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Machine learning methods for predicting the properties of new cast aluminum alloys 预测新型铸造铝合金性能的机器学习方法
IF 0.8 4区 材料科学 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-10-23 DOI: 10.1007/s11015-025-02025-z
Nikolay V. Letyagin, Ekaterina S. Sheina, Artem N. Mikhaylov

Aluminum alloys based on alternative alloying systems, particularly Al–Ca eutectic alloys, offer a favorable combination of castability, mechanical performance, and corrosion resistance. A key step in developing such alloys is reducing the time and labor inputs required to obtain a promising composition with the desired set of properties, a task partially addressed through thermodynamic modeling software. In this article, various machine learning methods, including linear regression, decision trees, and two types of gradient boosting, are applied to optimize alloys within a composition–property relationship framework. The database comprised 250 cast aluminum alloys based on Al–(Si, Ca, Ni, REM, Mg, Cu) systems described in scientific publications, with data on chemical composition, hot tearing susceptibility, hardness, and strength. The most effective method for predicting the mechanical and casting properties of as-cast alloys was identified by comparing predicted and experimental values on a hold-out dataset. The best results were achieved with Yandex’s CatBoost gradient boosting model, built on open-source code and modified for the purposes of this study. Differences between predicted and measured values are illustrated using alumocalcium alloys as an example.

基于可选合金体系的铝合金,特别是Al-Ca共晶合金,具有良好的铸造性能、机械性能和耐腐蚀性。开发这种合金的关键一步是减少获得具有所需性能的有前途的成分所需的时间和劳动力投入,这一任务部分通过热力学建模软件解决。在本文中,各种机器学习方法,包括线性回归、决策树和两种类型的梯度提升,被应用于在成分-性质关系框架内优化合金。该数据库包括250种铸造铝合金,基于科学出版物中描述的Al - (Si, Ca, Ni, REM, Mg, Cu)体系,以及化学成分,热撕裂敏感性,硬度和强度的数据。预测铸态合金力学性能和铸造性能的最有效方法是通过比较预测值和实验值来确定的。使用Yandex的CatBoost梯度提升模型获得了最好的结果,该模型基于开源代码并针对本研究的目的进行了修改。以铝钙合金为例,说明了预测值与实测值之间的差异。
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引用次数: 0
Investigating the causes of local thinning in pipe walls 调查管壁局部变薄的原因
IF 0.8 4区 材料科学 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-10-08 DOI: 10.1007/s11015-025-02002-6
I. N. Chernykh

Local thinning of the pipe wall thickness may occur during continuous rolling with a retained mandrel at the rear end of the pipes, which can be detected by ultrasonic testing. The characteristics that classify this local thinning as a surface defect have been identified. Primary factors contributing to these defects include an increased contact area between the metal and the mandrel at the rear end of the pipes, additional tensile stress in the metal, and non-uniform friction conditions at the contact surface between the metal and the mandrel.

在管材后端保留芯棒的连续轧制过程中,管壁厚度可能发生局部变薄,这可以通过超声波检测来检测。将这种局部变薄归类为表面缺陷的特征已经确定。造成这些缺陷的主要因素包括管道后端金属与芯轴之间的接触面积增加,金属中的额外拉伸应力以及金属与芯轴之间接触面的非均匀摩擦条件。
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引用次数: 0
Impact of thermal aging on structure and properties of nickel alloy welded joints for liquid-salt reactors 热老化对液盐堆镍合金焊接接头组织和性能的影响
IF 0.8 4区 材料科学 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-10-08 DOI: 10.1007/s11015-025-02003-5
A. B. Korostelev, A. F. Shevakin, P. A. Kharin, M. V. Shishimirov, V. O. Ivanov, A. P. Pantyukhin, Y. A. Korostelev, M. D. Poroshina, O. A. Shevakina

High-temperature nickel alloys are promising materials for the construction of components in high-temperature nuclear power installations. However, these alloys are classified as difficult-to-weld materials, which limits their application. This study presents the results of mechanical property and microstructure analyses of welded nickel alloy joints (grades CrNi80MoTiAl- VI, CrNi80MoTiNb+Y-VI, EK198-VI, and EK199-VI) in their as-received state and after thermal aging.

高温镍合金是一种很有前途的高温核电装置部件材料。然而,这些合金被归类为难以焊接的材料,这限制了它们的应用。本文介绍了CrNi80MoTiAl- VI、CrNi80MoTiNb+Y-VI、EK198-VI和EK199-VI镍合金焊接接头在接收状态和热时效后的力学性能和显微组织分析结果。
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引用次数: 0
Effect of hydrogen plasticization of titanium alloy chips on plastic deformation behavior 钛合金切屑氢塑化对塑性变形行为的影响
IF 0.8 4区 材料科学 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-10-08 DOI: 10.1007/s11015-025-02005-3
M. V. Zharov

Study aimed at determining the optimal hydrogen concentrations and conditions for hydrogenation annealing in the hydrogen plasticization of titanium alloy chips of different groups are presented. Due to the large total surface area and thinness of the chips, as well as the developed surface of chip waste, it is expected that the effect of hydrogen plasticization will be maximized in this specific case. The hydrogen plasticization of various types of titanium alloy chips, including VT1‑0, VT3‑1, and VT5, was studied. The characteristics of thermocompression processing of different types of chips formed after various mechanical processes were identified. The Russian software complex Quartoform QForm, which implements the finite element analysis method, was used to conduct mathematical modeling of the compaction and consolidation processes of chips. Further, the briquetting and thermocompression of titanium alloy chips was investigated. The optimal hydrogen saturation concentrations for different grades of titanium alloys were determined. At these concentrations, the chip material exhibits maximum plasticity and minimal resistance to deformation. Further increases in hydrogen concentration led to hydrogen embrittlement of the titanium alloys. Additionally, the study found that the maximum effect of hydrogen plasticization on titanium alloy chips of all types occurs under conditions of hot thermocompression processing.

研究了不同基团钛合金薄片氢塑化过程中氢气的最佳浓度和加氢退火条件。由于芯片的总表面积大,厚度薄,芯片废弃物表面发达,预计在这种具体情况下,氢塑化的效果将最大化。研究了VT1‑0、VT3‑1、VT5等不同型号钛合金切屑的氢塑化。确定了不同机械加工方式形成的不同类型切屑的热压加工特点。采用实现有限元分析方法的俄罗斯complex Quartoform QForm软件,对芯片的压实和固结过程进行数学建模。进一步研究了钛合金切屑的压块和热压。确定了不同等级钛合金的最佳氢饱和浓度。在这些浓度下,切屑材料表现出最大的塑性和最小的变形阻力。氢浓度的进一步增加导致钛合金的氢脆。此外,研究发现,氢塑化对各类钛合金切屑的最大影响发生在热压加工条件下。
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引用次数: 0
Peculiarities of formation of structure and properties of electrospark coatings on 20X13 steel using SHS-electrodes shs电极20X13钢电火花镀层形成、组织和性能的特点
IF 0.8 4区 材料科学 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-10-08 DOI: 10.1007/s11015-025-02007-1
A. E. Kudryashov, S. K. Mukanov, A. N. Sheveyko, S. I. Rupasov, E. A. Levashov

The specifics of mass transfer, structure, and properties of electrospark-deposited coatings on steel 20Kh13 substrates using electrodes SHIM-40NAOKn (TiC − NiAl + ZrO2nano) and SHIM-11OKn (TiB2 − NiAl + ZrO2nano) have been studied. The coatings were analyzed using X‑ray diffraction, scanning electron microscopy, energy-dispersive X‑ray spectroscopy, optical microscopy, and hardness testing. Tribological tests were carried out according to the “pin-on-disk” method, and heat resistance of the coatings was studied. It was found that the use of SHIM-40NAOKn electrodes results in cathode mass gain during the first 7 min of treatment, while the use of SHIM-11OKn electrodes leads to cathode mass loss during the entire 10 min of treatment. Substrate coatings formed by electrospark deposition exhibit 100% continuity and a thickness of 35–50 μm. The coating hardness ranges from 8.5 to 11.0 GPa. The use of SHS-electrodes made it possible to increase the hardness of the surface layer by more than 5 times, wear resistance—by 1.6 times, and heat resistance—by 1.9 times (800 °C, 32 h).

研究了在20Kh13钢基体上使用shimm - 40naokn (TiC−NiAl + ZrO2nano)和shimm - 11okn (TiB2−NiAl + ZrO2nano)电极的电火花沉积涂层的传质特性、结构和性能。采用X射线衍射、扫描电子显微镜、能量色散X射线光谱、光学显微镜和硬度测试对涂层进行了分析。采用“销盘法”对涂层进行了摩擦学试验,并对涂层的耐热性进行了研究。研究发现,使用shimm - 40naokn电极在前7 min处理期间阴极质量增加,而使用shimm - 11okn电极在整个10 min处理期间导致阴极质量损失。电火花沉积形成的基底涂层具有100%的连续性,厚度为35-50 μm。镀层硬度为8.5 ~ 11.0 GPa。使用shs电极可以使表面层的硬度提高5倍以上,耐磨性提高1.6倍,耐热性提高1.9倍(800 °C, 32 h)。
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引用次数: 0
Assessment of the development degree of columnar structure in continuous cast low-alloy steel ingots 低合金连铸钢锭柱状组织发育程度的评价
IF 0.8 4区 材料科学 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-10-08 DOI: 10.1007/s11015-025-02000-8
I. O. Glotova, V. I. Dozhdikov, A. Yu. Vasyutin

The parameters of the cast structure in the columnar crystallization zone were investigated in a section perpendicular to the wide face of continuous cast slabs of varying thickness. The distribution of the main cast grain parameters across the thickness of continuous cast low-alloy steel slabs is presented. A method for evaluating the degree of the columnar structure development is proposed. It was found that the influence of steel overheating on the development of the columnar structure decreases as slab thickness increases.

在垂直于不同厚度连铸板坯宽面的截面上,研究了柱状结晶区铸造组织的参数。给出了低合金钢连铸板坯主要铸晶参数在厚度上的分布规律。提出了一种评价柱状结构发育程度的方法。研究发现,随着板坯厚度的增加,钢过热对柱状组织发展的影响减小。
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引用次数: 0
Corrosion resistance of 65G steel before and after plasma quenching 65G钢等离子淬火前后的耐腐蚀性能
IF 0.8 4区 材料科学 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-10-07 DOI: 10.1007/s11015-025-02001-7
I. M. Kossanova, Z. M. Ramazanova, А. T. Kanaev, I. P. Mazur, K. Zh. Kirgizbayeva, M. A. Jaxymbetova, T. A. Tolkynbayev

The effect of plasma quenching on the structure and corrosion resistance of 65G structural steel was investigated. Gravimetric corrosion tests were performed to measure mass loss before and after heat treatment and to determine the area affected by corrosion. This paper presents the experimental methodology, corrosion rate calculations, and analysis of the results. The results showed that plasma quenching can significantly alter the surface structure and thereby affect corrosion resistance in aggressive environments.

研究了等离子体淬火对65G结构钢组织和耐蚀性的影响。进行了重量腐蚀试验以测量热处理前后的质量损失,并确定受腐蚀影响的区域。本文介绍了实验方法、腐蚀速率计算和结果分析。结果表明,等离子体淬火可以显著改变表面结构,从而影响腐蚀环境下的耐蚀性。
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引用次数: 0
Modeling the stability of a spherical metal casting mold under ultra-high internal gas pressure 超高内气压下球形金属铸模的稳定性建模
IF 0.8 4区 材料科学 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-10-07 DOI: 10.1007/s11015-025-02010-6
Alexey I. Evstigneev, Dmitry A. Potyanikhin, Valery I. Odinokov, Yulia B. Koloshenko, Eduard A. Dmitriev

This paper presents a theoretical study—based on previously granted patents—of a new type of spherical metal casting mold capable of withstanding ultra-high internal gas pressures (up to 1000 MPa). The mold is a prefabricated, multi-part spherical structure preloaded into a prestressed state.

A mathematical model of the structure’s response to internal gas pressure is developed using the linear theory of elasticity. The stress–strain state is evaluated for each structural element. The resulting system of equations is solved numerically using a validated finite-difference method.

A test configuration was considered. The mutual interaction between structural components is examined, along with the influence of each component on the crack resistance of the overall system. The numerical results are presented as stress and displacement plots.

本文介绍了一种能够承受超高内部气体压力(高达1000 MPa)的新型球形金属铸造模具的理论研究。模具是一个预制的,多部分球形结构预加载到预应力状态。利用弹性线性理论建立了结构对内部气体压力响应的数学模型。评估了每个结构单元的应力-应变状态。所得到的方程组采用经过验证的有限差分法进行数值求解。考虑一个测试配置。研究了结构构件之间的相互作用,以及各构件对整个体系抗裂性能的影响。数值结果以应力和位移图的形式表示。
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引用次数: 0
Energy parameters of melts in EAF-100 and EAF-180 electric arc furnaces EAF-100和EAF-180电弧炉熔体能量参数
IF 0.8 4区 材料科学 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-10-07 DOI: 10.1007/s11015-025-01998-1
A. N. Makarov, N. V. Milyutin

A comparison of the energy parameters of melts in arc steelmaking furnaces with capacities of 100 and 180 t of metal, EAF-100 and EAF-180 respectively, was performed. The calculations showed that, when using scrap metal as the charge, the coefficient of useful heat utilization from the arcs in the EAF-100 furnace is 0.78–0.80 and the specific electricity consumption is 360 kWh/t. Under similar conditions in the EAF-180 furnace, the corresponding values are 0.70 and 390 kWh/t, respectively. The lower arc efficiency and higher specific electricity consumption of the EAF-180 compared to the EAF-100 are caused by the greater distance of the arcs from the furnace walls and the necessity of operating with arcs that are not fully submerged in the bath. This results in radiated heat flux to the charge on the slopes. In the EAF-100, heat conduction from the hot zones under the arcs to the charge on the slopes is sufficient to melt the charge; the arcs are fully submerged in the slag, resulting in high arc efficiency and low specific electricity consumption.

对100和180 t金属容量电弧炼钢炉、EAF-100和EAF-180熔体的能量参数进行了比较。计算表明,以废金属为炉料时,EAF-100炉电弧的有用热利用系数为0.78 ~ 0.80,比电耗为360 kWh/t。在类似条件下,EAF-180炉的对应值分别为0.70和390 kWh/t。与EAF-100相比,EAF-180的电弧效率较低,比电耗较高,这是由于电弧与炉壁的距离更大,而且电弧必须在未完全浸没在熔池中的情况下运行。这导致了斜坡上电荷的辐射热通量。在EAF-100中,从电弧下的热区到斜坡上的电荷的热传导足以熔化电荷;电弧完全浸没在炉渣中,电弧效率高,比电耗低。
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引用次数: 0
Production of rapidly solidified fibers and porous materials from VT6 alloy 用VT6合金生产快速固化纤维和多孔材料
IF 0.8 4区 材料科学 Q4 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2025-10-07 DOI: 10.1007/s11015-025-02015-1
K. S. Senkevich, O. Z. Pozhoga, A. A. Chernyshova

In this study, fibers from industrial titanium alloy VT6 were obtained by pendent drop melt extraction. These rapidly solidified fibers are of interest for the production of porous titanium materials used as dampers, filters, or medical implants. To obtain such materials, the authors have analyzed the microstructure, phase composition, and mechanical properties of the rapidly solidified fibers and obtained porous sintered samples, the characteristics of which have also been studied. Sintering was carried out at 750–950 °C for 2 h. The structure and phase composition were analyzed by optical and electron microscopy, as well as by X‑ray diffraction analysis. The mechanical properties were studied by measuring microhardness and tensile strength (fibers), or by performing compression testing and determining the proportional limit depending on the sintering temperature (sintered materials). It was found that rapid solidification leads to the formation of a metastable phase composition of the alloy, represented by the martensitic α’-phase and β‑phase. The rapidly solidified fibers exhibit high microhardness (447.4 HV), as well as good ductility during tension and cold pressing. It has been established that heating and sintering lead to the martensite breakdown and formation of a lamellar microstructure of the (α+β)-alloy. Temperature greatly affects the morphology of the structure. Higher sintering temperatures also lead to a reduced number of defects in the sintered contact zone, along with an increase in contact size, and an improvement in compressive strength.

本研究采用垂滴熔体萃取法制备工业钛合金VT6纤维。这些快速固化的纤维是生产多孔钛材料的兴趣,用作阻尼器、过滤器或医疗植入物。为了获得这种材料,作者分析了快速凝固纤维的显微组织、相组成和力学性能,获得了多孔烧结样品,并对其特性进行了研究。烧结温度为750-950 °C,烧结时间为2 h。用光学显微镜、电子显微镜和X射线衍射仪对其结构和相组成进行了分析。通过测量显微硬度和拉伸强度(纤维)来研究机械性能,或通过进行压缩测试并确定取决于烧结温度的比例极限(烧结材料)。结果表明,快速凝固导致合金形成以马氏体α′相和β′相为代表的亚稳相。快速凝固的纤维具有较高的显微硬度(447.4 HV),在拉伸和冷压过程中具有良好的延展性。结果表明,加热和烧结导致(α+β)-合金的马氏体击穿,形成层状组织。温度对结构的形貌有很大的影响。较高的烧结温度还导致烧结接触区缺陷数量减少,接触尺寸增加,抗压强度提高。
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引用次数: 0
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