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Effect of Cyclic Load Frequency on the Fatigue Crack Nucleation and Growth of Annealed and Prestrained Austenitic SS 304 循环载荷频率对退火和预应变奥氏体ss304疲劳裂纹形核和扩展的影响
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-11-03 DOI: 10.1111/ffe.14484
Brenno L. Nascimento, Iris S. Santos, Luiara L. Santos, Matheus M. S. Reis, Ihana G. C. de Jesus, Sandro Griza

The austenitic stainless steels are widely used in several engineering fields due to their high ductility, corrosion and high temperature performance. Despite its noble properties, components manufactured in austenitic stainless steel are subject to fatigue failure. Studies indicate that loading frequency can impact the austenitic stainless steel fatigue performance. In this scenario, the present study aims to evaluate the effect of frequencies of 3 and 30 Hz on the fatigue behavior of SS 304 alloy under load control in order to identify in which fatigue stage the effect is outstanding. Therefore, fatigue and fracture mechanics tests were evaluated on the alloy annealed at 1000°C. Furthermore, fatigue tests were also applied to the alloy after previous tensile plastic strain of 0.5. The analyses denoted a significant reduction in fatigue strength with increasing frequency, especially for the strained alloy. Fatigue crack nucleation is encouraged with greater load frequency. This behavior may be attributed to strain-induced martensite and other strain mechanisms such as twinning and slip bands that are encouraged by lower strain rates but are relieved by auto-heating achieved in higher frequencies, as mentioned in the literature, which decrease the strength to fatigue nucleation.

奥氏体不锈钢具有高延展性、耐腐蚀、耐高温等特点,在工程领域得到了广泛的应用。尽管奥氏体不锈钢具有优良的性能,但用它制造的部件容易疲劳失效。研究表明,加载频率会影响奥氏体不锈钢的疲劳性能。在这种情况下,本研究旨在评估3和30 Hz频率对SS 304合金在载荷控制下的疲劳行为的影响,以确定在哪个疲劳阶段的影响是突出的。因此,对合金进行了1000℃退火的疲劳和断裂力学试验。此外,还对合金进行了拉伸塑性应变为0.5后的疲劳试验。分析表明,随着频率的增加,疲劳强度显著降低,特别是对于应变合金。载荷频率越高,疲劳裂纹形核越明显。这种行为可能归因于应变诱导马氏体和其他应变机制,如孪晶和滑移带,低应变率会促进孪晶和滑移带的形成,但在高频率下实现的自动加热会缓解这些机制,如文献中提到的,这会降低疲劳成核的强度。
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引用次数: 0
Relation Between Striations Spacing and Fatigue Crack Growth Rates for Additive Manufactured Inconel 625 增材制造Inconel 625的条纹间距与疲劳裂纹扩展速率的关系
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-11-03 DOI: 10.1111/ffe.14493
Felipe Klein Fiorentin, Rita Dantas, Roya Darabi, Grzegorz Lesiuk, Miguel Figueiredo, Paulo Tavares de Castro, Abílio de Jesus

The principles of the mechanisms for fatigue crack propagation in metals have been established several decades ago. By definition, fatigue might be summarized as a damage process imparted to a material under the action of cyclic loads. The relation between fatigue crack growth rates (FCGRs) and formation of striation marks has been a controversial topic. Some authors stated that, in certain fatigue regimes, several fatigue cycles are required to form a single striation. The disagreement found was the motivation for the present work. This study's main goal is to provide a comparison between the striation spacing and the respective FCGR. These analyses will be performed in a Nickel superalloy, Inconel 625, obtained via directed energy deposition. Investigation of the striations spacing are compared with data obtained from FCGR tests. A good agreement between striation spacing and FCGRs was found to intermediate and large values of stress intensity factor.

金属疲劳裂纹扩展机制的原理早在几十年前就已确立。根据定义,疲劳可概括为材料在循环载荷作用下产生的一种损伤过程。疲劳裂纹增长率(FCGRs)与条纹痕迹的形成之间的关系一直是一个有争议的话题。一些学者指出,在某些疲劳状态下,形成一个条纹需要多次疲劳循环。这种分歧正是本研究的动机。本研究的主要目标是对条纹间距和各自的 FCGR 进行比较。这些分析将在通过定向能沉积获得的镍超合金 Inconel 625 中进行。对条纹间距的研究将与 FCGR 测试获得的数据进行比较。在应力强度因子的中间值和较大值范围内,条纹间距与 FCGR 之间存在良好的一致性。
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引用次数: 0
A Two-Scale Model of Fretting Fatigue Crack Initiation Life Based on Long Short-Term Memory Networks Improved by Genetic Algorithm 基于遗传算法改进的长短期记忆网络微动疲劳裂纹起裂寿命二尺度模型
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-11-03 DOI: 10.1111/ffe.14487
Yazhou Xu, Yue Wu, Fang Yuan, Yangmin Feng, Bin Hao

Fretting fatigue is a common engineering failure phenomenon, often resulting in a shorter lifespan compared to plain fatigue. To consider the interaction between different scales, this study proposes a fully coupled two-scale model based on continuum damage mechanics (CDM) and the crystal plastic finite element method (CPFEM) for the fretting fatigue crack initiation. Furthermore, the life data series are generated by employing feature engineering and long short-term memory (LSTM) networks optimized with a genetic algorithm, ensuring the minimization of redundancy. Additionally, the genetic algorithm, enhanced by the Markov chain Monte Carlo method, was used to optimize the hyperparameters of the LSTM network. Simulation results indicate that the two-scale model offers improved accuracy in predicting crack initiation life and provides physical information of crack initiation from different scales simultaneously.

微动疲劳是一种常见的工程失效现象,与普通疲劳相比,微动疲劳通常会导致较短的使用寿命。为了考虑不同尺度之间的相互作用,本研究提出了一种基于连续损伤力学(CDM)和晶体塑性有限元法(CPFEM)的完全耦合双尺度模型,用于研究摩擦疲劳裂纹的起始。此外,利用特征工程和遗传算法优化的长短期记忆(LSTM)网络生成寿命数据序列,确保冗余最小化。此外,遗传算法还通过马尔科夫链蒙特卡罗方法进行了增强,用于优化 LSTM 网络的超参数。仿真结果表明,双尺度模型提高了预测裂纹起始寿命的准确性,并能同时提供不同尺度的裂纹起始物理信息。
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引用次数: 0
Impact of SCB Specimen Size, Temperature, Loading Rate, and Loading Mode on Fracture Behavior of Asphalt Mixture Using Response Surface Method 基于响应面法的SCB试样尺寸、温度、加载速率和加载方式对沥青混合料断裂行为的影响
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-31 DOI: 10.1111/ffe.14474
Zahra Vaseghi, Sadjad Pirmohammad, Ramin Momeni

This study aimed to investigate the influence of semicircular bend (SCB) specimen size (R), loading mode (Me), and loading rate (Lr) on fracture resistance indicators, namely, fracture work (Wf), fracture energy (Gf), and fracture strength (Kf), of asphalt concrete at three different temperatures (−30°C, −20°C, and 10°C). Using Minitab software, response surface methodology (RSM) under central composite design (CCD) was employed to design experiments and develop predictive models for Wf, Gf, and Kf in terms of R, Me, and Lr at each temperature. The results demonstrated that the RSM models accurately predicted the fracture test data for all temperatures. The analysis of variance (ANOVA) revealed that R, Me, and Lr significantly influenced Wf, Gf, and Kf at each temperature, whereas the square terms R2, Me2, and Lr2 were not significant. The significance of two-way interaction terms varied across different responses and temperatures. Overall, the experiments conducted at −30°C, −20°C, and 10°C indicated that varying R, Lr, and Me had notable effects on Wf, Gf, and Kf. Increasing R and Me while decreasing Lr resulted in an increase in Wf and Gf. Furthermore, Kf exhibited a direct relationship with R and Lr but an inverse relationship with Me.

本研究旨在探讨半圆弯(SCB)试件尺寸(R)、加载方式(Me)和加载速率(Lr)对沥青混凝土在−30℃、−20℃和10℃三种不同温度下断裂功(Wf)、断裂能(Gf)和断裂强度(Kf)等抗断裂指标的影响。采用Minitab软件,采用中心复合设计(CCD)下的响应面法(RSM)设计实验,建立Wf、Gf和Kf在各温度下随R、Me和Lr变化的预测模型。结果表明,RSM模型能够准确预测所有温度下的断裂试验数据。方差分析(ANOVA)显示,R、Me和Lr显著影响Wf、Gf和Kf,而平方项R2、Me2和Lr2不显著。双向相互作用项的意义在不同的响应和温度下有所不同。总体而言,在- 30°C、- 20°C和10°C下进行的实验表明,不同的R、Lr和Me对Wf、Gf和Kf有显著影响。增加R和Me,降低Lr导致Wf和Gf增加。Kf与R、Lr呈正相关,与Me呈负相关。
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引用次数: 0
Research on the P-S-N Curve Fitting Method of Notched Specimens Considering Small Sample Properties 考虑小样本特性的缺口试样P-S-N曲线拟合方法研究
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-31 DOI: 10.1111/ffe.14490
Ziyang Zhang, Jianhui Liu, Juntai Hu, Qingjun Wu, Shenglei Wu

Aiming at the issue of fatigue test data for large-scale mechanical components of building steel are very limited, a method for fitting P-S-N curves under small sample data of notched specimens is proposed to predict fatigue life. First, a fatigue life subsample augmented and its reliability assessment method are established, based on Bayesian hierarchical modeling and modified Monte Carlo method. Second, a clustering combination weighting method is proposed, to define weights of hidden variables of the binomial mixture Weibull distribution, and the expectation–maximization algorithm is used to determine probability density function of the distribution. Finally, the P-S-N curves under various failure probabilities are fitted with Weibull distributed life models, and the convergence and prediction accuracy of the different models are compared. The results show that the fatigue data of small samples can be predicted better by using mixed Weibull distribution, and the fitting P-S-N curve is more reliable and accurate.

针对建筑钢材大型机械部件的疲劳试验数据非常有限的问题,提出了一种在缺口试样小样本数据下拟合 P-S-N 曲线的方法来预测疲劳寿命。首先,基于贝叶斯层次模型和修正蒙特卡罗方法,建立了疲劳寿命子样本增强及其可靠性评估方法。其次,提出了聚类组合加权法,以定义二项混合 Weibull 分布的隐变量权重,并使用期望最大化算法确定分布的概率密度函数。最后,用 Weibull 分布寿命模型拟合了各种失效概率下的 P-S-N 曲线,并比较了不同模型的收敛性和预测精度。结果表明,使用混合 Weibull 分布能更好地预测小样本的疲劳数据,拟合出的 P-S-N 曲线更可靠、更准确。
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引用次数: 0
Statistical Lifetime of Composites Subjected to Random and Ordered Block Loadings 随机和有序块加载下复合材料的统计寿命
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-30 DOI: 10.1111/ffe.14488
Alberto D'Amore, Luigi Grassia

This study presents a procedure based on constant amplitude (CA) fatigue data to predict the statistical fatigue lifetime of glass/orthopolyester composites subjected to repeated ordered and random two, three, and six sequences of block loadings. A numerical routine was developed to detect cycle-by-cycle the statistical strength degradation progression until failure, assuming that the strength at the end of a block cycle equals the strength at the start of the successive one and that the individual samples' static strength, the amount of degraded strength, and fatigue life share the same rank in their respective cumulative distribution function. Predictions conform to the statistically undetectable loading sequence effects and lightly overestimate the lifetimes of random and ordered high-to-low (1/100 cycles) repeated two-block loadings. The vanishing effect of the loading sequence when the block extents remain fixed, the block extent effects for a given three-block sequence, and the lifetimes of three-block loadings were fully predicted. The six-block sequence's experimental lifetimes with different block loading orders and block extent fell within the predicted lifetimes' cumulative distribution function. A reliable damage rule based on residual strength was proposed and compared to the Miner's rule.

本研究提出了一种基于恒定振幅(CA)疲劳数据的程序,用于预测玻璃/聚酯复合材料在重复有序和随机二、三、六序列块载荷作用下的统计疲劳寿命。我们开发了一种数字程序,用于逐周期检测直至失效的统计强度退化过程,假定分块周期结束时的强度等于连续分块周期开始时的强度,且单个样品的静态强度、强度退化量和疲劳寿命在各自的累积分布函数中具有相同的等级。预测结果符合统计学上无法检测到的加载顺序效应,并轻度高估了随机加载和有序从高到低(1/100 周期)重复双区块加载的寿命。完全预测了当区块范围保持固定时加载序列效应的消失、给定三区块序列的区块范围效应以及三区块加载的寿命。不同组块加载顺序和组块范围的六组块序列实验寿命均在预测寿命累积分布函数范围内。提出了一种基于残余强度的可靠损坏规则,并与米纳规则进行了比较。
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引用次数: 0
Effect of Surface Roughness and Compressive Residual Stress on the Fatigue Performance of TC4 Titanium Alloy Subjected to Laser Shock Wave Planishing 激光冲击波抛光TC4钛合金表面粗糙度和残余压应力对疲劳性能的影响
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-30 DOI: 10.1111/ffe.14472
Lei Wu, FengZe Dai, XiZhang Chen

The milled surface of TC4 titanium alloy was treated by laser shock peening (LSP) and laser shock wave planishing (LSWP) to investigate the effect of compressive residual stress (CRS) and surface roughness (SR) on the vibration fatigue performance. The results demonstrate that although the amplitude of CRS induced by LSWP is lower than that of LSPed specimens, the vibration fatigue life of LSWPed specimens increased by 63.78% due to a significant reduction in SR from Sa 14.1 μm to Sa 4.21 μm. When the SR is low, increasing the amplitude of CRS is more advantageous to enhance fatigue life. The fractographic analysis further confirmed that compared with LSPed and T0.2-LSWPed specimens, T0.1-LSWPed specimens have considerably less initial fatigue crack initiation, and the crack initiation location is deeper. The fatigue striation spacing of T0.1-LSWPed specimens is the smallest (0.25 μm), greatly lowering the fatigue crack growth rate.

通过激光冲击强化(LSP)和激光冲击波刨削(LSWP)处理 TC4 钛合金的铣削表面,研究压缩残余应力(CRS)和表面粗糙度(SR)对振动疲劳性能的影响。结果表明,虽然 LSWP 引发的 CRS 振幅低于 LSP 试样,但由于 SR 从 Sa 14.1 μm 显著降低到 Sa 4.21 μm,LSWP 试样的振动疲劳寿命提高了 63.78%。当 SR 较低时,增加 CRS 的振幅更有利于提高疲劳寿命。断口形貌分析进一步证实,与 LSPed 和 T0.2-LSWPed 试样相比,T0.1-LSWPed 试样的初始疲劳裂纹萌发要少得多,而且裂纹萌发位置更深。T0.1-LSWPed 试样的疲劳条纹间距最小(0.25 μm),大大降低了疲劳裂纹的增长速度。
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引用次数: 0
Prediction of Rubber Fatigue Life Using an Assimilation-based Learning Approach and Incremental Crack Propagation Model 基于同化学习方法和增量裂纹扩展模型的橡胶疲劳寿命预测
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-29 DOI: 10.1111/ffe.14495
Congzhuo Fang, Yanfu Chen, Zihao Yang, Yiyuan Zhang, Xindang He

Accurately and efficiently predicting the fatigue life of rubber materials has been a long-standing challenge due to limited understanding of the fatigue mechanism. In this study, a variational assimilation-based machine learning method assisted with incremental crack propagation model is proposed to predict the fatigue life of rubber materials. Firstly, according to the fracture mechanics theory, a new rubber fatigue life prediction model based on incremental crack propagation and sparse experimental data is established, which owns higher accuracy than the classical crack energy density model. Further, a rubber fatigue life solver coupled incremental crack propagation model and nonlinear finite element method is introduced to generate a dense fatigue life dataset of rubber materials with high accuracy. Finally, the artificial neural network model is trained, cross-validated, and tested using the dense dataset, and the three-dimensional variational assimilation model is employed to merge the predicted values of artificial neural network with experimental data. By comparing against the experimental data, the effectiveness of the proposed method was verified; thereby, we offer an accurate and efficient approach to predict the rubber fatigue life.

由于对疲劳机理的了解有限,准确有效地预测橡胶材料的疲劳寿命一直是一项长期挑战。本研究提出了一种基于变异同化的机器学习方法,辅助增量裂纹扩展模型来预测橡胶材料的疲劳寿命。首先,根据断裂力学理论,建立了基于增量裂纹扩展和稀疏实验数据的新型橡胶疲劳寿命预测模型,该模型比经典的裂纹能量密度模型具有更高的精度。此外,还引入了增量裂纹扩展模型和非线性有限元方法耦合的橡胶疲劳寿命求解器,以生成高精度的橡胶材料密集疲劳寿命数据集。最后,利用密集数据集对人工神经网络模型进行训练、交叉验证和测试,并采用三维变异同化模型将人工神经网络的预测值与实验数据合并。通过与实验数据的对比,验证了所提方法的有效性,从而为预测橡胶疲劳寿命提供了一种准确、高效的方法。
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引用次数: 0
The Crack Growth Resistance of Polymeric Cellular Materials Studied With a Quasi-Brittle Approach 用准脆性方法研究聚合物细胞材料的抗裂纹扩展性能
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-29 DOI: 10.1111/ffe.14496
Maxime Wetta, Jean-Benoit Kopp, Vincent Fournier, Louise Le Barbenchon, Philippe Viot, Stéphane Morel

This research delves into the fracture analysis of cellular thermosetting polymers using Mode I fracture tests with a compact tension geometry subjected to both monotonic and cyclic loadings. The equivalent linear elastic fracture mechanics concept effectively described crack initiation and propagation. Numerical simulations estimated the equivalent linear elastic crack length aligning with experimental measurements. Resistance curves revealed a transient regime followed by a self-similar regime with relatively constant fracture energy, typical of quasi-brittle materials. Finally, the fracture energy evolution correlated with macroscopic density evolution exhibiting a linear relationship relaying the influence of microstructure to a second order.

这项研究利用单调和循环载荷下的紧凑拉伸几何形状 I 型断裂试验,深入研究了蜂窝热固性聚合物的断裂分析。等效线性弹性断裂力学概念有效地描述了裂纹的产生和扩展。数值模拟估算出的等效线性弹性裂纹长度与实验测量结果一致。阻力曲线显示了一种瞬态机制,随后是断裂能相对恒定的自相似机制,这是准脆性材料的典型特征。最后,断裂能的演变与宏观密度的演变相关,表现出一种线性关系,将微观结构的影响反映到二阶。
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引用次数: 0
Damage Proportion Analysis of the Combined High and Low Cycle Fatigue Based on the Continuum Damage Mechanics 基于连续损伤力学的高低周复合疲劳损伤比例分析
IF 3.1 2区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-10-29 DOI: 10.1111/ffe.14477
Xin Ding, Dawei Huang, Zixu Guo, Chunyan Shen, Peng Wang, Min Zhu, Xu Luan

A combined high and low cycle fatigue (CCF) life prediction model, considering creep, low-cycle fatigue (LCF), high-cycle fatigue (HCF) at the maximum LCF nominal stress (HLCF) damages, and the interaction damage between LCF and HLCF, is proposed. The proportions for these four types of damage in total CCF damage are quantified. Compared with the existing CCF models, the CCF model proposed in this paper considers creep damage in CCF and has higher accuracy. The escalation in HCF stress amplitudes leads to reduced CCF life owing to the augmentation of HLCF and interaction damages. The increase in the cycle ratio of HCF to LCF, causing a reduction in CCF life is ascribed to elevated HLCF and creep damages. The calculated damage proportion results from the proposed model are consistent with the observations of the fracture characteristics using a scanning electron microscope (SEM), indicating the necessity of considering creep damage in CCF life prediction at high temperatures.

提出了考虑蠕变、低周疲劳、高周疲劳最大标称应力损伤以及高周疲劳与高周疲劳相互作用损伤的高、低周疲劳联合寿命预测模型。量化了这四种损伤在总CCF损伤中的比例。与现有的CCF模型相比,本文提出的CCF模型考虑了CCF中的蠕变损伤,具有更高的精度。应力幅值的增加会导致CCF寿命的降低,这主要是由于HLCF和相互作用损伤的增加。HCF / LCF循环比的增加,导致CCF寿命的缩短,归因于高HLCF和蠕变损伤的升高。该模型计算的损伤比例结果与扫描电镜观察到的断裂特征相吻合,表明在高温下CCF寿命预测中考虑蠕变损伤的必要性。
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引用次数: 0
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Fatigue & Fracture of Engineering Materials & Structures
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