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Corrosion Protection of Steel Reinforcement by Magnesium Phosphate Cement in Seawater: Performance and Mechanistic Insights 磷酸镁水泥对海水中钢筋的防腐性能及机理研究
IF 2.6 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-07-29 DOI: 10.1007/s11665-026-14718-w
Qi Chen, Yan Guan, Jun Chang, Yingxue Teng, Xiaoyang Chen, Zhiqi Hu, Meishuo Sun

Magnesium phosphate cement (MPC) shows strong potential for protecting steel reinforcement in marine structures, yet its coupled strength evolution and corrosion-protection mechanism under natural seawater remain unclear. This study presents a 161-day medium-term immersion investigation in natural seawater, combining compressive strength tests, electrochemical measurements, XRD, SEM/EDS, PLM, and MIP to distinguish the matrix effect from the pore-solution chemistry effect. Compared with ordinary Portland cement (P.O.), MPC forms a dense struvite-based matrix that inhibits the ingress of chloride ions, water, and oxygen. Its compressive strength exhibits a distinctive dual-peak behavior, reaching 65.7 MPa with smaller fluctuation than P.O., indicating superior environmental stability. Electrochemically, the steel rebars embedded in MPC maintain a stable corrosion potential of approximately -0.7 V, with the corrosion current density 2-3 orders of magnitude lower than that in P.O. Protection occurs through three synergistic stages: pore blocking by dense hydrates, chemical passivation by an α-FeOOH/Fe3O4 barrier, and self-repair through continued hydration and microcrack sealing. NH3/NH4+ mainly derives from residual ammonium phosphate and ammonium-bearing struvite in alkaline microdomains, contributing to localized oxygen-poor/reducing conditions near steel. This mechanism overcomes pH-dependent limitations of P.O. and supports marine anticorrosive repair design.

磷酸镁水泥(MPC)在海洋结构中具有很强的保护钢筋的潜力,但其在天然海水环境下的耦合强度演化和防腐机理尚不清楚。本研究在天然海水中进行了为期161天的中期浸泡试验,结合抗压强度测试、电化学测量、XRD、SEM/EDS、PLM和MIP,区分基质效应和孔溶化学效应。与普通硅酸盐水泥(P.O.)相比,MPC形成了致密的鸟粪石基基质,可以抑制氯离子、水和氧气的进入。其抗压强度表现出明显的双峰特性,达到65.7 MPa,波动幅度小于P.O,具有较好的环境稳定性。电化学上,嵌入MPC的钢筋保持了稳定的腐蚀电位,约为-0.7 V,腐蚀电流密度比poo低2-3个数量级。保护通过三个协同阶段发生:致密水合物堵塞孔隙,α-FeOOH/Fe3O4屏障化学钝化,以及持续水化和微裂纹密封的自我修复。NH3/NH4+主要来源于碱性微域中残留的磷酸铵和含铵鸟粪石,造成了钢附近局部缺氧/还原条件。该机制克服了ph值对P.O.的限制,为船舶防腐修复设计提供了支持。
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引用次数: 0
Modeling of Transformation Temperatures in Cast Martensitic Stainless Steels-CA6NM: Effects of Composition, Heating Rate, and Grain Size 铸造马氏体不锈钢- ca6nm相变温度的模拟:成分、加热速率和晶粒尺寸的影响
IF 2.6 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-07-29 DOI: 10.1007/s11665-026-14608-1
Ugochukwu Agbedo, Mario Buchely, Laura Bartlett, Caelan Kennedy

Accurate prediction of the critical transformation temperatures (Ac_{1}) and (Ac_{3}) is one of the essential factors in the heat treatment of CA6NM cast martensitic stainless steel. In this study, the influence of alloy composition, heating rate, and prior austenite grain size on the critical temperatures was quantified using dilatometric measurements and statistical modeling. Six heat treatment conditions produced prior austenite grain sizes ranging from ~75 to 247 µm. Experimental results showed that grain size variations produced only minor changes in (Ac_{1}) and (Ac_{3}), indicating a weak dependence of transformation temperatures on prior austenite grain size within the investigated range. In contrast, chemical composition and heating rate had strong effects, with (Ac_{1}) and (Ac_{3}) increasing by approximately 100 °C and 115 °C, respectively, as the heating rate increased from 0.1 to 10 °C s−1. Regression-based predictive model incorporating alloy composition and heating rate was developed and validated. The (Ac_{1}) model demonstrated strong agreement with experimental measurements (R2 = 0.972 and RMSE = 4.78 °C) and significantly improved prediction accuracy compared with thermodynamic calculations using Thermo-Calc and previously published empirical models. The results provide an improved framework for predicting transformation temperatures in CA6NM, under continuous heating conditions.

准确预测临界相变温度(Ac_{1})和(Ac_{3})是CA6NM铸造马氏体不锈钢热处理的关键因素之一。在这项研究中,合金成分、加热速率和奥氏体晶粒尺寸对临界温度的影响通过膨胀测量和统计模型进行了量化。六种热处理条件产生的奥氏体晶粒尺寸范围为75 ~ 247µm。实验结果表明,晶粒尺寸变化对(Ac_{1})和(Ac_{3})的影响较小,表明在研究范围内,转变温度对奥氏体晶粒尺寸的依赖性较弱。相比之下,化学成分和加热速率有强烈的影响,随着加热速率从0.1°C增加到10°C s−1,(Ac_{1})和(Ac_{3})分别增加了约100°C和115°C。建立了结合合金成分和升温速率的回归预测模型并进行了验证。(Ac_{1})模型与实验测量结果非常吻合(R2 = 0.972, RMSE = 4.78°C),与使用thermal - calc和先前发表的经验模型的热力学计算相比,预测精度显著提高。结果为预测CA6NM在连续加热条件下的转变温度提供了改进的框架。
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引用次数: 0
Finite Element Simulation of Innovative Open-Hole Tensile Test Specimen Fabricated through Additive Manufacturing 增材制造新型裸眼拉伸试样的有限元模拟
IF 2.6 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-07-29 DOI: 10.1007/s11665-026-14687-0
Dhinakaran Veeman, Gunal Palani, Pechimuthu Arumugaperumal, Mohan Kumar Subramaniyan

Recent advancements in additive manufacturing have enabled fabrication of hybrid structures through combination of dissimilar materials with controlled spatial distribution. In this study, an innovative structure consisting of alternating layers of polylactic acid (PLA) and carbon fiber-reinforced PLA (Carbon-PLA) was fabricated using fused deposition modeling and evaluated under open-hole tensile (OHT) loading. The objective was to investigate the stress concentration behavior and mechanical response of the layered configuration in comparison with its constituent materials. Experimental results indicate that multi-material structure exhibited an ultimate tensile strength of 26.66 MPa, elongation of 2.78%, demonstrating intermediate behavior between PLA (25 MPa) and Carbon-PLA (36.63 MPa). Finite element simulations were employed to analyze stress distribution around open-hole region and to provide a comparative assessment of mechanical response. The results confirm that stress concentration is predominantly governed by specimen geometry, while material stiffness influences stress magnitude and failure behavior. The study provides insight into mechanical performance of layered dual-material FDM structures under stress concentration conditions. Findings highlight potential of such configurations for lightweight, low-load applications where tailored stiffness and manufacturability are of interest.

最近在增材制造方面的进步使得通过控制空间分布的不同材料的组合来制造混合结构成为可能。在这项研究中,利用熔融沉积建模技术制造了一种由聚乳酸(PLA)和碳纤维增强PLA (carbon -PLA)交替层组成的创新结构,并在裸眼拉伸(OHT)载荷下进行了评估。目的是研究应力集中行为和机械响应的分层配置,比较其组成材料。实验结果表明,复合材料结构的极限拉伸强度为26.66 MPa,延伸率为2.78%,表现出介于PLA (25 MPa)和Carbon-PLA (36.63 MPa)之间的中间性能。采用有限元模拟分析了裸眼区域的应力分布,并对裸眼区域的力学响应进行了对比评估。结果证实,应力集中主要受试样几何形状的影响,而材料刚度影响应力大小和破坏行为。该研究为层状双材料FDM结构在应力集中条件下的力学性能提供了新的思路。研究结果强调了这种配置在轻量化、低负载应用中的潜力,这些应用对定制刚度和可制造性感兴趣。
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引用次数: 0
Evaluation of Mechanical Property Enhancement in Hybrid Natural Fiber Composites through Surface Modification Techniques 利用表面改性技术提高混杂天然纤维复合材料力学性能的评价
IF 2.6 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-07-28 DOI: 10.1007/s11665-026-14605-4
T. Prakash, T. G. Ansalam Raj, Sabbah Ataya, Singuru Madhavarao

Natural fiber-reinforced biocomposites are becoming more popular due to their growing demand. This research reports the development of a biodegradable hybrid composite using a unique combination of natural plant-based fibers such as Bamboo (BO), Areca nut sheath (A), and Ramie (R) fiber, collectively termed as BOAR fiber, reinforced within a Polylactic Acid (PLA), Chitosan, Graphene Oxide (GO) matrix. To strengthen interfacial adhesion between fiber and matrix, advanced surface treatments, including alkali, plasma, enzymatic, and silane modifications, are applied. Five composite formulations (S1–S5) are fabricated by constant reinforcement of fiber (10%) and varying the composition of the matrix (80 to 60% of PLA, 5 to 15% of Chitosan and GO) through compression molding and are evaluated for their physicochemical properties. Among the samples, S3 (10%–BOAR fiber, 70%–PLA, 10%–Chitosan and 10%–GO) manifested outstanding performance, accomplishing a tensile strength of 52 MPa, flexural strength of 54 MPa, and impact strength of 0.125 kJ/m2. The significance of the composite with Sample S3, with highest mechanical property improvement is substantiated by statistical validation. Overall, fiber hybridization with chitosan and GO produced a resilient biocomposite, alternative to synthetic composites for structural applications.

由于需求的增长,天然纤维增强生物复合材料正变得越来越受欢迎。本研究报告了一种可生物降解的混合复合材料的开发,该复合材料使用天然植物纤维的独特组合,如竹(BO)、槟榔鞘(a)和苎麻(R)纤维,统称为BOAR纤维,在聚乳酸(PLA)、壳聚糖、氧化石墨烯(GO)基体中增强。为了加强纤维和基体之间的界面附着力,采用了先进的表面处理,包括碱、等离子体、酶和硅烷改性。通过不断增强纤维(10%)和改变基体的组成(80%至60%的PLA, 5%至15%的壳聚糖和氧化石墨烯),通过压缩成型制备了五种复合配方(S1-S5),并对其物理化学性能进行了评估。其中,S3(10% -公猪纤维、70% -聚乳酸、10% -壳聚糖和10% -氧化石墨烯)表现出优异的性能,拉伸强度为52 MPa,弯曲强度为54 MPa,冲击强度为0.125 kJ/m2。以S3为样品的复合材料力学性能改善程度最高,其显著性得到了统计验证。总的来说,纤维与壳聚糖和氧化石墨烯杂交产生了一种弹性生物复合材料,可以替代合成复合材料用于结构应用。
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引用次数: 0
Microstructure, Mechanical Properties, and Wear Resistance of In-Situ TiC Particle-Reinforced Titanium Matrix Composites Prepared by Vacuum Sintering and Extrusion 真空烧结和挤压制备原位TiC颗粒增强钛基复合材料的组织、力学性能和耐磨性
IF 2.6 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-07-28 DOI: 10.1007/s11665-026-14636-x
Haoxiang Zhao, Fuxing Zhu, Jianping Wan, Zuojun Ding, Kaihua Li, Yuchuan Ren, Xinbo He, Zhimeng Guo, Wenjing Zhang, Cunguang Chen, Fang Yang

Aiming to enhance hardness and wear resistance, this study employed hydride–dehydride titanium powder and graphite powder to fabricate in-situ TiC particle-reinforced titanium matrix composites. It is found that the in-situ TiC particles significantly refine the α-Ti grains, from 52.0 μm in pure Ti to 6.0 μm in the Ti-4.0C composite. Overall, the Ti-1.0C material exhibits the best performance, with tensile strength of 853 MPa, yield strength of 746 MPa, and elongation of 18.0%. Compared with pure Ti, the tensile strength and yield strength respectively increase by 32.2 and 48.4%, without notable elongation decrease. The strength improvement is attributed to grain refinement, solid solution strengthening, and load transfer reinforcement from TiC. Besides, the addition of graphite has a positive effect on the improvement of the hardness and wear resistance. The Ti-4.0C sample exhibits the best wear resistance, with a friction coefficient that is reduced by 30.91% compared to pure Ti sample, while the hardness increases from 18.3 to 33.9 HRC. This study provides a new approach for enhancing the comprehensive properties of titanium matrix composites.

为了提高硬度和耐磨性,本研究采用氢化-脱氢钛粉和石墨粉制备原位TiC颗粒增强钛基复合材料。发现原位TiC颗粒显著细化α-Ti晶粒,从纯Ti的52.0 μm细化到Ti-4.0 c复合材料的6.0 μm。总体而言,Ti-1.0C材料性能最佳,抗拉强度为853 MPa,屈服强度为746 MPa,伸长率为18.0%。与纯Ti相比,拉伸强度和屈服强度分别提高了32.2%和48.4%,伸长率没有明显下降。TiC的晶粒细化、固溶强化和载荷传递强化是其强度提高的主要原因。此外,石墨的加入对硬度和耐磨性的提高也有积极的作用。Ti-4.0 c试样的耐磨性最好,摩擦系数比纯Ti试样降低30.91%,硬度从18.3 HRC提高到33.9 HRC。本研究为提高钛基复合材料的综合性能提供了新的途径。
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引用次数: 0
Investigation on Fabrication, Microstructure, and Mechanical Properties of (TiZrNbV) C-SiC High Entropy Composite Ceramics (TiZrNbV) C-SiC高熵复合陶瓷的制备、显微结构及力学性能研究
IF 2.6 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-07-28 DOI: 10.1007/s11665-026-14692-3
Fan Qiao, Di Yan, Wenping Liang, Qiang Miao, Feilong Jia, Hao Lin, Yan Qi, Hui Zhao, Jian Mu

High-entropy carbide ceramics are promising for extreme environments due to their exceptional hardness and thermal stability, yet their relatively high brittleness hinders further application. This study balanced the hardness and toughness of the high-entropy ceramics by doping with the second phase SiC particles. The (TiZrNbV)C-SiC high-entropy composite ceramics were synthesized via fast hot-press sintering, while (TiZrNbV)C high-entropy ceramics served as a comparative control. The results indicate that within an extremely short timeframe, the (TiZrNbV)C-SiC high-entropy composite ceramic achieved an excellent relative density of 98.71%, resulting from the incorporation of the second phase. The mechanical property test results indicate that the incorporation of the second phase significantly enhances hardness, toughness, and wear resistance. The hardness and fracture toughness of the high-entropy composite ceramic are 33.00 ± 0.52 GPa and 4.57 ± 0.62 MPa m1/2, respectively. While the H3/E2 increased by 27.6% to reach 0.2162 GPa. Doping of the SiC phase inhibits crack propagation and reduces the brittleness of the ceramic. Under a 9 N load, the (TiZrNbV)C-SiC exhibits an exceptionally low specific wear rate of 1.72 × 10-6 mm3 N-1 m-1, compare to the (TiZrNbV)C. This work provides a viable design strategy for simultaneously enhancing the toughness and wear resistance of high-entropy ceramics.

高熵碳化物陶瓷由于其优异的硬度和热稳定性,在极端环境中具有很大的应用前景,但其相对较高的脆性阻碍了其进一步的应用。本研究通过掺杂第二相碳化硅颗粒来平衡高熵陶瓷的硬度和韧性。采用快速热压烧结法制备了(TiZrNbV)C- sic高熵复合陶瓷,并以(TiZrNbV)C高熵陶瓷为对照。结果表明,在极短的时间内,(TiZrNbV)C-SiC高熵复合陶瓷的相对密度达到了98.71%,这主要得益于第二相的加入。力学性能测试结果表明,第二相的加入显著提高了合金的硬度、韧性和耐磨性。高熵复合陶瓷的硬度和断裂韧性分别为33.00±0.52 GPa和4.57±0.62 MPa m1/2。H3/E2提高27.6%,达到0.2162 GPa。SiC相的掺杂抑制了裂纹扩展,降低了陶瓷的脆性。在9 N载荷下,与(TiZrNbV)C- sic相比,(TiZrNbV)C- sic的比磨损率极低,为1.72 × 10-6 mm3 N-1 m-1。本工作为同时提高高熵陶瓷的韧性和耐磨性提供了可行的设计策略。
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引用次数: 0
Microstructure and Tensile Properties of a Ti-45Al-8Nb-0.2Si-0.3B Alloy Fabricated by Hot Isostatic Pressing of Pre-alloyed Powders 预合金粉末热等静压制备Ti-45Al-8Nb-0.2Si-0.3B合金的组织与拉伸性能
IF 2.6 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-07-28 DOI: 10.1007/s11665-026-14671-8
Gang Wang, Bing Li, Yang Liu, Tianlong Yuan, Yang Lu, Pengyuan Qi, Ming Yuan

The Ti-45Al-8Nb-0.2Si-0.3B alloy was fabricated by hot isostatic pressing (HIP) of pre-alloyed powders produced via electrode induction melting gas atomization (EIGA). The microstructures of the pre-alloyed powders and the effects of HIP temperature and post-HIP heat treatment on the microstructures and mechanical properties of the alloy were investigated. The results indicate that the pre-alloyed powders exhibit a particle-size range primarily between 65-260 μm with a median size (D50) of 131.75 μm. Large particles show cellular–dendritic surface morphology, whereas decreasing particle size leads progressively to a disordered surface morphology. The large-sized pre-alloyed powders primarily consist of the γ phase, with coarsened α2 grains regions observed in the microstructures of some large particles. In contrast, the fine pre-alloyed powders are mainly composed of the α2 phase. The microstructures of as-HIPed Ti-45Al-8Nb-0.2Si-0.3B alloy is composed of equiaxed near γ microstructure and dispersed Nb5Si3 precipitates. The microstructures also contain the α2-phase prior particle boundaries (PPBs) and local enrichment of the α2 phase, which is derived from the abnormally coarsened α2 grains in the large powders. Increasing HIP temperature together with post-HIPed heat treatment effectively eliminates PPBs, however, due to the local enrichment of the α2 phase, the fully lamellar colonies obtained after heat treatment exhibit a typical bimodal distribution. Tensile test results indicate that the strength and ductility of the as-HIPed TiAl alloy are superior to those of the fully lamellar heat-treated TiAl alloy.The factors influencing the evolution of microstructures and tensile properties are discussed as well.

采用热等静压(HIP)法制备了Ti-45Al-8Nb-0.2Si-0.3B合金。研究了预合金粉末的显微组织,以及热处理温度和后热处理对合金显微组织和力学性能的影响。结果表明:预合金粉末的粒径范围主要在65 ~ 260 μm之间,中位粒径(D50)为131.75 μm;大颗粒表现为细胞-枝晶状表面形貌,而减小颗粒尺寸则逐渐导致表面形貌无序。大尺寸预合金粉末主要由γ相组成,在一些大颗粒的组织中观察到粗化的α2晶粒区。细预合金粉末主要由α2相组成。Ti-45Al-8Nb-0.2Si-0.3B合金的显微组织由等轴近γ组织和分散的Nb5Si3相组成。微观组织中还存在α2相的先验颗粒边界(PPBs)和α2相的局部富集,这是由于大颗粒中α2晶粒的异常粗化所致。然而,由于α2相的局部富集,热处理后得到的全片层集落呈现典型的双峰分布。拉伸试验结果表明,拉伸后的TiAl合金强度和塑性均优于完全层状热处理的TiAl合金。讨论了影响微观组织演变和拉伸性能的因素。
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引用次数: 0
Effect of TiC on Microstructure and Properties of Laser-Cladded Cobalt-Based Ceramic Coatings on High-Speed Steel TiC对高速钢激光熔覆钴基陶瓷涂层组织和性能的影响
IF 2.6 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-07-28 DOI: 10.1007/s11665-026-14679-0
Zhenze Xia, Shouqian Gong, Xianhua Tian, Qingbo Zhou, Qingqing Wang

Cobalt-based composite coatings with varying TiC content (0 ~ 30 wt.%) were fabricated on M2 high-speed steel (HSS) substrates via laser cladding. Microstructural evolution, phase composition, microhardness, and tribological behavior were systematically characterized. Results indicate that TiC addition alters the phase constitution of the coating. With increasing TiC content, the relative contribution of the γ-Co phase decreases, while β-Co-related phases and Ti-containing carbides become increasingly prominent. Concurrently, Ti-related complex carbides formed through metallurgical reactions between TiC and alloying elements from the substrate. The microstructure evolved from relatively coarse dendritic regions to a more refined and heterogeneous morphology with increasing TiC content. Grain refinement was significantly enhanced after TiC addition, and the average grain size decreased from 21.19 to 12.10 μm at 20 wt.% TiC. The coating microhardness increases linearly with TiC content, peaking at 695.69 HV0.3 (36.6% higher than TiC-free coating) at 30 wt.% TiC addition, attributed to dispersion strengthening by unmelted TiC particles and in situ precipitated secondary carbides. Optimal wear resistance is achieved at 20 wt.% TiC addition, exhibiting a 57.1% reduction in volume wear rate due to enhanced microstructural homogeneity. However, higher-TiC content (30 wt.%) induces brittle spalling and increases friction coefficients from ceramic phase inhomogeneity. This study confirms that 20 wt.% TiC optimally balances hardness, wear resistance, and structural integrity for HSS tool applications.

采用激光熔覆的方法在M2高速钢(HSS)基体上制备了TiC含量为0 ~ 30 wt.%的钴基复合涂层。系统地表征了显微组织演变、相组成、显微硬度和摩擦学行为。结果表明,TiC的加入改变了镀层的相组成。随着TiC含量的增加,γ-Co相的相对贡献减小,而β- co相关相和含ti碳化物的相对贡献日益突出。同时,基体中TiC与合金元素发生冶金反应,形成ti相关的络合碳化物。随着TiC含量的增加,合金的显微组织由相对粗糙的枝晶区逐渐演变为更精细的非均质形貌。添加TiC后晶粒细化程度显著提高,平均晶粒尺寸从21.19 μm减小到12.10 μm。TiC添加量为30 wt.%时,涂层显微硬度达到峰值695.69 HV0.3(比无TiC涂层高36.6%),这主要是由于未熔化的TiC颗粒和原位析出的次生碳化物的分散强化。当TiC添加量为20wt .%时,达到最佳耐磨性,由于显微组织均匀性增强,体积磨损率降低了57.1%。然而,较高的tic含量(30wt .%)会导致脆性剥落,并增加陶瓷相不均匀性引起的摩擦系数。该研究证实,20wt .%的TiC可以最佳地平衡硬度、耐磨性和高速钢工具的结构完整性。
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引用次数: 0
Effect of Extrusion on Microstructures and Mechanical Properties of Mg-Ca and Mg-Zn-Ca Alloys 挤压对Mg-Ca和Mg-Zn-Ca合金组织和力学性能的影响
IF 2.6 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-07-28 DOI: 10.1007/s11665-026-14226-x
Shengxuan Xu, Xiaonan Cui, Hucheng Pan, Zhihao Zeng, Zhilei Li, Xiangzhong Zhao, Gaowu Qin

In this study, the low-cost Mg-Ca binary alloy and also the Mg-Zn-Ca ternary alloy were developed, and the high strength of > 250 MPa and high ductility of > 10% are obtained via the conventional extrusion processing. For the typical Mg-0.4 Ca binary alloy (wt.%, named as X4 sample), the as-extruded sample exhibits yield strength (YS) of 293 MPa, ultimate tensile strength (UTS) of 298 MPa and elongation (EL) of 15.9%. For the typical Mg-1.0Zn-0.4Ca ternary alloy (wt.%, named as ZX10 sample), the as-extruded sample exhibits an optimal combination of mechanical properties: with YS of 260 MPa, UTS of 286 MPa, and EL of 24.1%. Microstructural analysis indicates that all the as-extruded alloys exhibit a typical bimodal microstructure. Compared with the un-dynamic-recrystallized (un-DRXed) regions, the dynamic-recrystallized (DRXed) regions show a weaker texture and higher basal-slip Schmid factors. All the as-extruded alloys contain abundant micron- and nano-sized Mg₂Ca phases. In addition, the Ca2Mg6Zn2 phase was identified in the as-extruded ZX10 sample, and its recrystallization fraction increased to ~ 60.9%. The superior strength-ductility synergy in the as-extruded ZX10 sample is attributed to the enhancement in recrystallization fraction, together with grain refinement, precipitation strengthening, and texture modification. This study provides valuable insights into microstructural control strategies for achieving high strength-ductility synergy in low-cost biomedical magnesium alloys.

本研究开发了低成本的Mg-Ca二元合金和Mg-Zn-Ca三元合金,通过常规挤压加工获得了250 MPa的高强度和10%的高塑性。对于典型的Mg-0.4 Ca二元合金(wt.%,称为X4试样),挤压态试样的屈服强度(YS)为293 MPa,极限抗拉强度(UTS)为298 MPa,伸长率(EL)为15.9%。对于典型的Mg-1.0Zn-0.4Ca三元合金(wt.%,称为ZX10试样),挤压态试样的力学性能组合最佳:YS为260 MPa, UTS为286 MPa, EL为24.1%。显微组织分析表明,所有挤压态合金均表现出典型的双峰组织。与非动态再结晶区相比,动态再结晶区织构较弱,基底滑移施密德因子较高。所有挤压态合金均含有丰富的微米级和纳米级Mg₂Ca相。挤压态ZX10试样中存在Ca2Mg6Zn2相,其再结晶率提高至~ 60.9%。挤压态ZX10试样的强塑性协同作用主要是由于再结晶率的提高、晶粒细化、析出强化和织构改性。本研究为实现低成本生物医用镁合金高强度-延展性协同效应的微结构控制策略提供了有价值的见解。
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引用次数: 0
Machine Learning-Based Framework for Predicting Fatigue Crack Growth in 2024 T351 Aluminum Alloy with Grain Boundary Effects 基于机器学习的晶界效应2024 T351铝合金疲劳裂纹扩展预测框架
IF 2.6 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-07-28 DOI: 10.1007/s11665-026-14638-9
Taoufik Nasri, Mohamed Anouar Borgi, Adel Hamdi, Toufik Kanit

The prediction of crack propagation rates in 2024-T351 aluminum alloy is a critical concern for the aerospace and automotive industries. In this research study, experimental results and machine learning approaches are combined to investigate the effect of grain boundaries on the crack propagation behavior. Mechanical tests on notched specimens and microstructural investigations show that grain boundaries act as physical barriers, effectively slowing crack propagation. Based upon these observations, two prediction protocols are developed using multiple machine learning algorithms. A cubic spline interpolation technique was also applied to generate an expanded dataset from the original experimental data, composed of only 23 experimental data points. Cracks often initiate at notches, while grain boundaries significantly affect crack growth by retarding the propagation rate. The models achieve R2 values up to 0.7143 for the CNN and 0.9958 for the MLP. The integrated experimental-machine learning framework provides an effective approach for modeling the fatigue crack propagation of 2024-T351 aluminum alloy.

2024-T351铝合金裂纹扩展速率的预测是航空航天和汽车工业的一个关键问题。本研究将实验结果与机器学习方法相结合,研究了晶界对裂纹扩展行为的影响。缺口试样的力学试验和显微组织研究表明,晶界起着物理屏障的作用,有效地减缓了裂纹扩展。基于这些观察,使用多种机器学习算法开发了两种预测协议。利用三次样条插值技术,将原始实验数据扩充为仅包含23个数据点的数据集。裂纹通常在缺口处萌生,而晶界通过延缓裂纹扩展速率而显著影响裂纹扩展。模型的R2值对于CNN达到0.7143,对于MLP达到0.9958。实验-机器学习集成框架为2024-T351铝合金疲劳裂纹扩展建模提供了一种有效的方法。
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Journal of Materials Engineering and Performance
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