为工程实际构件的da/dN模型的准确建立和疲劳寿命的精确预测提供了更为有效的工具,为提高构件可靠性奠定了坚实的基础。
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引用次数: 0
An Improved Continuum Damage Mechanics Model for the Lifetime Prediction of HP40Nb Alloy in the Creep Environment 一种用于HP40Nb合金蠕变寿命预测的改进连续损伤力学模型
IF 3.2 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-11-26 DOI: 10.1111/ffe.70139
Chengming Fuyang, Wei Li, Jianming Gong, Wei Yan, Lin Xi, Dongdong Ye, Xiaofeng Guo

The reformer furnace tube serves as the crucial component in the steam reformer furnace. During the service exposure, the gradual accumulation of creep damage is the primary cause of the final failure of the furnace tube. To evaluate the creep damage evolution and predict the service time, a continuum damage mechanics (CDM) model is established based on the Kowalewski–Dyson model. This model integrates creep stress into the precipitate coarsening damage equation, accounting for its influence on activation energy in Ostwald ripening kinetics. Additionally, the stress-related uniaxial creep ductility is incorporated into the cavitation damage equation. The material parameter optimization procedure and the associated ABAQUS user subroutine UMAT of the proposed model are also developed. Different from the Kowalewski–Dyson model, the present model can predict the stress dependence of fracture strain and rupture time. The precipitate coarsening damage is predominant in the initial stage, while the cavitation damage accelerates the growth of total damage in the latter stage, ultimately resulting in creep fracture. Eventually, the total damage of the furnace tube made of HP40Nb alloy reaches its critical threshold at 101,450 h.

转化炉管是蒸汽转化炉的关键部件。在使用暴露过程中,蠕变损伤的逐渐累积是导致炉管最终失效的主要原因。基于Kowalewski-Dyson模型,建立了连续损伤力学(CDM)模型,对蠕变损伤演化过程进行了评价,并对其使用时间进行了预测。该模型考虑了蠕变应力对奥斯特瓦尔德成熟动力学中活化能的影响,将蠕变应力纳入析出相粗化损伤方程。此外,将应力相关的单轴蠕变延性纳入空化损伤方程。开发了该模型的材料参数优化程序和相关的ABAQUS用户子程序UMAT。与Kowalewski-Dyson模型不同,该模型能够预测断裂应变与断裂时间的应力依赖关系。初期以析出相粗化损伤为主,后期以空化损伤加速总损伤的增长,最终导致蠕变断裂。最终,HP40Nb合金炉管的总损伤在101450 h时达到临界阈值。
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引用次数: 0
Strength Deterioration With Increasing Specimen Size of an Additively Manufactured Aluminum Alloy in High-Cycle and Very-High-Cycle Fatigue 增材制造铝合金高周和甚高周疲劳强度随试样尺寸增大而下降
IF 3.2 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2025-11-26 DOI: 10.1111/ffe.70137
Xiangnan Pan, Zhiqiang Tao, Youshi Hong

We conducted a statistical fatigue analysis of an additively manufactured aluminum alloy (AlSi10Mg) with five different sizes of specimens to establish probabilistic S-N curves and assess an anomalous behavior of strength deterioration in high-cycle and very-high-cycle regimes. For the five specimen types, S-N data were obtained by ultrasonic axial cycling at R = −1. Based on the fitted Basquin equations, the S-N data were converted to equivalent stress amplitudes at the same life. In general, the stress amplitudes can be regarded as normal, log-normal, and Weibull distributions, with the log-normal slightly overestimating the fatigue performance, whereas the Weibull slightly underestimated it, and the normal being the most suitable. Finally, we compared the normal distribution of fatigue resistance with the control volume V90 of specimen types and plotted the strength deterioration from 106 cycles to the extrapolated 1010 cycles, indicating that the specimen size effect diminishes as fatigue life increases.

本文对五种不同尺寸的增材制造铝合金(AlSi10Mg)进行了统计疲劳分析,建立了概率S-N曲线,并评估了高周和甚高周状态下强度劣化的异常行为。在R =−1时,超声轴向循环获得5种试样的S-N数据。根据拟合的Basquin方程,将S-N数据转换为相同寿命下的等效应力幅值。一般情况下,应力幅值可分为正态分布、对数正态分布和威布尔分布,对数正态分布略高估疲劳性能,而威布尔分布略低估疲劳性能,正态分布最合适。最后,我们将疲劳抗力的正态分布与试样类型的控制体积V90进行了比较,并绘制了从106次循环到外推1010次循环的强度劣化图,表明试样尺寸效应随着疲劳寿命的增加而减弱。
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引用次数: 0
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Fatigue & Fracture of Engineering Materials & Structures
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