International Journal of Fatigue最新文献

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Effect of loading configuration on tensile and fatigue behavior of dissimilar resistance spot welds of selective laser-melted maraging steels 加载方式对选择性激光熔化马氏体时效钢异种电阻点焊拉伸和疲劳性能的影响
IF 5.7 2区 材料科学
International Journal of Fatigue Pub Date : 2025-04-28 DOI: 10.1016/j.ijfatigue.2025.109031
Liting Shi, Wenkai Li, Siwei Li, Yandong Shi, Fan Jiang, Zhaofeng Zhou, Xuming Su
{"title":"Effect of loading configuration on tensile and fatigue behavior of dissimilar resistance spot welds of selective laser-melted maraging steels","authors":"Liting Shi,&nbsp;Wenkai Li,&nbsp;Siwei Li,&nbsp;Yandong Shi,&nbsp;Fan Jiang,&nbsp;Zhaofeng Zhou,&nbsp;Xuming Su","doi":"10.1016/j.ijfatigue.2025.109031","DOIUrl":"10.1016/j.ijfatigue.2025.109031","url":null,"abstract":"<div><div>Unlike conventional wrought or cast martensitic steels, which are prone to embrittlement and hydrogen cracking, 3D-printed martensitic steels exhibit exceptional weldability due to their tailored microstructural homogeneity and reduced precipitate segregation. This study investigated resistance spot welds (RSWs) in additively manufactured martensitic steel under complex loading conditions, specifically coach peel and KSII configurations. The results reveal that the weld nugget undergoes significant softening due to high-temperature remelting and the dissolution of strengthening precipitates, which reduces precipitation hardening and promotes grain coarsening. Finite element analysis (FEA) of coach peel specimens demonstrated a load-dependent transition in the shear-to-tensile stress ratio, with shear stress dominating at low loads, leading to interfacial fracture, while tensile stress becomes dominant at high loads, resulting in failure within the sheet metal. Furthermore, by extending Dong’s structural stress approach, this study highlights that the diameter of the weld nugget and sheet thickness are critical factors influencing fatigue life, with a strong correlation (R<sup>2</sup> = 0.90). These findings provide new insights into the optimization of weld design and performance for resistance spot welds in a 3D-printed martensitic steel underlining the potential for improved weld reliability and structural performance under complex loading conditions.</div></div>","PeriodicalId":14112,"journal":{"name":"International Journal of Fatigue","volume":"198 ","pages":"Article 109031"},"PeriodicalIF":5.7,"publicationDate":"2025-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143886137","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Application of 2D inverse heat transfer to analyze mechanical fatigue 二维逆传热在机械疲劳分析中的应用
IF 5.7 2区 材料科学
International Journal of Fatigue Pub Date : 2025-04-26 DOI: 10.1016/j.ijfatigue.2025.109030
Mohammad A. Amooie, Hunter B. Gilbert, Peyton J. Wilson, Michael M. Khonsari
{"title":"Application of 2D inverse heat transfer to analyze mechanical fatigue","authors":"Mohammad A. Amooie,&nbsp;Hunter B. Gilbert,&nbsp;Peyton J. Wilson,&nbsp;Michael M. Khonsari","doi":"10.1016/j.ijfatigue.2025.109030","DOIUrl":"10.1016/j.ijfatigue.2025.109030","url":null,"abstract":"<div><div>This study presents a novel approach for reconstructing localized heat sources associated with fatigue degradation in metallic materials using 1D and 2D Inverse Heat Conduction Problem (IHCP) techniques, integrated with a Finite Element Method (FEM) framework. Traditional fatigue analysis methods are often constrained in their ability to analyze complex geometries. To address these limitations, an approach is introduced that leverages the self-heating observed during cyclic loading to estimate plastic work rates and predict fracture locations. The 2D IHCP demonstrates superior accuracy in capturing variations in heat fluxes and identifying critical regions prone to crack initiation. Experimental validation tests using stainless teel (SS) 321 specimens are presented with thermal and stress analysis data supporting the effectiveness of the proposed methodology. The results indicate that the 2D IHCP method is highly effective in predicting plastic work rate, crack initiation onset, Fracture Fatigue Entropy (FFE), and provides a robust framework for analyzing fatigue in components with complex geometries.</div></div>","PeriodicalId":14112,"journal":{"name":"International Journal of Fatigue","volume":"198 ","pages":"Article 109030"},"PeriodicalIF":5.7,"publicationDate":"2025-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143886136","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Prediction of fretting fatigue damage under variable loading blocks: Effect of plasticity 变载荷块体微动疲劳损伤预测:塑性的影响
IF 5.7 2区 材料科学
International Journal of Fatigue Pub Date : 2025-04-26 DOI: 10.1016/j.ijfatigue.2025.109022
Mohammed Fartas , Siegfried Fouvry , Pierre Arnaud , Simon Garcin , Fernando Pires
{"title":"Prediction of fretting fatigue damage under variable loading blocks: Effect of plasticity","authors":"Mohammed Fartas ,&nbsp;Siegfried Fouvry ,&nbsp;Pierre Arnaud ,&nbsp;Simon Garcin ,&nbsp;Fernando Pires","doi":"10.1016/j.ijfatigue.2025.109022","DOIUrl":"10.1016/j.ijfatigue.2025.109022","url":null,"abstract":"<div><div>This research paper investigates the lifetime span and the crack propagation mechanism for a steel cylinder/plane contact under severe variable plastic fretting fatigue conditions that are representative of high pressure dynamic flexible pipe risers. An FEA model was used to predict the total life of the contact by separating the crack nucleation and the crack propagation mechanisms. Good correlation between numerical predictions and experimental results was obtained. Since fretting is well known for generating important stress gradients, a non-local critical distance method is applied to estimate the number of cycles required for crack nucleation. The crack propagation was addressed using Kujawski’s fatigue crack driving parameter with Paris law. The variable loading conditions were investigated considering decreasing tangential force and fatigue stress loading blocks and comparing various elastic and elastic–plastic material responses. Since significant plastic deformations are generated during the initial loading blocks (the highly charged block), better predictions of crack extension or fretting fatigue endurance are achieved using elastoplastic hypotheses (monotonic or cyclic hardening). By contrast, elastic assumption which is less accurate provides systematic conservative predictions.</div></div>","PeriodicalId":14112,"journal":{"name":"International Journal of Fatigue","volume":"199 ","pages":"Article 109022"},"PeriodicalIF":5.7,"publicationDate":"2025-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143923063","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evolution behavior of competing fatigue failure and life prediction related to defect, stress and temperature for laser powder bed fused superalloy with solution aging treatment 激光粉末床固溶时效高温合金竞争疲劳失效演化行为及与缺陷、应力和温度相关的寿命预测
IF 5.7 2区 材料科学
International Journal of Fatigue Pub Date : 2025-04-26 DOI: 10.1016/j.ijfatigue.2025.109029
Chuanwen Sun , Wei Li , Gang Liu , Rui Sun , Chuanpeng Wang , Cheng Li , Asif Mahmood , Zifan Hu
{"title":"Evolution behavior of competing fatigue failure and life prediction related to defect, stress and temperature for laser powder bed fused superalloy with solution aging treatment","authors":"Chuanwen Sun ,&nbsp;Wei Li ,&nbsp;Gang Liu ,&nbsp;Rui Sun ,&nbsp;Chuanpeng Wang ,&nbsp;Cheng Li ,&nbsp;Asif Mahmood ,&nbsp;Zifan Hu","doi":"10.1016/j.ijfatigue.2025.109029","DOIUrl":"10.1016/j.ijfatigue.2025.109029","url":null,"abstract":"<div><div>Laser powder bed fusion (LPBF) provides advanced manufacturing capabilities for nickel-based superalloy, and solution aging treatment enhances its mechanical properties. However, the fatigue properties of solution-aged LPBF nickel-based superalloy at elevated temperature are not fully well understood. Here, high-cycle and very-high-cycle fatigue tests are conducted at 650 °C with stress ratios of <em>R</em> = −1 and 0.1. Microstructures and fatigue fractures are analyzed using various techniques, including scanning electron microscopy, X-ray computed tomography, electron backscatter diffraction, and three-dimensional ultra-depth of field imaging. The results indicate that solution aging blurs the laser tracks and melt pool prevalent in the LPBF process. The synergistic interaction of δ, γ′, and γ″ phases improves fatigue properties. Four defect-induced internal failure modes caused by facet, pore, lack of fusion, and inclusion are revealed. Internal microcracks grow in a trans-granular fracture mode under shear forces. The aggregation of facets formed during crack growth is a typical feature of internal failure. Interestingly, even for internal failures, the crack nucleation site gradually shifts from the subsurface to the center as the stress level decreases, accompanied by an increase in the facetted cracking area. A fatigue life prediction model related to the effects of defect features, stress, and temperature is established.</div></div>","PeriodicalId":14112,"journal":{"name":"International Journal of Fatigue","volume":"198 ","pages":"Article 109029"},"PeriodicalIF":5.7,"publicationDate":"2025-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143895626","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fatigue crack growth in L-PBF Ti-6Al-4V: Influence of notch orientation, stress ratio, and volumetric defects L-PBF Ti-6Al-4V疲劳裂纹扩展:缺口取向、应力比和体积缺陷的影响
IF 5.7 2区 材料科学
International Journal of Fatigue Pub Date : 2025-04-26 DOI: 10.1016/j.ijfatigue.2025.109027
Mikyle Paul, Sajith Soman, Shuai Shao, Nima Shamsaei
{"title":"Fatigue crack growth in L-PBF Ti-6Al-4V: Influence of notch orientation, stress ratio, and volumetric defects","authors":"Mikyle Paul,&nbsp;Sajith Soman,&nbsp;Shuai Shao,&nbsp;Nima Shamsaei","doi":"10.1016/j.ijfatigue.2025.109027","DOIUrl":"10.1016/j.ijfatigue.2025.109027","url":null,"abstract":"<div><div>This study investigates the fatigue crack growth (FCG) behavior of laser powder bed fused (L-PBF) Ti-6Al-4V parts with an emphasis on the effects of notch orientation, stress ratio, <em>R</em>, and process-induced volumetric defects. Process parameters were altered during fabrication to induce different defect types and populations. FCG tests were conducted using compact tension specimens at stress ratios of <em>R</em> = 0.1, 0.4, and 0.7 and in orientations of vertical, horizontal, and diagonal. Detailed fractography as well as <em>post-mortem</em> microstructure characterization were performed. <em>R</em> was found to significantly influence both the threshold and stable fatigue crack growth behavior. An increase in FCG rate with increasing <em>R</em> was observed due to lower degrees of plasticity induced and roughness induced crack closure. Specimens with a vertical notch orientation exhibited the highest threshold stress intensity factor range at all <em>R</em> values due to higher levels of crack closure resulting from greater crack surface roughness caused by grain orientation. Crack path tortuosity for different orientations was observed which was driven by the crystallographic orientation of prior β grains and α-laths. Interestingly, specimens containing more defects had slightly higher Δ<em>K<sub>th</sub></em> however, the stable crack growth behavior was unaffected.</div></div>","PeriodicalId":14112,"journal":{"name":"International Journal of Fatigue","volume":"198 ","pages":"Article 109027"},"PeriodicalIF":5.7,"publicationDate":"2025-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143886135","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effects of temperature and strain rate on isothermal low-cycle fatigue behaviour of Inconel 718 superalloy: Damage mechanisms, microstructure evolution, and life prediction 温度和应变率对 Inconel 718 超合金等温低循环疲劳行为的影响:损伤机制、微观结构演变和寿命预测
IF 5.7 2区 材料科学
International Journal of Fatigue Pub Date : 2025-04-26 DOI: 10.1016/j.ijfatigue.2025.109005
Michal Bartošák , Vladimír Mára , Ivo Šulák
{"title":"Effects of temperature and strain rate on isothermal low-cycle fatigue behaviour of Inconel 718 superalloy: Damage mechanisms, microstructure evolution, and life prediction","authors":"Michal Bartošák ,&nbsp;Vladimír Mára ,&nbsp;Ivo Šulák","doi":"10.1016/j.ijfatigue.2025.109005","DOIUrl":"10.1016/j.ijfatigue.2025.109005","url":null,"abstract":"<div><div>In this article, strain-controlled Low-Cycle Fatigue (LCF) tests were performed on Inconel 718 nickel-based superalloy at temperatures of 300 °C, 650 °C, and 730 °C. The LCF tests were conducted at various mechanical strain amplitudes between <span><math><mrow><mn>3</mn><mo>.</mo><mn>5</mn><mo>×</mo><mn>1</mn><msup><mrow><mn>0</mn></mrow><mrow><mo>−</mo><mn>3</mn></mrow></msup></mrow></math></span> and <span><math><mrow><mn>1</mn><mo>×</mo><mn>1</mn><msup><mrow><mn>0</mn></mrow><mrow><mo>−</mo><mn>2</mn></mrow></msup></mrow></math></span>, and three different mechanical strain rates: <span><math><mrow><mn>1</mn><mo>×</mo><mn>1</mn><msup><mrow><mn>0</mn></mrow><mrow><mo>−</mo><mn>4</mn></mrow></msup></mrow></math></span>/s, <span><math><mrow><mn>1</mn><mo>×</mo><mn>1</mn><msup><mrow><mn>0</mn></mrow><mrow><mo>−</mo><mn>3</mn></mrow></msup></mrow></math></span>/s, and <span><math><mrow><mn>1</mn><mo>×</mo><mn>1</mn><msup><mrow><mn>0</mn></mrow><mrow><mo>−</mo><mn>2</mn></mrow></msup></mrow></math></span>/s. Cyclic straining resulted in cyclic softening under all investigated loading conditions, with the effect being more significant at higher temperatures. The cyclic softening was attributed to the formation of persistent slip bands and the shearing of coherent precipitates. At 730 °C, <span><math><mi>δ</mi></math></span> phase precipitation in LCF tests conducted at low strain rates contributed to additional softening. Investigations into the damage mechanisms revealed that the predominant failure mode shifted from transgranular at 300 °C to intergranular at 650 °C and 730 °C. In addition, fatigue crack initiation sites most frequently involved broken or oxidized carbides. The fatigue lifetime decreased with an increasing temperature and a decreasing strain rate, primarily due to oxidation-assisted intergranular cracking at high temperatures, involving the formation of brittle oxides at grain boundaries. Finally, a multi-mechanism-based damage model was proposed to predict fatigue lifetime, accounting for contributions from oxidation, creep, and fatigue damage. The model exhibited a good correlation between the predicted and the observed lifetimes.</div></div>","PeriodicalId":14112,"journal":{"name":"International Journal of Fatigue","volume":"198 ","pages":"Article 109005"},"PeriodicalIF":5.7,"publicationDate":"2025-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143877945","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An experimental and numerical investigation into tensile fatigue failure of composite laminates containing wrinkles and cut plies 含褶皱和切割层的复合材料层合板拉伸疲劳破坏的实验和数值研究
IF 5.7 2区 材料科学
International Journal of Fatigue Pub Date : 2025-04-26 DOI: 10.1016/j.ijfatigue.2025.109026
Bing Zhang , Hafiz Ali , Giuliano Allegri , Stephen R. Hallett
{"title":"An experimental and numerical investigation into tensile fatigue failure of composite laminates containing wrinkles and cut plies","authors":"Bing Zhang ,&nbsp;Hafiz Ali ,&nbsp;Giuliano Allegri ,&nbsp;Stephen R. Hallett","doi":"10.1016/j.ijfatigue.2025.109026","DOIUrl":"10.1016/j.ijfatigue.2025.109026","url":null,"abstract":"<div><div>Fibre-reinforced polymer composites are generally seen as more fatigue resistant than metals. However, layup features such as discontinuous plies and/or manufacturing-induced defects such as wrinkles, can initiate fatigue damage and reduce the overall performance of composites. Through an extensive experimental programme and an advanced progressive damage model, this paper investigates the influence of defects and features, both in isolation and in combination, on the tensile static and fatigue performance of quasi-isotropic IM7/8552 laminates. The numerical model describes delamination and intralaminar matrix cracking using cohesive elements that follow a mixed-mode static and fatigue formulation. Experiments and modelling correlate well regarding both the ultimate static strength and S-N curves. The ultimate static strength shows a clear decreasing trend in the order of pristine, wrinkle, cut-ply and combined cut-ply &amp; wrinkle. The cut-ply and wrinkle plus cut-ply show a similar influence on the fatigue life; both are more detrimental than wrinkle. The decrease of the fatigue life due to the defects/features can be up to two decades at a loading level corresponding to half of the pristine ultimate strength. This study implies that, for the IM7/8552 material, a wrinkle in a region of terminating plies does not add significant reduction to fatigue life.</div></div>","PeriodicalId":14112,"journal":{"name":"International Journal of Fatigue","volume":"198 ","pages":"Article 109026"},"PeriodicalIF":5.7,"publicationDate":"2025-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143900327","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Modeling of statistical and spectral properties of non-Gaussian random vibration fatigue loads using Higher Order Spectra 基于高阶谱的非高斯随机振动疲劳载荷统计和谱特性建模
IF 5.7 2区 材料科学
International Journal of Fatigue Pub Date : 2025-04-25 DOI: 10.1016/j.ijfatigue.2025.109004
Peter Wolfsteiner, Arvid Trapp
{"title":"Modeling of statistical and spectral properties of non-Gaussian random vibration fatigue loads using Higher Order Spectra","authors":"Peter Wolfsteiner,&nbsp;Arvid Trapp","doi":"10.1016/j.ijfatigue.2025.109004","DOIUrl":"10.1016/j.ijfatigue.2025.109004","url":null,"abstract":"<div><div>A theoretical analysis of random vibration fatigue is possible in time- or frequency-domain. In time-domain, sampled signal realizations are used, whereas the power spectral density (PSD) method is based on second-order statistics in frequency-domain. PSDs have important advantages over the sampled time-domain signals: (i) PSDs use a statistical model, enabling sound modeling of extreme value statistics, (ii) PSDs come along with a beneficial data reduction in computational analysis. However, PSD models rely on the hypothesis of Gaussianity. Practical applications often deviate from this assumption causing significantly false fatigue load estimations. Various improvements were proposed in the past, based on simplifying assumptions or with limited validity, not yet providing a theoretically sound solution for general non-Gaussian random fatigue loads. This paper follows the hypothesis that higher-order spectra (HOS) can model general non-Gaussian random fatigue loads. HOS extend the second-order PSD model in spectral domain. Using typical, different non-Gaussian signal types, the paper demonstrates significant improvements based on the trispectrum (4th-order HOS). To achieve this goal, a novel method for the synthetic generation of non-Gaussian time realizations from a HOS description is presented. The results lay the foundation for further work, such as the development of estimation methods for load-spectra from HOS.</div></div>","PeriodicalId":14112,"journal":{"name":"International Journal of Fatigue","volume":"198 ","pages":"Article 109004"},"PeriodicalIF":5.7,"publicationDate":"2025-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143877466","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fatigue life prediction of aluminum-steel magnetic pulse crimped joints based on point cloud measurement and gradient boosting regression trees 基于点云测量和梯度增强回归树的铝-钢磁脉冲卷曲接头疲劳寿命预测
IF 5.7 2区 材料科学
International Journal of Fatigue Pub Date : 2025-04-25 DOI: 10.1016/j.ijfatigue.2025.109020
Yujia Zhao , Ming Lai , Yuqi Wu , Guangyao Li , Hao Jiang , Junjia Cui
{"title":"Fatigue life prediction of aluminum-steel magnetic pulse crimped joints based on point cloud measurement and gradient boosting regression trees","authors":"Yujia Zhao ,&nbsp;Ming Lai ,&nbsp;Yuqi Wu ,&nbsp;Guangyao Li ,&nbsp;Hao Jiang ,&nbsp;Junjia Cui","doi":"10.1016/j.ijfatigue.2025.109020","DOIUrl":"10.1016/j.ijfatigue.2025.109020","url":null,"abstract":"<div><div>The fatigue life of magnetic pulse crimping (MPC) joints is crucial for the safe fatigue design of connection structures. Traditional fatigue life prediction methods primarily rely on loading condition analysis and fail to fully account for the impact of manufacturing variations (such as raw material dimensions, process parameters, and joint deformations), which presents challenges for accurate fatigue life prediction. To address this issue, this paper proposes a fatigue life prediction method for MPC joints that combines point cloud measurement and machine learning (ML) models. Random sample consensus (RANSAC) and point cloud segmentation are used to extract the joint deformation contour precisely. Compared to metallographic analysis, this method achieved non-destructive extraction of joint deformation features. Based on this, an integrated dataset covering the entire process from raw materials to fatigue testing is established. Five machine learning models are trained and tested, with results showing that the gradient boosting regression trees (GBRT) model performs the best. The visualization of a single decision tree in the GBRT model is analyzed, providing a transparent decision-making process. A comparison is made between the GBRT model and the traditional Basquin model. In the GBRT model, 100% of the training set and 90% of the testing set fall within the 1.5 times error band, while only 45% of the training set and 60% of the testing set in the Basquin model fall within this range. Additionally, the GBRT model achieves a higher coefficient of determination (<em>R</em><sup>2</sup>) on the dataset compared to the Basquin model.</div></div>","PeriodicalId":14112,"journal":{"name":"International Journal of Fatigue","volume":"198 ","pages":"Article 109020"},"PeriodicalIF":5.7,"publicationDate":"2025-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143892270","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Nitrogen-mediated heat treatment and microstructural engineering for enhanced hydrogen embrittlement resistance in 304 austenitic stainless steel welds 提高304奥氏体不锈钢焊缝抗氢脆性能的氮介质热处理和显微组织工程
IF 5.7 2区 材料科学
International Journal of Fatigue Pub Date : 2025-04-25 DOI: 10.1016/j.ijfatigue.2025.109021
Jinxin Xue , Haixiang Wang , Xiang Li , Junyang Chen , Xinfeng Li , Lin Zhang , Chilou Zhou
{"title":"Nitrogen-mediated heat treatment and microstructural engineering for enhanced hydrogen embrittlement resistance in 304 austenitic stainless steel welds","authors":"Jinxin Xue ,&nbsp;Haixiang Wang ,&nbsp;Xiang Li ,&nbsp;Junyang Chen ,&nbsp;Xinfeng Li ,&nbsp;Lin Zhang ,&nbsp;Chilou Zhou","doi":"10.1016/j.ijfatigue.2025.109021","DOIUrl":"10.1016/j.ijfatigue.2025.109021","url":null,"abstract":"<div><div>A comprehensive investigation was conducted to elucidate the correlation between nitrogen-atmosphere heat treatment parameters and hydrogen embrittlement (HE) resistance in 304 austenitic stainless steel weldments. The HE susceptibility was quantitatively evaluated through in-situ slow strain rate tensile (SSRT) and fatigue crack growth rate (FCGR) tests under hydrogen exposure. Heat treatment temperature exhibited a critical influence on HE resistance, with maximum effectiveness observed at 600 °C (RRA = 0.701). Multi-scale microstructural characterization employing electron backscatter diffraction (EBSD) and scanning Kelvin probe force microscopy (SKPFM) revealed dual strengthening mechanisms: refined grain structure restricting hydrogen ingress and strategically distributed grain boundary precipitates (Cr<sub>x</sub>N) acting as effective physical barriers to hydrogen penetration. These concurrent microstructural modifications synergistically enhanced the resistance to hydrogen-induced degradation, providing fundamental insights into the optimization of heat treatment protocols for improved HE resistance.</div></div>","PeriodicalId":14112,"journal":{"name":"International Journal of Fatigue","volume":"198 ","pages":"Article 109021"},"PeriodicalIF":5.7,"publicationDate":"2025-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143892269","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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