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Enhancing Mechanical Behavior Assessment in Porous Thermal Barrier Coatings using a Machine Learning Fine-Tuned with Genetic Algorithm 利用遗传算法微调机器学习,加强多孔隔热涂层的机械性能评估
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-03-21 DOI: 10.1007/s11666-024-01756-w
Ahmed A. H. Alkurdi, Hani K. Al-Mohair, Paul Rodrigues, Marwa Alazzawi, M. K. Sharma, Atheer Y. Oudah

In this study, a Genetic Algorithm-Enhanced Machine Learning (GAML) model has been established to predict stress variations (σave) and equivalent strain (εcr) in porous thermal barrier coatings (TBCs) subjected to diverse thermal loading conditions. The input parameters encompass loading parameters, geometrical characteristics, and porosity features. Remarkable predictive performance was observed, with determination coefficient values of 0.971 for εcr and 0.939 for σave, emphasizing a robust correlation between predicted and actual values. The hierarchical nature of the GAML model allows latent patterns and relationships within the data to be effectively unveiled. Moreover, the study illustrated that the relevance of each input parameter undergoes substantial changes with variations in output target values, indicating unique sensitivities of each output to specific input parameters. Specifically, at high stress levels, the weight factors of porosity features became more significant in predicting σave due to their direct influence on stress concentration effects, while thermal loading parameters are more effective in predicting εcr. Lastly, through an illustrative example, the model’s utility in facilitating coating design and parameter adjustment for achieving desired mechanical properties was demonstrated.

本研究建立了遗传算法增强机器学习(GAML)模型,用于预测多孔隔热涂层(TBC)在不同热加载条件下的应力变化(σave)和等效应变(εcr)。输入参数包括加载参数、几何特征和孔隙特征。该方法的预测效果显著,εcr 和 σave 的确定系数值分别为 0.971 和 0.939,强调了预测值与实际值之间的稳健相关性。GAML 模型的分层性质可以有效揭示数据中的潜在模式和关系。此外,研究还表明,每个输入参数的相关性会随着输出目标值的变化而发生重大变化,这表明每个输出对特定输入参数具有独特的敏感性。具体来说,在高应力水平下,孔隙率特征的权重因子对应力集中效应有直接影响,因此在预测σave 时更为重要,而热加载参数在预测εcr 时更为有效。最后,通过一个示例展示了该模型在促进涂层设计和参数调整以实现理想机械性能方面的实用性。
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引用次数: 0
Thanks to Our Guest Editors and Reviewers for Their Critical Contributions in 2023 感谢特邀编辑和评论员为《2023》所做的重要贡献
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-03-20 DOI: 10.1007/s11666-024-01755-x
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引用次数: 0
SiC-YAG Coating Microstructure Optimization Through Powder Feedstock Manufacturing Process Control 通过粉末原料生产过程控制优化 SiC-YAG 涂层微观结构
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-03-19 DOI: 10.1007/s11666-024-01750-2
D. Perello-Badia, N. Espallargas

A silicon carbide/yttrium aluminum garnet (SiC/YAG) composite powder feedstock material developed and patented by NTNU (Norway) in 2012 has been used to produce industrial SiC thermal spray coatings since 2014. This powder is the first of its kind in the thermal spray industry. The commercial powder is produced by the agglomerated and sintered route (A&S), making it suitable mostly for High-Velocity Oxygen Fuel, but it can also be produced by the sintered and crushed (S&C) manufacturing route for Atmospheric Plasma Spray (APS). In this work, a S&C route is proposed using jaw crusher, hammer mill, and ball milling techniques. The resulting powders were then deposited using APS and were compared with the reference A&S powder. The chemistry and the microstructure of the powders and coatings were characterized using electron microscopy, x-ray diffraction, and Vickers microhardness. The S&C powders showed a density higher than the A&S powder and a blocky morphology. The S&C powders had almost no internal porosity and kept the same chemical composition as the A&S version. The coatings obtained with the S&C powders outperformed the A&S coatings, having less porosity, higher hardness, and no secondary phases.

挪威国立师范大学(NTNU)于2012年开发了一种碳化硅/钇铝石榴石(SiC/YAG)复合粉末原料材料,并申请了专利,自2014年以来,该材料已被用于生产工业用碳化硅热喷涂涂层。这种粉末在热喷涂行业尚属首例。这种商用粉末是通过团聚和烧结路线(A&S)生产的,因此主要适用于高速氧气燃料,但也可以通过烧结和粉碎路线(S&C)生产,用于大气等离子体喷涂(APS)。在这项工作中,提出了一种使用颚式破碎机、锤式粉碎机和球磨技术的 S&C 路线。然后使用 APS 沉积得到的粉末,并与参考 A&S 粉末进行比较。使用电子显微镜、X 射线衍射和维氏硬度表征了粉末和涂层的化学和微观结构。S&C粉末的密度高于A&S粉末,形态呈块状。S&C 粉末几乎没有内部孔隙,化学成分与 A&S 粉末相同。使用 S&C 粉末获得的涂层性能优于 A&S 涂层,孔隙率更少,硬度更高,并且没有次生相。
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引用次数: 0
Special Issue Featuring Papers from the International Thermal Spray Conference (ITSC) 2023 2023 年国际热喷涂会议 (ITSC) 论文特刊
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-03-15 DOI: 10.1007/s11666-024-01753-z
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引用次数: 0
Mixed-Material Feedstocks for Cold Spray Additive Manufacturing of Metal–Polymer Composites 用于金属聚合物复合材料冷喷增材制造的混合材料原料
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-03-15 DOI: 10.1007/s11666-024-01752-0
Matthew S. Schwenger, Madison S. Kaminskyj, Francis M. Haas, Joseph F. Stanzione III

High-performance polymers such as poly(ether ether ketone) (PEEK) are appealing as composite components for a wide variety of industrial and medical applications due to their excellent thermomechanical properties. However, conventional PEEK metallization methods can often lead to poor quality control, low deposition rate, and high cost. Cold spray is a promising potential alternative to produce polymer–metal composites rapidly and inexpensively due to its relatively mild operating conditions and high throughput. In this study, we investigated the deposition characteristics of metal–polymer composite feedstock, composed of PEEK powder and copper flake in varying ratios, onto a PEEK substrate. Copper-PEEK powder blends were prepared by both hand-mixing and cryogenic milling (cryomilling), which predominantly creates composite particles with micron-scale copper domains coating PEEK particle surfaces. This process non-monotonically affects the relative dominance and length scales of the multiple contributing deposition mechanisms present in mixed-material cold spray. In low-pressure cold spray, deposits showed significant changes in deposition efficiency and composition as a result of milling, with improvements in these characteristics most dramatic at lower Cu fractions. Deposits of a cryomilled blend of nominally 30 vol.% copper in PEEK exhibited minimal porosity under scanning electron microscopy, complete retention of powder composition, and the highest deposition efficiency among all samples tested. Notably, neither neat PEEK nor neat Cu meaningfully deposited at the same mild conditions as this 30 vol.% Cu blend, indicating a synergistic departure from linear mixing rules driven by the relative balance of local deposition interactions (e.g., hard–soft, soft–soft, etc.). Intentional powder and process design toward optimizing this balance may facilitate cold spray metallization applications.

摘要 聚醚醚酮(PEEK)等高性能聚合物具有优异的热机械性能,因此在各种工业和医疗应用中用作复合材料部件非常有吸引力。然而,传统的 PEEK 金属化方法往往会导致质量控制不佳、沉积率低和成本高等问题。冷喷技术因其相对温和的操作条件和高产能,有望成为快速、低成本生产聚合物金属复合材料的潜在替代方法。在本研究中,我们研究了由不同比例的 PEEK 粉末和铜片组成的金属聚合物复合材料原料在 PEEK 基材上的沉积特性。铜-PEEK 粉末混合物是通过手工混合和低温研磨(cryomilling)制备的,这种方法主要是在 PEEK 颗粒表面形成具有微米级铜域涂层的复合颗粒。这一过程非单调地影响了混合材料冷喷中多种沉积机制的相对优势和长度尺度。在低压冷喷中,研磨导致沉积物的沉积效率和成分发生了显著变化,在铜含量较低时,这些特性的改善最为明显。在扫描电子显微镜下,PEEK 中名义上含有 30 Vol.% 铜的低温研磨混合物沉积物显示出最小的孔隙率、完全保留的粉末成分以及所有测试样品中最高的沉积效率。值得注意的是,在与 30 Vol.% 铜混合物相同的温和条件下,纯 PEEK 和纯铜都没有沉积,这表明在局部沉积相互作用(如硬-软、软-软等)相对平衡的驱动下,线性混合规则发生了协同偏离。有意优化这种平衡的粉末和工艺设计可促进冷喷金属化应用。
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引用次数: 0
Effect of Substrate Preheating on Cracking and Wear Resistance of Laser-Cladded Tribaloy T-800 Coatings on DD5 Single-Crystal Alloy 基底预热对 DD5 单晶合金上激光熔覆 Tribaloy T-800 涂层抗开裂和耐磨性的影响
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-03-07 DOI: 10.1007/s11666-024-01748-w
Zhang Guangtai, Liu Weijun, Bian Hongyou, Xing Fei, Xu Xiaowen

This study aims to investigate the impact of substrate preheating on the cracking and wear resistance of laser-clad T-800 alloy coatings on DD5 single-crystal alloy substrates. Two different conditions, namely non-preheated (22 °C) and preheated (300 °C), were employed to deposit T-800 alloy coatings on the surface of DD5 single-crystal alloy using laser cladding technology. The experimental results reveal that substrate preheating at 300 °C reduces the degree of variation in microstructure morphology within each region of the coating. This reduction effectively mitigates the internal stresses caused by the difference in solidification rates of the various parts of the coating, thereby preventing coating cracking. Additionally, the presence of Ni in the DD5 substrate enhances the dilution effect on the coating. Compared to the non-preheated condition, the preheated condition increases the Ni content in the primary Laves phase, secondary spherical Laves phase, and Co-based solid solution of the coating by 6.6%, 7.5%, and 14.8%, respectively, and the Co, Cr, Mo, and Si contents were all reduced. Consequently, this reduces the primary Laves phase and secondary spherical Laves phase precipitation and further inhibits coating cracking. The crack defects within the coating in the non-preheated condition of the substrate weakened its wear resistance. Despite a 13.6% reduction in coating microhardness attributed to preheating of the substrate, the high hardness properties of the T-800 alloy coating were preserved. Moreover, the internal hard Laves phase structure was more diffusely distributed in the softer Co-based solid solution, resulting in improved wear resistance through increased anti-adhesion ability and resistance to hard particles intrusion. Specifically, the preheated coating shows a 14.0% reduction in average coefficient of friction, a 37.9% reduction in mass loss. The wear mechanisms observed in the coatings include abrasive wear, adhesive wear, and oxidative wear.

本研究旨在探讨基体预热对 DD5 单晶合金基体上激光熔覆 T-800 合金涂层的抗裂性和耐磨性的影响。采用激光熔覆技术,在未预热(22 °C)和预热(300 °C)两种不同条件下在 DD5 单晶合金表面沉积 T-800 合金涂层。实验结果表明,300 °C的基底预热降低了涂层各区域内微观结构形态的变化程度。这种降低有效地减轻了涂层各部分凝固速率不同所造成的内应力,从而防止了涂层开裂。此外,DD5 底材中镍的存在还增强了涂层的稀释效果。与非预热条件相比,预热条件下涂层的一级拉维斯相、二级球形拉维斯相和 Co 基固溶体中的 Ni 含量分别增加了 6.6%、7.5% 和 14.8%,而 Co、Cr、Mo 和 Si 的含量均有所降低。因此,这减少了原生 Laves 相和次生球形 Laves 相的析出,进一步抑制了涂层开裂。在基体未预热的情况下,涂层内部的裂纹缺陷削弱了其耐磨性。尽管基体预热导致涂层显微硬度降低了 13.6%,但 T-800 合金涂层的高硬度特性仍得以保留。此外,内部坚硬的 Laves 相结构在较软的 Co 基固溶体中的分布更加分散,从而通过增强抗粘附能力和抗硬颗粒侵入能力提高了耐磨性。具体来说,预热涂层的平均摩擦系数降低了 14.0%,质量损失降低了 37.9%。在涂层中观察到的磨损机制包括磨料磨损、粘着磨损和氧化磨损。
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引用次数: 0
Microstructure, Mechanical, and Corrosion Properties of 304 Stainless Steel-H13 Tool Steel Composite Cold Spray Coatings 304 不锈钢-H13 工具钢复合冷喷涂层的微观结构、机械和腐蚀特性
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-03-04 DOI: 10.1007/s11666-024-01746-y
Kole C. Vollmer, Kyle Johnson, Matthew Dondelinger, Bharat K. Jasthi

The main objective of this work is to investigate the microstructure, mechanical and corrosion properties of 304 stainless steel-H13 composites produced using high pressure cold spray process. 304 stainless steel powders with varying amount of H13 tool steel powders (0, 25, 50 and 75 wt.%) were pre-mixed and cold spray deposited using nitrogen process gas to produce metal-metal composites. H13 tool steel addition improved plastic deformation, reduced porosity, increased microhardness, and tensile properties of 304 cold spray coatings. The tensile properties increased with the increase in H13 tool steel content and with post deposition heat treatment. Post deposition heat treatment at 900 °C significantly improved the tensile strengths and ductility of the composite coatings. However, the wear rate and corrosion susceptibility increased with the tool steel addition in the as-deposited condition, but improved when heat treated to 900 °C. The overall results suggest that the addition of H13 in 304 cold sprayed coatings deposited with nitrogen process gas could be used as a cheaper alternative to helium as well as improve both the microstructure and mechanical properties over pure 304 cold spray coatings.

摘要 这项工作的主要目的是研究使用高压冷喷工艺生产的 304 不锈钢-H13 复合材料的微观结构、机械性能和腐蚀性能。将 304 不锈钢粉末与不同含量的 H13 工具钢粉末(0、25、50 和 75 wt.%)进行预混合,并使用氮气工艺气体进行冷喷沉积,生产出金属-金属复合材料。H13 工具钢的加入改善了 304 冷喷涂层的塑性变形、降低了孔隙率、提高了显微硬度和拉伸性能。拉伸性能随着 H13 工具钢含量的增加和沉积后热处理的进行而提高。900 °C 的沉积后热处理显著提高了复合涂层的拉伸强度和延展性。然而,在沉积状态下,磨损率和腐蚀敏感性随工具钢添加量的增加而增加,但在 900 ℃ 热处理时则有所改善。总体结果表明,在使用氮气工艺气体沉积的 304 冷喷涂层中添加 H13 可作为氦气的廉价替代品,而且与纯 304 冷喷涂层相比,还能改善微观结构和机械性能。
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引用次数: 0
High Entropy Oxides as Promising Materials for Thermal Barrier Topcoats: A Review 高熵氧化物作为热障面漆的理想材料:综述
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-03-04 DOI: 10.1007/s11666-024-01744-0
Hamideh Vakilifard, Hossein Shahbazi, Andre C. Liberati, Rakesh B. Nair Saraswathy, Rogerio S. Lima, Martin D. Pugh, Christian Moreau

Multi-layered thermal barrier coatings (TBCs) are deposited on gas turbine metallic components to protect them against high temperatures, oxidation, and corrosion. However, TBCs have limited working temperatures and lifetimes due to their material properties. Several approaches are tested to increase TBC topcoats' phase stability and properties. Increasing entropy to stabilize phases is a concept introduced in 2004 and required decreasing the Gibbs free energy. Many high entropy ceramics are developed for structural and functional applications, and different types of high entropy oxides (HEOs) are promising TBC ceramics due to their unique characteristics. HEOs are single-phase solid solutions that contain five or more cations, usually a mixture of transition metals and rare-earth elements. Due to the cocktail effect, the final material has a different behavior from its constituents, making it a viable method to improve the properties of traditional materials. Generally, high entropy materials are characterized by three additional phenomena: sluggish diffusion, severe lattice distortion, and high entropy. A review of possible improvements in the lifetime of TBC topcoats using different HEOs in terms of their composition, properties, and stability is presented here. Different HEOs are then examined, and various thermophysical properties, high-temperature stability, and sintering resistance are discussed.

多层热障涂层(TBC)被沉积在燃气轮机金属部件上,以保护其免受高温、氧化和腐蚀的影响。然而,由于其材料特性,TBC 的工作温度和使用寿命有限。为了提高 TBC 面漆的相稳定性和性能,我们测试了几种方法。增加熵来稳定相是 2004 年提出的一个概念,需要降低吉布斯自由能。许多高熵陶瓷都是为结构和功能应用而开发的,不同类型的高熵氧化物(HEOs)因其独特的特性而成为前景广阔的 TBC 陶瓷。高熵氧化物是单相固溶体,含有五个或更多阳离子,通常是过渡金属和稀土元素的混合物。由于鸡尾酒效应,最终材料具有不同于其成分的特性,因此是改善传统材料特性的可行方法。一般来说,高熵材料还具有三种现象:扩散迟缓、晶格严重畸变和高熵。本文从不同高熵材料的组成、特性和稳定性方面,对使用不同高熵材料改善 TBC 面漆寿命的可能性进行了综述。然后研究了不同的 HEO,并讨论了各种热物理性质、高温稳定性和耐烧结性。
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引用次数: 0
Copper Coatings for Antibiotics Reduction in Fattening Livestock 减少育肥家畜使用抗生素的铜涂层
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-02-28 DOI: 10.1007/s11666-024-01742-2
Lukas Möhrke, Michél Hauer, Andreas Gericke, Anne Breitrück, Bernd Kreikemeyer, Knuth-Michael Henkel

In the current work, twin-wire arc-sprayed copper coatings are investigated to reduce the spread of pathogenic germs in broiler farming. Compressed air and nitrogen are used as process gasses, while the coating torches are varied. The results demonstrate a reduction of 99% pathogenic load due to the presence of coatings in comparison with the uncoated nickel-chromium-steel. This accounts especially for the bacterial strains E.coli, S.aureus and E.cecorum, which are the predominant bacteria in broiler farming. Moreover, posttreatment processes like cold plasma, tungsten inert gas arc processing and shot peening are investigated to further increase the bactericidal properties and abrasion resistance characteristics of the coatings. Further investigations involve the microstructure and the electrical conductivity of the coatings. In this work, it is demonstrated that copper-coated surfaces have an inhibitory effect on bacterial growth of the three investigated bacterial strains compared to the uncoated bulk nickel-chromium-steel material.

在当前的工作中,研究了双丝电弧喷涂铜涂层,以减少肉鸡养殖中病原菌的传播。压缩空气和氮气被用作工艺气体,而涂层火炬则各不相同。结果表明,与未涂层的镍铬钢相比,涂层的存在减少了 99% 的致病菌量。尤其是大肠杆菌、金黄色葡萄球菌和大肠埃希氏菌等肉鸡养殖中的主要细菌。此外,还研究了冷等离子体、钨惰性气体电弧处理和喷丸等后处理工艺,以进一步提高涂层的杀菌性能和耐磨特性。进一步的研究涉及涂层的微观结构和导电性。这项研究表明,与未涂层的镍铬钢材料相比,铜涂层表面对三种受研究细菌菌株的生长具有抑制作用。
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引用次数: 0
Microstructure and High-Temperature Tribological Properties of Nickel-Based Composite Coatings with Laser In Situ Induced TiC and MoSi2 Reinforcement 激光原位诱导 TiC 和 MoSi2 增强镍基复合涂层的微观结构和高温摩擦学特性
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-02-28 DOI: 10.1007/s11666-024-01731-5
Silong Cao, Pu Zhang, Shuai Feng, Jiansong Zhou

In order to improve the tribological properties of Inconel 718 alloy at elevated temperature, nickel-based composite coatings with in situ TiC and MoSi2 reinforcement were deposited onto Inconel 718 alloy via laser cladding the complex Hastelloy C276 alloy and Ti3SiC2 powder in this study. The influences of the in situ TiC and MoSi2 reinforcement from the complete decomposition of Ti3SiC2 powders on the microstructure, mechanical and tribological properties of prepared coatings were systematically investigated. These coatings exhibited a microstructure consisting of coarse γ-Ni dendrites, slender interdendritic MoSi2 phases, and TiC ellipsoidal particles. The inclusion of an appropriate amount of in situ fine TiC and MoSi2 precipitates significantly inhibited the directional growth and coarsening of γ-Ni dendrites, resulting in improved mechanical properties and wear resistance. Among the three types of coatings applied through laser cladding, the Ni-based composite coating with 20 wt.% Ti3SiC2 addition demonstrated relatively high hardness (538.4 HV0.3) and flexural strength (1651.37 MPa), coupled with a lower mean friction coefficient (0.39) and wear rate (3.16 × 10–5 mm3/N m) at 30 °C. These TiC and MoSi2 reinforcements proved effective in reducing cutting stress and resisting plastic deformation, thereby enhancing friction coefficients and wear rates across the temperature range from 30 to 400 °C. The prepared coatings also exhibited promising wear resistance at 800 °C, attributed to the formation of protective tribofilm oxidative layers. However, the breakage of the lubricating tribofilms caused obvious wear damage and exacerbated friction coefficients and wear rates at 1000 °C.

摘要 为了改善 Inconel 718 合金在高温下的摩擦学性能,本研究通过激光熔覆复合 Hastelloy C276 合金和 Ti3SiC2 粉末,在 Inconel 718 合金上沉积了原位 TiC 和 MoSi2 增强的镍基复合涂层。研究系统地考察了完全分解 Ti3SiC2 粉末后原位 TiC 和 MoSi2 增强层对所制备涂层的微观结构、机械性能和摩擦学性能的影响。这些涂层的微观结构由粗大的 γ-Ni 树枝晶、细长的树枝间 MoSi2 相和 TiC 椭圆形颗粒组成。加入适量的原位细 TiC 和 MoSi2 沉淀物可显著抑制γ-Ni 树枝晶的定向生长和粗化,从而提高机械性能和耐磨性。在通过激光熔覆的三种涂层中,添加了 20 wt.% Ti3SiC2 的镍基复合涂层在 30 °C 时表现出相对较高的硬度(538.4 HV0.3)和抗弯强度(1651.37 MPa),以及较低的平均摩擦系数(0.39)和磨损率(3.16 × 10-5 mm3/N m)。事实证明,这些 TiC 和 MoSi2 增强材料可有效降低切削应力和抵抗塑性变形,从而在 30 至 400 °C 的温度范围内提高摩擦系数和磨损率。由于形成了三膜氧化保护层,所制备的涂层在 800 °C 时也表现出良好的耐磨性。然而,润滑三膜的破损造成了明显的磨损破坏,并加剧了 1000 °C 时的摩擦系数和磨损率。
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引用次数: 0
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Journal of Thermal Spray Technology
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