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An accelerated framework for predicting creep rupture lifetimes in engineering alloys 预测工程合金蠕变断裂寿命的加速框架
IF 7.9 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-01 DOI: 10.1016/j.matdes.2025.115308
Minh-Tam Hoang , Jobin Joy , Eric Hintsala , Kevin Schmalbach , Douglas D. Stauffer , Anjana Talapatra , Moujhuri Sau , Justin Y. Cheng , Yukinori Yamamoto , Benjamin Eftink , Laurent Capolungo , Nathan A. Mara
Confidently predicting high-temperature deformation, including creep and creep rupture, is paramount for the design and commercialization of candidate materials for advanced nuclear energy systems. To accelerate creep quantification, we introduce a framework that enables rapid, cost-effective, and reliable prediction of creep rupture lifetimes, minimizing reliance on time-intensive bulk creep testing. Unlike conventional creep analysis, which requires extensive time and resources, our method leverages a maximum of four short-term bulk creep tests as training data for prediction. This framework combines high-throughput nanoindentation up to 700 C with these targeted bulk tests to inform our creep rupture model in order to predict rupture lifetimes. The strong agreement between our predictions and conventional experimental data demonstrates the effectiveness of our approach for accelerated creep analysis and lifetime prediction of structural components in high-temperature applications. Our multi-pronged approach motivates further integration of computational tools and advanced instrumentation to establish a universal framework for understanding high-temperature material responses.
预测高温变形,包括蠕变和蠕变破裂,对于先进核能系统候选材料的设计和商业化至关重要。为了加速蠕变量化,我们引入了一个框架,可以快速、经济、可靠地预测蠕变破裂寿命,最大限度地减少对时间密集的整体蠕变测试的依赖。与需要大量时间和资源的传统蠕变分析不同,我们的方法最多利用四个短期体蠕变测试作为预测的训练数据。这个框架结合了可达700°C的高通量纳米压痕和这些有针对性的体积试验,为我们的蠕变破裂模型提供信息,以预测破裂寿命。我们的预测与传统实验数据之间的强烈一致性证明了我们的方法在高温应用中加速蠕变分析和结构部件寿命预测的有效性。我们的多管齐下的方法激发了计算工具和先进仪器的进一步集成,以建立一个理解高温材料响应的通用框架。
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引用次数: 0
Modeling fiber distortion and resin pockets in through-thickness reinforced composite laminates and their impact on in-plane properties 全厚增强复合材料层合板中纤维变形和树脂袋的建模及其对面内性能的影响
IF 7.9 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-01 DOI: 10.1016/j.matdes.2025.115319
Albrecht Radtke, Philipp Weißgraeber
Composite laminates are prone to delamination due to their layered structure. Translaminar reinforcements such as z-pins enhance delamination resistance by bridging cracks, but their insertion induces complex local effects — fiber displacement, resin-rich pockets, and fiber distortion — that strongly influence in-plane properties. Existing micromechanical models often rely on non-physical simplifications, such as discontinuous fiber paths or constant fiber volume fractions. Moreover, most are limited to circular pin geometries, preventing transferability to alternative reinforcement shapes. These shortcomings hinder an accurate prediction of structure–property relationships in pinned laminates.
This work introduces a new parametric modeling framework that combines analytical resin zone contour descriptions with a coupled fiber orientation and fiber volume fraction field. A novel segmented resin zone contour is proposed, enabling physically consistent and easily adaptable representations of experimentally observed microstructures for arbitrary pin geometries. The model additionally accounts for overlapping distortion zones. Validation against micrographs and literature data confirms that the segmented contour reproduces realistic distortion patterns and stiffness trends, including reduced longitudinal stiffness degradation for rectangular pins. The presented approach thus provides a physically grounded, geometry-independent basis for future analyses of through-thickness reinforced composites.
复合材料层压板由于其层状结构,容易发生脱层。跨层增强材料(如z-pin)通过桥接裂缝来增强抗分层能力,但它们的插入会引起复杂的局部效应——纤维位移、富含树脂的口袋和纤维变形——这些都会强烈影响面内性能。现有的微力学模型往往依赖于非物理简化,如不连续的纤维路径或恒定的纤维体积分数。此外,大多数都局限于圆形引脚几何形状,阻止了可转移到其他增强形状。这些缺点阻碍了对钉住层压板结构-性能关系的准确预测。这项工作介绍了一种新的参数化建模框架,该框架结合了分析树脂区轮廓描述与耦合纤维取向和纤维体积分数场。提出了一种新的分段树脂区轮廓,使实验观察到的任意引脚几何结构的物理一致性和易于适应的表示成为可能。该模型还考虑了重叠畸变区。对显微照片和文献数据的验证证实,分段轮廓再现了真实的变形模式和刚度趋势,包括矩形销的纵向刚度退化减少。因此,提出的方法提供了一个物理接地,几何无关的基础,为未来的分析全厚度增强复合材料。
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引用次数: 0
Mixed-valence induced Griffiths phase and large magnetocaloric effect in Eu2B2O5 + δ system Eu2B2O5 + δ体系的混价诱导Griffiths相和大磁热效应
IF 7.9 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-01 DOI: 10.1016/j.matdes.2025.115337
Jieyang Fang, Xiukun Hu, Qiong Wu, Hangfu Yang, Hongliang Ge
This study presents the Griffiths phase (GP) induced by the formation of a mixed Eu3+/Eu2+ valence state in a low-temperature Eu2B2O5 + δ system. The existence of a short-range ferromagnetically ordered GP is confirmed through modified Curie-Weiss and critical behavior analysis based on temperature dependence of heat capacity. Large magnetic entropy changes of up to 50.8J kg−1 K−1 near the Curie temperature TC and 36.09 J kg−1 K−1 near the GP temperature are achieved under a 5T magnetic field. The obtained nearest neighbor exchange energy J1 reveals the weak coupling between spins. A Brillouin function analysis revealed free-spin behaviors of Eu2+ near TC and constrained spin dynamics of Eu2+ due to mixed-valence interactions within the GP regime. Spin polarization in the PM matrix stimulated by the applied magnetic field generates a large magnetocaloric effect (MCE), implying that reasonable GP construction can produce an excellent MCE in cryogenic magnetic refrigeration materials.
本文研究了低温Eu2B2O5 + δ体系中由Eu3+/Eu2+混合价态形成的Griffiths相(GP)。通过修正居里-魏斯理论和基于热容温度依赖性的临界行为分析,证实了短程铁磁有序GP的存在。在5T磁场下,在居里温度TC附近和GP温度附近的磁熵变化分别达到50.8J kg−1 K−1和36.09 J kg−1 K−1。得到的最近邻交换能J1揭示了自旋之间的弱耦合。Brillouin函数分析揭示了Eu2+在TC附近的自由自旋行为,以及由于GP区内混合价相互作用而约束的Eu2+自旋动力学。在外加磁场的刺激下,PM基体中的自旋极化会产生较大的磁热效应(MCE),说明在低温磁制冷材料中,合理的GP结构可以产生优异的磁热效应。
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引用次数: 0
Engineered porosity for stiffness-matched, PBF-LB, Nickel-Titanium mandibular graft fixation plates 设计刚度匹配,PBF-LB,镍钛下颌移植物固定板的孔隙度
IF 7.9 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-01 DOI: 10.1016/j.matdes.2025.115365
Luis H. Olivas-Alanis , Agnieszka Chmielewska-Wysocka , Sahil Khambhampati , Stephen Niezgoda , Ciro Rodriguez , David Dean
Bone graft fixation plates, or osteosynthesis plates, are commonly employed in reconstructive surgery to repair segmental bone defects arising from trauma, pathology, or degenerative conditions. Fixation system failures are often attributed to stress concentration or stress shielding. We hypothesize that a fixation system promoting compressive force across the healing interface, while minimally disrupting physiological loading, may reduce hardware failure and bone resorption, respectively. This study investigates the potential of Nickel-Titanium (NiTi) alloys and engineered porous structures for providing superior mechanical integration, compared to conventional Ti6Al4V systems.
Non-personalized NiTi plates, produced by Powder Bed Fusion using Laser Beam (PBF-LB), with varied pore geometries—orthogonal struts and Schoen’s gyroid structures—were evaluated via four-point bending, following ASTM F382 guidelines. Thermo-chemical analysis confirmed the presence of the martensitic phase at both room and physiological temperatures, indicating shape memory behavior. Mechanical testing revealed no significant difference in stiffness between the two pore designs, with elastic moduli ranging from 13 to 22 GPa. Orthogonal geometries exhibited increased deflection after 50,000 bending cycles, suggesting progressive strain accumulation, but neither design failed catastrophically after 1 million cycles. These findings support NiTi fixation plates for systems designed to promote biomechanically favorable healing through stiffness matching and holistic device engagement.
骨移植固定板或骨合成板通常用于重建手术,以修复由创伤、病理或退行性疾病引起的节段性骨缺损。固定系统故障通常归因于应力集中或应力屏蔽。我们假设,在最小程度上破坏生理负荷的同时,通过愈合界面促进压缩力的固定系统可以分别减少硬件故障和骨吸收。与传统的Ti6Al4V系统相比,本研究探讨了镍钛(NiTi)合金和工程多孔结构在提供卓越机械集成方面的潜力。非个性化NiTi板,由粉末床融合使用激光束(PBF-LB)生产,具有不同的孔隙几何形状-正交支柱和Schoen 's陀螺结构-通过四点弯曲进行评估,遵循ASTM F382指南。热化学分析证实了室温和生理温度下马氏体相的存在,表明形状记忆行为。力学测试显示,两种孔隙设计之间的刚度没有显著差异,弹性模量在13至22 GPa之间。正交几何在5万次弯曲循环后显示出挠度增加,表明应变逐渐积累,但在100万次弯曲循环后,两种设计都没有灾难性地失败。这些发现支持镍钛固定板用于通过刚度匹配和整体装置接合来促进生物力学有利愈合的系统。
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引用次数: 0
The trade-off between wear and corrosion performance in WC/W2C reinforced laser powder bed fusion duplex stainless steel composites WC/W2C增强激光粉末床熔接双相不锈钢复合材料磨损与腐蚀性能的权衡
IF 7.9 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-01 DOI: 10.1016/j.matdes.2025.115354
Yiqi Zhou , Ke Sang , Peihu Yuan , Lili Li , Yu Yan , Zhigang Yang , Chi Zhang
The broader application of laser powder bed fusion (LPBF) processed 2205 duplex stainless steel (DSS) is often limited by its wear resistance and pitting corrosion performance. To address this, two types of WC/W2C reinforcing particles—small irregular (1–15 μm) and large spherical (15–45 μm)—were incorporated into the 2205 DSS matrix via LPBF. The distinct dissolution behaviors of these particles dictated the resultant properties. Small angular particles underwent complete dissolution, leading to pronounced solid solution strengthening which enhanced corrosion and wear resistance. This composite achieved a hardness increase of over 40 HV0.5, a polarization resistance > 0.8 × 105 Ω·cm2, and a critical pitting temperature (CPT) elevation of > 5 °C, alongside improved wear resistance (reduced wear depth > 5 μm). In contrast, the large spherical particles only partially dissolved, forming micro-galvanic cells with the matrix that severely degraded pitting corrosion resistance, reducing the CPT by 10 °C, despite offering superior wear performance. This study reveals a critical wear-corrosion performance trade-off in LPBF fabricated composites, governed by the dissolution dynamics and morphology of the reinforcing particles.
激光粉末床熔合(LPBF)加工2205双相不锈钢(DSS)的广泛应用往往受到其耐磨性和点蚀性能的限制。为了解决这一问题,通过LPBF将两种类型的WC/W2C增强颗粒-小的不规则颗粒(1-15 μm)和大的球形颗粒(15-45 μm)加入2205 DSS基体中。这些颗粒的独特溶解行为决定了合成的性质。小的角状颗粒完全溶解,导致明显的固溶体强化,增强了耐蚀性和耐磨性。该复合材料的硬度提高了40 HV0.5以上,极化电阻>; 0.8 × 105 Ω·cm2,临界点蚀温度(CPT)升高了>; 5°C,同时耐磨性也得到了改善(磨损深度降低了>; 5 μm)。相比之下,大的球形颗粒仅部分溶解,形成带有基体的微原电池,这严重降低了抗点蚀性,使CPT降低了10°C,尽管具有优异的磨损性能。这项研究揭示了LPBF制造的复合材料的关键磨损-腐蚀性能权衡,由增强颗粒的溶解动力学和形貌决定。
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引用次数: 0
Electronic structure and catalytic activity of TM@Mg12O12 nanocages for ambient ammonia synthesis TM@Mg12O12纳米笼对环境氨合成的电子结构和催化活性
IF 7.9 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-01 DOI: 10.1016/j.matdes.2025.115370
Rehana Bano , Béla Viskolcz , Béla Fiser
The development of low-cost and efficient electrocatalysts for the ambient nitrogen reduction reaction (NRR) is essential for the synthesis of NH3 and offers a substitute for the conventional Haber-Bosch process. In the present work, density functional theory (DFT) is employed to investigate the electrochemical nitrogen reduction reaction (NRR) catalysed by TM@Mg12O12 (TM=Sc ∼ Zn) nanocages. All complexes exhibit chemisorption interactions with interaction energies ranging from −2.49 eV to −1.11 eV, except Zn@ Mg12O12 (−0.48 eV) which shows physisorption. The energy gaps (Eg) of TM@Mg12O12 are significantly reduced compared with pristine Mg12O12 indicating enhanced conductivity. Electronic properties and interaction types were analyzed using density of states, natural bond orbital, interaction region indicator, and quantum theory of atoms in molecules analyses. The results reveal that TM doping notably enhances N2 activation relative to pure Mg12O12. Among all candidates, Mn@Mg12O12 exhibits the highest NRR activity, with a limiting potential of −0.84 V along the alternating pathway. The stability and energetics of intermediates were further assessed to determine the optimal reaction mechanism for NH3 synthesis. This study provides fundamental insights into the rational design of single-atom catalysts supported on three-dimensional nanocages, contributing to the development of efficient electrocatalysts for ambient ammonia synthesis.
开发低成本、高效的环境氮还原反应(NRR)电催化剂对NH3的合成至关重要,并为传统的Haber-Bosch工艺提供了一种替代品。本文采用密度泛函理论(DFT)研究了TM@Mg12O12 (TM=Sc ~ Zn)纳米笼催化的电化学氮还原反应(NRR)。除Zn@ Mg12O12 (- 0.48 eV)表现出物理吸附外,所有配合物均表现出化学吸附作用,相互作用能范围为- 2.49 eV ~ - 1.11 eV。与原始Mg12O12相比,TM@Mg12O12的能隙(Eg)显著减小,表明电导率增强。利用分子分析中的态密度、自然键轨道、相互作用区域指示和原子量子理论分析了电子性质和相互作用类型。结果表明,相对于纯Mg12O12, TM掺杂显著增强了N2活化。在所有候选物中,Mn@Mg12O12表现出最高的NRR活性,沿交变通路的极限电位为- 0.84 V。进一步评价了中间体的稳定性和能量学,确定了合成NH3的最佳反应机理。该研究为三维纳米笼负载单原子催化剂的合理设计提供了基础见解,有助于开发高效的环境氨合成电催化剂。
{"title":"Electronic structure and catalytic activity of TM@Mg12O12 nanocages for ambient ammonia synthesis","authors":"Rehana Bano ,&nbsp;Béla Viskolcz ,&nbsp;Béla Fiser","doi":"10.1016/j.matdes.2025.115370","DOIUrl":"10.1016/j.matdes.2025.115370","url":null,"abstract":"<div><div>The development of low-cost and efficient electrocatalysts for the ambient nitrogen reduction reaction (NRR) is essential for the synthesis of NH<sub>3</sub> and offers a substitute for the conventional Haber-Bosch process. In the present work, density functional theory (DFT) is employed to investigate the electrochemical nitrogen reduction reaction (NRR) catalysed by TM@Mg<sub>12</sub>O<sub>12</sub> (TM=Sc ∼ Zn) nanocages. All complexes exhibit chemisorption interactions with interaction energies ranging from −2.49 eV to −1.11 eV, except Zn@ Mg<sub>12</sub>O<sub>12</sub> (−0.48 eV) which shows physisorption. The energy gaps (E<sub>g</sub>) of TM@Mg<sub>12</sub>O<sub>12</sub> are significantly reduced compared with pristine Mg<sub>12</sub>O<sub>12</sub> indicating enhanced conductivity. Electronic properties and interaction types were analyzed using density of states, natural bond orbital, interaction region indicator, and quantum theory of atoms in molecules analyses. The results reveal that TM doping notably enhances N<sub>2</sub> activation relative to pure Mg<sub>12</sub>O<sub>12</sub>. Among all candidates, Mn@Mg<sub>12</sub>O<sub>12</sub> exhibits the highest NRR activity, with a limiting potential of −0.84 V along the alternating pathway. The stability and energetics of intermediates were further assessed to determine the optimal reaction mechanism for NH<sub>3</sub> synthesis. This study provides fundamental insights into the rational design of single-atom catalysts supported on three-dimensional nanocages, contributing to the development of efficient electrocatalysts for ambient ammonia synthesis.</div></div>","PeriodicalId":383,"journal":{"name":"Materials & Design","volume":"261 ","pages":"Article 115370"},"PeriodicalIF":7.9,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145939368","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
A theoretical study of solid solution strengthening in the refractory medium entropy alloy Nb45Ta25Ti15Hf15 难熔介质熵合金Nb45Ta25Ti15Hf15固溶强化的理论研究
IF 7.9 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-01 DOI: 10.1016/j.matdes.2025.115368
Wenqing Wang , Anas A. Abu-Odeh , David H. Cook , Robert O. Ritchie , Mark Asta , Satish Rao
The refractory medium-entropy alloy (RMEA) Nb45Ta25Ti15Hf15 exhibits exceptional tensile ductility and fracture toughness at ambient temperature, but its engineering applications are limited by a lack of high temperature strength. Using a machine-learning interatomic potential (MLIP) with near-density functional theory (DFT) accuracy, we conducted molecular dynamics (MD) and statics simulations of the behavior of dislocations with both screw and edge characters. We also analyze experimentally measured yield strengths using the Rao-Suzuki model and the Maresca-Curtin model modified to include a temperature-dependent shear modulus and a bulk modulus-dependent misfit volume, thereby uncovering the mechanisms underlying the yielding of this RMEA. Compared with the published experimental yield strength, the models parameterized by the MLIP effectively reproduce the experimental results over a wide temperature range. The models and MD simulations indicate that yielding is governed by screw dislocations, with dipole dragging as the dominant mechanism. In MD simulations, we observed a potential softening mechanism not considered by the Rao-Suzuki screw model: slow migration of interstitial jogs along the dislocation core, which could lead to the annihilation of vacancy and interstitial jog pairs by their combination.
耐火中熵合金(RMEA) Nb45Ta25Ti15Hf15在室温下具有优异的拉伸延展性和断裂韧性,但由于缺乏高温强度,其工程应用受到限制。利用具有近密度泛函理论(DFT)精度的机器学习原子间势(MLIP),我们对具有螺旋和边缘特征的位错行为进行了分子动力学(MD)和静力学模拟。我们还分析了实验测量的屈服强度,使用Rao-Suzuki模型和Maresca-Curtin模型进行了修改,包括温度相关的剪切模量和体积模量相关的失配体积,从而揭示了该RMEA屈服的机制。与已发表的实验屈服强度相比,MLIP参数化模型在较宽的温度范围内有效地再现了实验结果。模型和MD模拟表明,屈服受螺位错控制,偶极子拖拽是主要机制。在MD模拟中,我们观察到一种未被Rao-Suzuki螺旋模型考虑的潜在软化机制:间隙慢跑沿着位错核心缓慢迁移,这可能导致空位和间隙慢跑对通过它们的结合而湮灭。
{"title":"A theoretical study of solid solution strengthening in the refractory medium entropy alloy Nb45Ta25Ti15Hf15","authors":"Wenqing Wang ,&nbsp;Anas A. Abu-Odeh ,&nbsp;David H. Cook ,&nbsp;Robert O. Ritchie ,&nbsp;Mark Asta ,&nbsp;Satish Rao","doi":"10.1016/j.matdes.2025.115368","DOIUrl":"10.1016/j.matdes.2025.115368","url":null,"abstract":"<div><div>The refractory medium-entropy alloy (RMEA) <span><math><msub><mtext>Nb</mtext><mrow><mn>45</mn></mrow></msub><msub><mtext>Ta</mtext><mrow><mn>25</mn></mrow></msub><msub><mtext>Ti</mtext><mrow><mn>15</mn></mrow></msub><msub><mtext>Hf</mtext><mrow><mn>15</mn></mrow></msub></math></span> exhibits exceptional tensile ductility and fracture toughness at ambient temperature, but its engineering applications are limited by a lack of high temperature strength. Using a machine-learning interatomic potential (MLIP) with near-density functional theory (DFT) accuracy, we conducted molecular dynamics (MD) and statics simulations of the behavior of dislocations with both screw and edge characters. We also analyze experimentally measured yield strengths using the Rao-Suzuki model and the Maresca-Curtin model modified to include a temperature-dependent shear modulus and a bulk modulus-dependent misfit volume, thereby uncovering the mechanisms underlying the yielding of this RMEA. Compared with the published experimental yield strength, the models parameterized by the MLIP effectively reproduce the experimental results over a wide temperature range. The models and MD simulations indicate that yielding is governed by screw dislocations, with dipole dragging as the dominant mechanism. In MD simulations, we observed a potential softening mechanism not considered by the Rao-Suzuki screw model: slow migration of interstitial jogs along the dislocation core, which could lead to the annihilation of vacancy and interstitial jog pairs by their combination.</div></div>","PeriodicalId":383,"journal":{"name":"Materials & Design","volume":"261 ","pages":"Article 115368"},"PeriodicalIF":7.9,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145939450","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
Orthotropic behavior characterization in sheet metal forming: parameter identification of Yld2011-27p model using deep learning and genetic algorithm 板料成形中的正交异性行为表征:基于深度学习和遗传算法的Yld2011-27p模型参数识别
IF 7.9 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-01 DOI: 10.1016/j.matdes.2025.115389
Majid Shafaie , Mehrdad Keneshlou , Sina Askarinejad
Yld2011-27p is a highly accurate criterion for modeling anisotropic material behavior, though its anisotropic parameter identification traditionally requires extensive experimentation. The present study proposes two data-driven approaches, direct and indirect, based on the earing geometry of a single deep drawing test for efficiently determining these parameters. A deep neural network (DNN) trained by preliminary finite element data is used in the direct method while a combination of deep neural network and genetic algorithm (GA) is used in the indirect method to calibrate the Yld2011-27p anisotropic parameters. These models are iteratively updated through finite element simulations via a Python script and an Abaqus VUMAT subroutine, until the simulated results align with experimental observations. The entire process is automated, requiring only the experimental output and parameter bounds from the user. The approach significantly reduces experimental effort while achieving high prediction accuracy. The direct and indirect frameworks reached final contour prediction errors of 0.94 mm and 0.88 mm, respectively, which are lower than the error of the experimentally calibrated parameters (0.97 mm).
Yld2011-27p是模拟材料各向异性行为的高精度准则,尽管其各向异性参数识别传统上需要大量的实验。本研究提出了两种数据驱动的方法,直接和间接,基于单个深拉深试验的耳形几何,以有效地确定这些参数。直接法采用初步有限元数据训练的深度神经网络(DNN),间接法采用深度神经网络与遗传算法(GA)相结合的方法对Yld2011-27p各向异性参数进行标定。这些模型通过Python脚本和Abaqus VUMAT子程序通过有限元模拟迭代更新,直到模拟结果与实验观察结果一致。整个过程是自动化的,只需要用户的实验输出和参数边界。该方法在实现高预测精度的同时,显著减少了实验工作量。直接框架和间接框架的最终轮廓预测误差分别为0.94 mm和0.88 mm,均低于实验标定参数的误差(0.97 mm)。
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引用次数: 0
A new residual stress prediction model for laser-assisted burnishing inconel718 激光辅助抛光inconel718的残余应力预测新模型
IF 7.9 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-01 DOI: 10.1016/j.matdes.2025.115425
Yang Hua , Hairui Pei , Yukui Cai , Reza Teimouri , Zhanqiang Liu
In the burnishing of nickel-based superalloy Inconel 718, the extent of surface plastic deformation and its interaction with material’s work-hardenability play a critical role in generating and distributing compressive residual stress (CRS). However, once plastic deformation exceeds a certain threshold, the work-hardened surface layer acts as a rigid shell that restricts further improvement in CRS magnitude and depth. Ductility enhancement through an in-situ thermal assistance, namely laser-assisted burnishing (LAB), is a promising solution. Designing an efficient LAB process that achieves a targeted CRS profile, however, requires a comprehensive understanding of interaction between the elastic and plastic stress states during processing that can be well identified through a physics-based model. To this regard, development a comprehensive model that can predict the distribution of residual stress in LAB process remained as an open issue that merits further studies. This work proposed a fully coupled thermo-mechanical-based finite element model to analyze the impact of LAB process factors on residual stress distribution through considering the hardening behavior during the machining process. The obtained results have been then verified using comparison of measured and predicted residual stress profile taking into account surface residual stress, magnitude and the depth of maximum CRS, and the depth a which the CRS becomes zero. It was found from the results, that over the 10 benchmark tests, the average prediction error for the foresaid residual stress indices is 8.5 %, 9.1 % and 10.3 %, respectively.
在镍基高温合金Inconel 718的抛光过程中,表面塑性变形的程度及其与材料加工淬透性的相互作用对残余压应力的产生和分布起着至关重要的作用。然而,一旦塑性变形超过一定阈值,加工硬化的表面层就会成为刚性壳,限制了CRS强度和深度的进一步提高。通过原位热辅助,即激光辅助抛光(LAB)来增强延展性是一种很有前途的解决方案。然而,设计一个高效的LAB工艺,以实现目标CRS剖面,需要全面了解加工过程中弹性和塑性应力状态之间的相互作用,这可以通过基于物理的模型很好地识别。在这方面,建立一个能够预测LAB过程中残余应力分布的综合模型仍然是一个有待进一步研究的开放性问题。本文提出了一种基于热-力全耦合的有限元模型,通过考虑加工过程中的硬化行为来分析LAB工艺因素对残余应力分布的影响。考虑表面残余应力、最大应力强度、最大应力强度深度以及最大应力强度为零的深度a,通过实测残余应力剖面与预测残余应力剖面的对比验证了所得结果。结果表明,在10次基准试验中,上述残余应力指标的平均预测误差分别为8.5%、9.1%和10.3%。
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引用次数: 0
The mechanism of nucleation of static recrystallization in austenite after hot deformation 热变形后奥氏体静态再结晶成核机理
IF 7.9 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-01 DOI: 10.1016/j.matdes.2025.115421
Pablo Garcia-Chao , Winfried Kranendonk , Cornelis Bos , Jilt Sietsma , Sven Erik Offerman
Producing robust recrystallization models which can assist metallic microstructural design requires effectively understanding recrystallization nucleation. When the nucleation of static recrystallization (SRX) occurs at deformed grain boundaries, strain-induced boundary migration (bulging) is generally accepted as the nucleation mechanism. However, the present study challenges that view, showing, for a Ni-30%Fe alloy, that nucleation at deformed grain boundaries is not solely determined by bulging: results indicate that the number of bulges developed in the deformed microstructure is over four times larger than the number of SRX grains. On the other hand, SRX nucleation is shown to occur only when the low-angle boundary (LAB) between a pre-existing bulge and its parent grain transforms into a high-angle boundary (HAB). Based on this, a novel nucleation criterion is proposed, which may apply to SRX irrespective of the nucleation site (and to dynamic/metadynamic recrystallization): nucleation occurs whenever the misorientation of the LAB surrounding a bulge reaches the minimum HAB misorientation (e.g., 15°). Besides, correlation exists between the dislocation density accumulated around the various triple junction and grain boundary types in the microstructure, and their nucleation efficiency. This has been attributed to the higher fraction of relatively large initial subgrain misorientations measured for higher boundary dislocation density.
建立可靠的再结晶模型以辅助金属微结构设计,需要有效地理解再结晶成核。当静态再结晶(SRX)在变形晶界处发生成核时,应变诱导的晶界迁移(胀形)被普遍认为是晶界成核的机制。然而,目前的研究挑战了这一观点,表明,对于Ni-30%Fe合金,变形晶界的形核不仅仅是由胀形决定的:结果表明,变形显微组织中出现的凸起数量是SRX晶粒数量的四倍多。另一方面,SRX成核只发生在原有凸起与其母粒之间的低角边界(LAB)转变为高角边界(HAB)时。在此基础上,提出了一种新的成核标准,该标准适用于SRX,而不考虑成核位置(以及动态/元动力学再结晶):当LAB围绕凸块的错取向达到最小HAB错取向(例如15°)时,就会发生成核。此外,微观组织中各种三重结和晶界类型周围积累的位错密度与其形核效率存在相关性。这是由于较高的边界位错密度所测量的相对较大的初始亚晶取向偏差的比例较高。
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引用次数: 0
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