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Influence of Reinforcement Filling Strategy on Microstructure and Mechanical Properties of ZA27/TiH2 Composites Fabricated Through Friction Stir Processing 增强填料策略对搅拌摩擦法制备ZA27/TiH2复合材料组织和力学性能的影响
IF 4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-26 DOI: 10.1007/s12540-025-01997-6
Ulduz Behfar, Hamid Reza Jafarian, Akbar Heidarzadeh, Ali Reza Eivani

The present study aims to investigate the influence of reinforcement filling strategy on particle distribution and mechanical properties of ZA27/TiH2 composites fabricated through friction stir processing. For comparison, the base material and processed material without reinforcement were considered as reference materials. In this work, the parameter which was taken as a variable, was reinforcement filling strategy. The microstructures were analyzed using optical and scanning electron microscopes. Microhardness, tensile, and wear tests were also performed. Microstructure analysis showed the particle distribution in hole-filling methods is more uniform than groove-filling methods. Besides, among hole-filling methods, those which contained more holes with smaller diameters exhibited more homogenous particle distribution and fewer defects. Further characterization revealed that the mechanical properties of the linear pattern were higher than the zigzag pattern and even the base material, so the failure occurred in the base material. However, the mechanical properties of other composites such as hardness, strength, and elongation were found lower than reference materials due to the agglomeration of particles. The wear test results showed that the wear resistance of the unreinforced FSP sample decreased as compared to base material whereas improved by adding reinforcement particles into two linear rows of blind holes.

Graphic Abstract

本研究旨在研究增强填料策略对搅拌摩擦法制备ZA27/TiH2复合材料颗粒分布和力学性能的影响。为了进行比较,以基材和未加筋的加工材料为基准材料。本文以钢筋填充策略为变量。利用光学显微镜和扫描电镜对其微观结构进行了分析。还进行了显微硬度、拉伸和磨损试验。微观结构分析表明,孔洞填充法比沟槽填充法颗粒分布更均匀。此外,孔径越小、孔越多的充填方法颗粒分布越均匀,缺陷越少。进一步表征表明,线形图案的力学性能高于锯齿形图案,甚至高于基材,因此破坏发生在基材中。然而,由于颗粒的团聚,其他复合材料的硬度、强度和伸长率等机械性能低于标准材料。磨损试验结果表明,与基材相比,未增强的FSP试样的耐磨性降低,而在两排线性盲孔中加入增强颗粒后,其耐磨性有所提高。图形抽象
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引用次数: 0
Wear and Corrosion Behaviour of TiO2/Graphite Hybrid Reinforced Copper-Based Composites TiO2/石墨杂化增强铜基复合材料的磨损和腐蚀行为
IF 4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-26 DOI: 10.1007/s12540-025-02001-x
Hediye Aydın, Esad Kaya, Pelin Çağım Tokat-Birgin, Mustafa Özgür Öteyaka

This study focused on the fabrication and characterisation of TiO2/Graphite reinforced Cu-based composite produced by powder metallurgy. The effects of varying amounts of TiO2 combined with 2% (w/w) graphite on the wear and corrosion behavior of stoichiometric copper (Cu) were investigated using various characterization techniques. The phase analysis revealed that Cu was the main phase. At low doping ratios, graphite peaks were found in trace amounts, while rutile phases of TiO2 were detected. The microstructure and phase properties of the produced matrix and fracture surfaces were examined by scanning electron microscopy. As a result of the measurements made with the Vickers hardness tester, it was observed that the TiO2 additive improved the hardness of the composites. Corrosion tests in 3.5 wt% NaCl solution showed that the addition of TiO2/Graphite to copper shifted the corrosion potential in the anodic (more noble) direction, while graphite alone shifted it in the cathodic (less noble) direction. However, graphite-reinforced Cu composites exhibited a better protective oxide film than those TiO2/Graphite reinforced Cu-based composite, attributed to the uniform distribution of graphite throughout the material. Although TiO2 or TiO2/Graphite with graphite improved the corrosion potential, the corrosion current density was higher than that of unreinforced Cu due to the formation of micro-galvanic cells within the composite. Additionally, the high amount of TiO2 added positively influenced the corrosion resistance. Using graphite's ability to make the composite self-lubricate when used with metals or ceramics, adding graphite to TiO₂ particles at all volume ratios significantly increased the wear resistance of the composite.

Graphical Abstract

本文主要研究了粉末冶金法制备的TiO2/石墨增强cu基复合材料的制备与表征。采用不同的表征技术,研究了不同数量的TiO2与2% (w/w)石墨复合对化学计量铜(Cu)磨损和腐蚀行为的影响。物相分析表明,铜为主要相。在低掺杂比下,可以发现微量的石墨峰,而TiO2的金红石相则被检测到。用扫描电镜观察了制备的基体和断口的显微组织和相性能。通过维氏硬度计的测量,发现TiO2的加入提高了复合材料的硬度。在3.5 wt% NaCl溶液中的腐蚀试验表明,在铜中添加TiO2/石墨使腐蚀电位向阳极方向移动,而单独添加石墨使腐蚀电位向阴极方向移动。然而,石墨增强Cu复合材料表现出比TiO2/石墨增强Cu基复合材料更好的氧化保护膜,这是由于石墨在材料中的均匀分布。虽然TiO2或含有石墨的TiO2/石墨提高了腐蚀电位,但由于复合材料内部形成了微原电池,腐蚀电流密度高于未增强的Cu。此外,大量TiO2的加入对材料的耐腐蚀性有积极的影响。利用石墨在与金属或陶瓷一起使用时使复合材料自润滑的能力,在所有体积比的tio2颗粒中添加石墨显着提高了复合材料的耐磨性。图形抽象
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引用次数: 0
Tailoring the Microstructure Evolution and Flow Stress of Aermet100 Steel: High Temperature Electroplasticity based on Dislocation Vibration 调整Aermet100钢的组织演变和流动应力:基于位错振动的高温电塑性
IF 4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-25 DOI: 10.1007/s12540-025-02000-y
Gang Chen, Yu Wang, Xinghua Ji, Taiqing Deng, Xusheng Chang, Yushi Qi, Qiang Chen

An electroplasticity method for tailoring the flow stress during the thermal deformation of Aermet100 ultra-high strength steel by adjusting the frequency of electropulsing is proposed. This study rigorously controls the electron wind force and Joule heating effect to establish the origin of the electroplastic effect from the perspective of dislocation vibration for the first time. By strictly controlling the electron wind force and Joule heating effect, the origin of the electroplastic effect is verified for the first time from the perspective of dislocation vibration. The results show that the electropulsing frequency of 50 Hz has the lowest flow stress. Moreover, the flow stress of the specimens was nonlinear dependent on the increment in the electropulsing frequency, that it rose first followed by a decline. The electropulsing frequency threshold that can result in the transition in flow stress is 500 Hz. It is attributed to the proximity of the dislocation vibration frequency of Aermet100 steel at high-temperature conditions to the pulsed current frequency, leading to an increase in dislocation amplitude. Furthermore, a pulsed current frequency of 1000 Hz is found to have the highest recrystallization nucleation rate and recrystallized content. It is the threshold for the transformation of grain refinement strengthening. This investigation sheds new insight into the regulation of flow stress and microstructure in Aermet100 ultra-high strength steel using electroplasticity effect.

提出了一种通过调节电脉冲频率来调节Aermet100超高强度钢热变形过程中流动应力的电塑性方法。本研究首次从位错振动的角度,严格控制电子风力和焦耳热效应,确立了电塑性效应的起源。通过严格控制电子风力和焦耳热效应,首次从位错振动的角度验证了电塑性效应的来源。结果表明,当电脉冲频率为50 Hz时,流动应力最小。试件的流变应力随电脉冲频率的增加呈先上升后下降的非线性关系。导致流动应力转变的电脉冲频率阈值为500hz。这是由于高温条件下Aermet100钢的位错振动频率与脉冲电流频率接近,导致位错幅值增大。此外,发现脉冲电流频率为1000 Hz时具有最高的再结晶成核率和再结晶含量。它是晶粒细化强化转变的门槛。本研究为利用电塑性效应调控Aermet100超高强度钢流变应力和组织提供了新的思路。
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引用次数: 0
Modeling Flow Behaviors and Microstructure Evolution of Ti55511 Alloy During the Double-Stage Hot Deformation Process Utilizing Machine Learning Algorithm 利用机器学习算法模拟Ti55511合金双阶段热变形过程中的流动行为和组织演变
IF 4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-24 DOI: 10.1007/s12540-025-01995-8
Song Zhang, Y. C. Lin, Yun-Han Ling, Dao-Guang He, Ming-Song Chen, Miao Wan, Gui-Cheng Wu, Ning-Fu Zeng, Hui-Jie Zhang, Majid Naseri

Double-stage hot deformation tests were implemented to systematically reveal the flow characteristics and microstructure evolution of Ti55511 alloy with fully β phase. The double-stage hot deformation parameters cover wide ranges of strain rates (0.001 s–1–0.1 s–1), temperatures (1163–1223 K), first-stage strains (0.3–0.9) and inter-stage holding times (0–120 s). Experimental results show that the reloading yield stress significantly is lower than the yield stress in first-stage (stage-I) deformation. The main softening mechanisms, static recrystallization (SRX) and metadynamic recrystallization (mDRX), contribute to a decrease in the reloading yield stress in the second-stage (stage-II) deformation. When the inter-stage holding time exceeds 60 s, the abnormal grain growth occurs, leading to an increased average grain size. A visco-plastic self-consistent (VPSC) model incorporating double-stage deformation parameters is presented. The model accurately reproduces the microstructure evolution during the double-stage hot deformation. However, its computational efficiency is limited. Therefore, by integrating experimental data with VPSC output, a novel model combining a particle swarm optimization (PSO) algorithm with a long short-term memory (LSTM) network (PSO-LSTM) is introduced to predict flow stress and microstructure evolution. The mean absolute error (MAE), correlation coefficient (R2) and root-mean-square error (RMSE) values between experimental and predicted stresses of the PSO-LSTM model are 0.6252 MPa, 0.9987 and 1.8637 MPa, respectively. Additionally, the proposed PSO-LSTM model can accurately predict the average grain size evolution during the double-stage hot deformation.

Graphic Abstract

采用双阶段热变形试验系统地揭示了全β相Ti55511合金的流动特性和组织演变。双阶段热变形参数包括应变速率(0.001 s - 1 - 0.1 s - 1)、温度(1163-1223 K)、第一阶段应变(0.3-0.9)和阶段间保温时间(0-120 s)。试验结果表明,再加载阶段的屈服应力明显低于第一阶段的屈服应力。静态再结晶(SRX)和元动力再结晶(mDRX)这两种软化机制有助于降低第二阶段(ii阶段)再加载屈服应力。当保温时间超过60 s时,晶粒出现异常长大,导致平均晶粒尺寸增大。提出了一种包含双阶段变形参数的粘塑性自洽模型。该模型准确地再现了双阶段热变形过程中的组织演变。然而,其计算效率是有限的。因此,通过将实验数据与VPSC输出相结合,提出了一种结合粒子群优化(PSO)算法和长短期记忆(LSTM)网络(PSO-LSTM)的新模型来预测流变应力和微观结构演变。PSO-LSTM模型试验应力与预测应力的平均绝对误差(MAE)、相关系数(R2)和均方根误差(RMSE)分别为0.6252 MPa、0.9987和1.8637 MPa。此外,所提出的PSO-LSTM模型能较准确地预测双阶段热变形过程中的平均晶粒尺寸演变。图形抽象
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引用次数: 0
Microstructure and Mechanical Properties of Dissimilar Metal Welded Joints for Nuclear Applications Using Laser Welding with Dissimilar Filler Wire Addition 添加异种焊丝激光焊接核用异种金属焊接接头的组织和力学性能
IF 4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-24 DOI: 10.1007/s12540-025-01996-7
Jiecai Feng, Longhui Tao, Hongfei Liu, Chuanwan Luo, Jinping Liu, Yilian Zhang, Meng Jiang, Xi Chen, Yingzhong Tian

Laser welding with wire filler addition has been a potential manufacture technique for the nuclear pressure vessels manufacturing. However, laser welding by using only single nickel-based alloy wire or austenitic stainless steel wire still faces some challenges, such as non-fusion, cracks, low mechanical properties and C element migration. Thus, we assess the possibility of filling 52 M and 308 l dissimilar wires for a narrow gap laser welding of SA508 and 316 l dissimilar metals in nuclear pressure vessels fabrication in this paper. The results showed that with increasing the ratio of 308 l filling wire from 25 to 75%, the fusion line boundary of 52 M/Weld metal gradually became obvious and the size of the cellular and dendritic grains increased slightly in the weld metal. The results also indicated that the average yield strength (YS) of the welded joints obtained with different ratio of the filling double wires was about 322 MPa, which was between that of the 316 l stainless steel and the SA508 low alloy ferritic steel base metals. Additionally, the average ultimate tensile strength (UTS) of the joints obtained with different ratio of the double filling wires was about 571 MPa, which was lower than that of the 316 l and the SA508 base metal. The maximum UTS of the welded joint was achieved when the 52 M/308L filling wires ratio was 3:1. The maximum impact fracture absorbed energy of the welded joint was obtained when the 52 M/308L filling wires ratio was 1:3. When the ratio of the 308 l filling wire increased, the impact fracture absorbed energy gradually increased.

加入焊丝填料的激光焊接已成为一种有潜力的核压力容器制造技术。然而,仅使用单根镍基合金丝或奥氏体不锈钢丝进行激光焊接仍然面临着不熔化、裂纹、力学性能低和C元素迁移等挑战。因此,我们评估了在核压力容器制造中填充52 M和308 l异种金属丝用于SA508和316 l异种金属窄间隙激光焊接的可能性。结果表明:随着308 l填充丝用量从25%增加到75%,52 M/焊缝金属的熔合线边界逐渐明显,焊缝金属的胞状和枝晶晶粒尺寸略有增大;结果还表明,不同填充双丝比例的焊接接头的平均屈服强度(YS)约为322 MPa,介于316l不锈钢和SA508低合金铁素体钢的屈服强度之间。不同填充率的双填充丝的平均抗拉强度(UTS)约为571 MPa,均低于316l和SA508母材。当52 M/308L填充丝比为3:1时,焊接接头的最大UTS达到最大值。52m /308L填充丝比为1:3时,焊接接头冲击断裂吸收能量最大。随着308l填充丝掺量的增加,冲击断裂吸收能量逐渐增大。
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引用次数: 0
Wire Arc Additive Manufacturing of Titanium Alloys for Enhancing Mechanical Properties and Grain-Refinement 提高钛合金力学性能和晶粒细化性能的电弧增材制造
IF 4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-21 DOI: 10.1007/s12540-025-02004-8
Gaurav Kishor, Krishna Kishore Mugada, Raju Prasad Mahto

Wire and Arc Additive Manufacturing (WAAM) is a cost-effective and efficient technology for producing large-scale metallic parts. It is widely adopted in the automotive, aerospace, and marine industries due to its high deposition rate, material efficiency, reduced production time, and lower costs compared to powder-based additive manufacturing techniques. Titanium alloys are extensively used in the aerospace and astronautics industries due to their exceptional mechanical properties and overall performance. However, manufacturing large titanium components using conventional techniques poses significant challenges, particularly when dealing with intricate geometries and a high Buy-To-Fly (BTF) ratio. As a result, WAAM has gained significant traction for its ability to produce near-net-shape, large-scale titanium alloy components with high efficiency, superior quality, and lower production costs. This study first provides an in-depth analysis of WAAM-deposited titanium alloys, highlighting the key challenges associated with the process, including high heat input, oxidation, residual stress distribution, and grain size control. It then explores hybrid WAAM systems and advanced post-processing techniques, including inter-pass cold rolling, inter-pass cooling, shot peening, and ultrasonic impact treatments to mitigate these challenges and enhance material properties. Additionally, the study evaluates the economic feasibility of WAAM for titanium alloys, highlighting its cost advantages over traditional manufacturing methods. Finally, various industrial applications of WAAM-fabricated titanium components are discussed. These findings underscore the critical role of advanced post-processing techniques in overcoming the inherent limitations of WAAM for titanium alloys, paving the way for further improvements in material properties, process efficiency, and industrial adoption.

Graphical Abstract

线材和电弧增材制造(WAAM)是一种经济高效的大型金属零件制造技术。与基于粉末的增材制造技术相比,由于其高沉积速率、材料效率、缩短生产时间和降低成本,它被广泛应用于汽车、航空航天和海洋工业。钛合金由于其优异的机械性能和综合性能,在航空航天工业中得到了广泛的应用。然而,使用传统技术制造大型钛部件带来了重大挑战,特别是在处理复杂的几何形状和高买飞比(BTF)时。因此,WAAM以高效率、高质量和低生产成本生产近净形状的大型钛合金部件的能力获得了显著的吸引力。本研究首先对waam沉积钛合金进行了深入分析,强调了与该工艺相关的关键挑战,包括高热输入、氧化、残余应力分布和晶粒尺寸控制。然后探索混合WAAM系统和先进的后处理技术,包括道间冷轧、道间冷却、喷丸强化和超声波冲击处理,以减轻这些挑战并提高材料性能。此外,该研究评估了钛合金WAAM的经济可行性,突出了其相对于传统制造方法的成本优势。最后,讨论了waam制造钛构件的各种工业应用。这些发现强调了先进的后处理技术在克服钛合金WAAM固有局限性方面的关键作用,为进一步改善材料性能、工艺效率和工业应用铺平了道路。图形抽象
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引用次数: 0
Regulating the Heterogeneity Level and Tensile Properties of Powder-Thixoformed 2024Al Alloy via T6 Heat Treatment T6热处理对2024Al粉末触变成形合金非均匀性及拉伸性能的调节
IF 4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-19 DOI: 10.1007/s12540-025-01990-z
Guofeng Liu, Tijun Chen

Heterostructured (HS) 2024Al alloy composed of Al3Ti-free coarse grains domains (CGs) and Al3Ti-reinforced fine grain domains (FGs) was fabricated via powder thixoforming, and its heterogeneity level (the microhardness difference between CGs and FGs) was regulated through T6 heat treatment for further improving tensile properties. The results indicate that for the peak-aged alloy, the numbers of Guinier-Preston-Bagaryatsky (GPB) zone and fine S′′ phase in the FGs are higher than those in the CGs, leading to a moderate heterogeneity level (1.50 GPa), and thus endowing prominent tensile properties (ultimate tensile strength of 539.8 MPa, yield strength of 342.7 MPa, and elongation of 11.14%). Small localized strain regions were formed during deformation, which could efficiently enhance the ability to co-deformation between the CGs and FGs. The improved hetero-deformation induced (HDI) hardening due to the promoted dislocation accumulation at the CGs/FGs interfaces, as well as the mobile dislocations that cut the GPB zones and shearable small-sized S′′ phases, contributed to the excellent ductility. The good strength was mainly ascribed to the HDI strengthening besides precipitation strengthening. This work provides a promising way for optimizing the heterogeneity level and fabrication technology of HS alloys with excellent properties.

采用粉末触变成形法制备了由无al3ti粗晶畴(CGs)和增强al3ti细晶畴(FGs)组成的异质组织(HS) 2024Al合金,并通过T6热处理调节其非均匀性水平(CGs和FGs之间的显微硬度差),进一步提高拉伸性能。结果表明:对于峰时效合金,FGs中GPB区和细S”相的数量高于CGs,导致非均质性中等(1.50 GPa),因此具有优异的拉伸性能(极限抗拉强度为539.8 MPa,屈服强度为342.7 MPa,延伸率为11.14%);变形过程中形成了较小的局部应变区,有效地增强了碳纤维与碳纤维的共变形能力。由于在CGs/FGs界面处的位错积累,以及切割GPB区和可剪切的小尺寸S”相的移动位错导致的异质变形诱导(HDI)硬化的改善,促成了优异的延性。良好的强度除降水增强外,主要是HDI增强所致。本研究为优化高性能HS合金的非均质性和制备工艺提供了一条有希望的途径。
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引用次数: 0
Micro-Anchor Design for Multi-Material Additive Manufacturing of Aluminum Alloy on Fe-based Alloy Using Laser Directed Energy Deposition 激光定向能沉积法在铁基合金上多材料增材制造铝合金微锚设计
IF 4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-19 DOI: 10.1007/s12540-025-01984-x
Qing-Ye Jin, Dohyung Kim, Haeju Jo, Wookjin Lee

Metal three dimensional-printing technology has advanced the fabrication of various metal alloys. One of the most well-known lightweight metal alloys, aluminum alloys, are applied in various fields, including aerospace and automobiles. Aluminum is a special metal with unique chemical and physical properties, including high reactivity to iron that hinders the multi-material additive manufacturing (MMAM) of aluminum and iron-based alloys. The direct deposition of the aluminum alloys onto stainless steel is impossible because the aluminum alloy sides off the base steel. Therefore, a novel anchor design of AISI 316 L stainless steel was developed to prevent this detachment. In this study, laser directed energy deposition (LDED) is proposed for the MMAM of AlSi10Mg and AISI 316 L stainless steel. The hardnesses of the anchor and deposited aluminum alloy were measured. Thereafter, scanning electron microscopy and energy-dispersive X-ray spectroscopy images were observed to determine material solidification and diffusion behavior. Finally, a tensile test was performed to evaluate the bond strength of the aluminum/steel interface. As a result, tensile interface bonding stress of up to 8.4 MPa is produced when the anchor structure was made through rescanning on thin wall with a hatch spacing of the anchor of 1.5 mm. AlSi10Mg was successfully deposited on AISI 316 L stainless steel using LDED. In addition, a macroscopic anchor was designed and manufactured using LDED to overcome the weak bond of the micro-anchor. To demonstrate the Al/Fe MMAM, a multi-material sine wave and QR code were developed.

Graphical Abstract

金属三维打印技术促进了各种金属合金的制造。铝合金是最著名的轻质金属合金之一,应用于包括航空航天和汽车在内的各个领域。铝是一种特殊的金属,具有独特的化学和物理性质,包括对铁的高反应性,这阻碍了铝和铁基合金的多材料增材制造(MMAM)。直接将铝合金沉积在不锈钢上是不可能的,因为铝合金会与基体钢分离。因此,开发了一种新颖的AISI 316l不锈钢锚设计来防止这种脱离。在本研究中,提出了激光定向能沉积(led)用于AlSi10Mg和AISI 316l不锈钢的MMAM。测定了锚固体和沉积铝合金的硬度。然后,通过扫描电镜和能量色散x射线能谱图观察材料的凝固和扩散行为。最后,进行了拉伸试验,以评估铝/钢界面的结合强度。结果表明,在锚杆舱口间距为1.5 mm的薄壁上重新扫描锚杆结构,可产生高达8.4 MPa的拉伸界面粘结应力。采用led技术成功地在AISI 316l不锈钢表面沉积了AlSi10Mg。此外,利用led设计制造了宏观锚,克服了微锚的弱粘结。为了演示Al/Fe MMAM,开发了多材料正弦波和QR码。图形抽象
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引用次数: 0
Machine Learning Enabled Estimation of Formability for Anisotropic Sheet Metals 基于机器学习的各向异性板材成形性估计
IF 4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-19 DOI: 10.1007/s12540-025-01989-6
Abdul Samad, Ankit Kumar Thakur, Shamik Basak, Kaushik Pal

The present research aims to estimate the necking and fracture limits of various sheet metals using machine learning (ML) models and to predict the formability of different steel and aluminum sheet metals. Experiments of stretch forming (SF) and single-point incremental forming (SPIF) were performed under uniaxial, plane strain, and biaxial strain paths to estimate failure limits. Further, using different ML algorithms, a supervised ML methodology was proposed to predict the forming limit diagram (FLD) and fracture forming limit diagram (FFLD) of various sheet materials. Subsequently, the ML-predicted FLDs and FFLDs were validated with the experimental data. It was observed that the random forest regressor (RFR), decision tree regressor, and extreme gradient boosting ML models showed high accuracy in prediction, with the RFR model outperforming all other ML models. The accuracy in the prediction of FLD and FFLD for the RFR model was 92% and 96%, respectively. Furthermore, the ML-predicted FLDs and FFLDs were incorporated as failure initiation models into the finite element simulations coupled with the advanced anisotropic Yld2000 material model to perform the post-forming analyses during SF and SPIF processes. It was found that the mean absolute percentage error values in the dome height prediction of all the SF and SPIF samples using the  best-predicted RFR FLD and RFR FFLD were within 10% error values. Moreover, the surface strains and thickness distributions for the SF and the SPIF samples were efficiently predicted using the RFR model-based FLD and FFLD.

Graphical Abstract

本研究旨在利用机器学习(ML)模型估计各种金属板材的颈缩和断裂极限,并预测不同钢和铝板材的可成形性。在单轴应变、平面应变和双轴应变路径下进行拉伸成形(SF)和单点增量成形(SPIF)实验,以估计失效极限。此外,利用不同的机器学习算法,提出了一种监督机器学习方法来预测各种板材的成形极限图(FLD)和断裂成形极限图(FFLD)。随后,用实验数据验证了ml预测的FLDs和ffld。结果表明,随机森林回归器、决策树回归器和极端梯度增强机器学习模型具有较高的预测精度,其中RFR模型优于其他所有机器学习模型。RFR模型预测FLD和FFLD的准确率分别为92%和96%。此外,将ml预测的FLDs和ffld作为失效启动模型纳入有限元模拟,并结合先进的各向异性Yld2000材料模型进行SF和SPIF过程的成形后分析。结果表明,使用最佳预测RFR - FLD和RFR - FFLD对所有SF和SPIF样本的穹顶高度预测的平均绝对百分比误差值在10%以内。此外,利用基于RFR模型的FLD和FFLD有效地预测了SF和SPIF样品的表面应变和厚度分布。图形抽象
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引用次数: 0
Microstructure Evolution and Mechanical Property Enhancement of 30CrMnSiNi2A Steel Repaired by Laser Cladding with AerMet100 Steel AerMet100激光熔敷修复30CrMnSiNi2A钢的组织演变及力学性能增强
IF 4 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-06-19 DOI: 10.1007/s12540-025-01994-9
Shaozhi Guan, Leilei Wang, Qiyu Gao, Yuchi Fang, Xiaohong Zhan

Ultra-high strength steels (UHSS) are widely used in aerospace but are prone to defects such as wear and cracks during service life. Laser cladding offers superior control over heat input and cooling rates, minimizing thermal distortion and promoting a strong metallurgical bond. This study employed AerMet100 steel as the cladding material to repair 30CrMnSiNi2A steel, with a focus on elucidating the microstructural evolution and mechanical property enhancement within the repaired sample. The microstructure primarily consisted of tempered martensite, martensite, lower bainite, and minor retained austenite. Meanwhile, obvious hardness gradient was also observed. The average hardness of the cladding layer, the heat affected zone and the substrate was 500.1 HV, 422.7 HV and 365.6 HV, respectively. The hardness of the repair zone was significantly higher than that of the substrate. This was attributed to solid solution strengthening and M2C carbide precipitation facilitated by the high Co and Ni content in AerMet100. Furthermore, the repair zone exhibited a higher dislocation density, which further contributed to the increased hardness. The strength of the repaired sample reached 1484 MPa, which was improved compared with the matrix performance, indicating that the use of AerMet100 for laser cladding can effectively restore the mechanical properties of 30CrMnSiNi2A steel. This finding provides an effective repair solution for critical aerospace components, particularly landing gear.

Graphical Abstract

超高强度钢(UHSS)在航空航天领域应用广泛,但在使用寿命中容易出现磨损和裂纹等缺陷。激光熔覆提供优越的控制热输入和冷却速度,最大限度地减少热变形和促进强大的冶金结合。本研究采用AerMet100钢作为包层材料对30CrMnSiNi2A钢进行修复,重点研究修复后试样的组织演变和力学性能增强情况。显微组织主要由回火马氏体、马氏体、下贝氏体和少量残留奥氏体组成。同时也观察到明显的硬度梯度。熔覆层、热影响区和基体的平均硬度分别为500.1 HV、422.7 HV和365.6 HV。修复区的硬度明显高于基体的硬度。这是由于AerMet100中Co和Ni的高含量促进了固溶强化和M2C碳化物的析出。此外,修复区位错密度较高,这进一步提高了硬度。修复后试样的强度达到1484 MPa,与基体性能相比有提高,说明使用AerMet100进行激光熔覆可以有效地恢复30CrMnSiNi2A钢的力学性能。这一发现为关键航空部件,特别是起落架提供了有效的维修解决方案。图形抽象
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引用次数: 0
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Metals and Materials International
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