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Analysis of Data Generation and Preparation for Porosity Prediction in Cold Spray using Machine Learning 利用机器学习分析冷喷中孔隙率预测的数据生成和准备工作
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-04-10 DOI: 10.1007/s11666-024-01760-0
Martin Eberle, Samuel Pinches, Max Osborne, Kai Qin, Andrew Ang

Cold spray is an additive manufacturing and coating process in which powder particles are accelerated to supersonic speeds without melting them and then deposit on a surface to form a layer of a coating. Process parameters and materials affect the characteristics of manufactured parts and therefore must be chosen with care. Machine learning (ML) techniques have been specifically applied in additive manufacturing for tasks such as predicting and characterizing porosity. Machine learning algorithms can learn how a variation in the input spray parameters affects annotated output data, such as experimentally measured part properties. In this work, a dataset was developed from experiments reported in published academic papers, to train ML algorithms for the porosity prediction of cold spray manufactured parts. Data cleaning steps, such as null value replacement and categorical feature handling, were applied to prepare the dataset for the training of different ML models. The dataset was split into training and testing portions, and floating feature selection and hyperparameter optimization were performed using parts of the training set. A final evaluation of all trained models, using the test portion of the dataset, showed that a prediction accuracy with an average deviation of 0-2% porosity of the predicted values compared to the true values can be achieved.

Graphical Abstract

冷喷是一种增材制造和涂层工艺,粉末颗粒在不熔化的情况下被加速到超音速,然后沉积在表面上形成一层涂层。工艺参数和材料会影响制造部件的特性,因此必须谨慎选择。机器学习(ML)技术已被专门应用于增材制造中的预测和表征孔隙率等任务。机器学习算法可以了解输入喷射参数的变化如何影响注释输出数据,如实验测量的零件特性。在这项工作中,根据已发表的学术论文中的实验报告开发了一个数据集,用于训练冷喷制造部件孔隙率预测的 ML 算法。数据清理步骤包括空值替换和分类特征处理,以便为训练不同的 ML 模型准备数据集。数据集被分成训练和测试两部分,并使用部分训练集进行浮动特征选择和超参数优化。使用数据集的测试部分对所有训练好的模型进行的最终评估表明,可以达到预测准确度,预测值与真实值相比,平均孔隙度偏差为 0-2%。
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引用次数: 0
Effect of Gd2O3 Addition on High-Temperature Oxidation Performance of NiCoCrAlYTa Coatings 添加 Gd2O3 对 NiCoCrAlYTa 涂层高温氧化性能的影响
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-04-01 DOI: 10.1007/s11666-024-01757-9
Anying Liu, Xiufang Cui, Yongzhi Jing, Zhuo Chen, Zhijia Zhang, Dianchao Liu, Xinhe Wang, Qicheng Li, Guo Jin

Herein, the effects of Gd2O3 on the laser cladding NiCoCrAlYTa coatings in terms of microstructure, phase structures, high temperature oxidation behaviors were investigated. The results showed that the addition of Gd2O3 changed the composition of coating phases, promoted homogeneous phase distribution, reduced porosity and improved coating density. During oxidation at 1100 °C for 150 h, the increase in the content of added Gd2O3 (at mass fractions of 0, 0.5, 1, 2, 5 and 10%) exhibited an initial inhibitory and then increased effect on the weight-gain rate of the coatings. Overall, 1% Gd2O3 addition resulted in the greatest improvement in the oxidation resistance of the coatings, with 49.58% decreases in oxidation kinetic constants, respectively, compared with those of unmodified coatings. However, at a Gd2O3 content of 10%, the thermally grown oxide on the coating surface exhibited large flaking areas. The high-temperature oxidation kinetic parameters of the coatings exhibited an inverted parabolic form with increasing Gd2O3 content. The higher Gd2O3 content led to the formation of excessive oxygen diffusion channels along grain boundaries, which is the reason for the decrease in the anti-oxidant performance of the coating.

摘要 本文研究了 Gd2O3 对激光熔覆 NiCoCrAlYTa 涂层微观结构、相结构和高温氧化行为的影响。结果表明,Gd2O3 的加入改变了涂层相的组成,促进了相的均匀分布,降低了孔隙率,提高了涂层致密性。在 1100 °C 下氧化 150 小时期间,Gd2O3 添加量的增加(质量分数分别为 0、0.5、1、2、5 和 10%)对涂层增重率的影响是先抑制后增加。总体而言,添加 1%的 Gd2O3 对涂层抗氧化性的改善最大,与未改性涂层相比,氧化动力学常数分别降低了 49.58%。然而,当 Gd2O3 含量为 10%时,涂层表面热生长的氧化物出现大面积剥落。随着 Gd2O3 含量的增加,涂层的高温氧化动力学参数呈现倒抛物线形式。较高的 Gd2O3 含量导致沿晶界形成过多的氧扩散通道,这是涂层抗氧化性能下降的原因。
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引用次数: 0
High Velocity Air Fuel Spraying for Metal Additive Manufacturing - A Study on Copper 用于金属增材制造的高速空气燃料喷涂--关于铜的研究
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-03-28 DOI: 10.1007/s11666-024-01759-7
M. P. Sreerag, V. Abhijith Vijay, S. Varalakshmi, B. Rajasekaran

Owing to its reflectivity, Copper manufacturing has always been challenging through laser-based additive manufacturing. In this study, we demonstrate additive/bulk manufacturing of copper using high velocity air fuel (HVAF) spray technology, an emerging variant in the thermal spray family. Rapid deposition of millimeter scale copper parts with good mechanical integrity and decent ductility, comparable to that of cold spray, has been shown feasible. The mechanical properties measured along different built directions showed no significance to be considered anisotropic. Electron backscattered diffraction analysis revealed the possibility of developing favorable bimodal grain distribution with a high volume fraction of ultrafine grains (>50%). However, the intersplat porosities and continuous pores were found to be detrimental despite the low overall porosity. HVAF technology demonstrates great potential and appears to be a promising process methodology for bulk/additive manufacturing of metals with a rapid production rate.

Graphical Abstract

由于铜具有反射性,通过激光增材制造铜一直是一项挑战。在本研究中,我们展示了使用高速空气燃料(HVAF)喷涂技术(热喷涂系列中的一种新兴变体)进行铜的快速成型/批量制造。研究表明,快速沉积毫米级铜零件具有良好的机械完整性和延展性,可与冷喷涂技术相媲美。沿不同建造方向测量的机械性能没有显示出各向异性。电子反向散射衍射分析表明,在高体积分数(50%)的超细晶粒的作用下,有可能形成良好的双峰晶粒分布。然而,尽管总体孔隙率较低,但发现板间孔隙率和连续孔隙是有害的。HVAF 技术显示出巨大的潜力,似乎是一种很有前途的工艺方法,可用于批量/快速生产金属添加剂。
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引用次数: 0
Multipurpose Additives Toward Improving the Polymer Cold Spray Process 改进聚合物冷喷工艺的多用途添加剂
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-03-27 DOI: 10.1007/s11666-024-01745-z
Tristan W. Bacha, Francis M. Haas, Isaac M. Nault, Joseph F. Stanzione III

Polymers have proven to be challenging to cold spray, particularly with high efficiency and quality when using inexpensive nitrogen (N2) and air propellants. Helium (He), when used as a process propellant, can improve spray deposit properties but is often undesirable due to its limited availability and high cost. In this study, additives of multiple particle sizes and materials were mixed with polymer powder in an effort to improve the performance of polymer sprays using mainly N2 as a process propellant. The effects of hard-phase additives on deposit microstructure were investigated by precise ion beam polishing of deposit cross sections and subsequent electron microscope imaging. Additional metrics including the density and post-spray composition of deposits were investigated to quantify the peening effect and the amount of embedded additive. Additives, regardless of size, were observed to embed in the spray deposits. Additionally, hard-phase additives demonstrated nozzle cleaning properties that continually remove polymer fouling on the nozzle walls. Inversely, sprays with polymer powder and no additives tended to clog the nozzle throat and diverging section because of continual fouling.

摘要 事实证明,聚合物的冷喷具有挑战性,尤其是在使用廉价的氮气(N2)和空气推进剂时,很难实现高效率和高质量。氦气(He)用作工艺推进剂时,可以改善喷雾沉积物的性能,但由于其供应有限且成本高昂,通常不受欢迎。在本研究中,多种粒度和材料的添加剂与聚合物粉末混合,以改善主要使用 N2 作为工艺推进剂的聚合物喷雾的性能。通过对沉积物横截面进行精确的离子束抛光以及随后的电子显微镜成像,研究了硬相添加剂对沉积物微观结构的影响。此外,还研究了沉积物的密度和喷射后成分等其他指标,以量化强化效果和嵌入添加剂的数量。据观察,添加剂无论大小都会嵌入喷雾沉积物中。此外,硬相添加剂还具有喷嘴清洁特性,可持续清除喷嘴壁上的聚合物污垢。相反,含有聚合物粉末但不含添加剂的喷雾由于持续结垢,往往会堵塞喷嘴喉部和发散部分。
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引用次数: 0
Comparative Analysis of Microstructural and Mechanical Attributes in Low-Pressure Cold-Spray Coatings: Impact of Varied Cu Feedstock Powders 低压冷喷涂层中微观结构和机械属性的对比分析:不同铜原料粉末的影响
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-03-26 DOI: 10.1007/s11666-024-01762-y
Niloofar Eftekhari, Hamid Jahed

In this study, the role of feedstock powder in influencing the characteristics of cold spray deposition is explored. Four distinct types of Cu feedstock powders, derived through electrolysis and employing varied gas atomization methods, are applied to a Cu substrate via low-pressure cold spray coating. We investigated the impact of feedstock powder on the resultant coatings' microstructure and mechanical properties. A comprehensive statistical model is developed, considering the cold spray parameters, weight change, coating thickness, and discerning their significance and interactions. Optimal conditions for carrier gas temperature and pressure are identified at approximately 400 °C and 1.99 MPa, respectively, consistent across all Cu powders. Velocity analysis reveals particle velocities ranging from 373 to 564 m/s under these optimal conditions. Coatings deposited using satellite-free gas-atomized powder, characterized by enhanced sphericity, exhibit superior characteristics, including minimal porosity (0.66 ± 0.35%), high flattening ratio (3.57 ± 1.51), elevated microhardness (107 ± 3 HV) and high bonding strength (20.7 ± 2.3 MPa). In contrast, coatings deposited with gas-atomized powder featuring microsatellite particles and electrolytic powder with irregular shapes display distinct properties. The observed trends are attributed to lower oxygen content and reduced oxide levels near the surface of the more spherical, satellite-free powder. This powder also demonstrates heightened plastic deformation during deposition. The increased peening effect of satellite-free gas-atomized powder during cold spray results in elevated dynamic recrystallization near the substrate surface, leading to smaller grains at the interface. Microstructural evolution analysis, utilizing electron backscatter diffraction, further elucidates the heterogeneous deformation and grain refinement occurring in Cu splats during cold spray coating.

本研究探讨了原料粉末对冷喷沉积特性的影响。四种不同类型的铜原料粉末是通过电解并采用不同的气体雾化方法得到的,它们通过低压冷喷涂被应用于铜基底。我们研究了原料粉末对涂层微观结构和机械性能的影响。我们建立了一个综合统计模型,考虑了冷喷参数、重量变化、涂层厚度,并辨别了它们的重要性和相互作用。确定了载气温度和压力的最佳条件,分别约为 400 °C 和 1.99 MPa,所有铜粉均一致。速度分析表明,在这些最佳条件下,颗粒的速度范围为 373 至 564 m/s。使用无卫星气雾化粉末沉积的涂层具有球形度增强的特点,表现出卓越的特性,包括孔隙率最小(0.66 ± 0.35%)、扁平率高(3.57 ± 1.51)、显微硬度高(107 ± 3 HV)和结合强度高(20.7 ± 2.3 MPa)。相比之下,使用具有微卫星颗粒的气体原子化粉末和不规则形状的电解粉末沉积的涂层则显示出截然不同的特性。观察到的趋势归因于较低的氧含量和较球形、无卫星粉末表面附近氧化物含量的降低。这种粉末在沉积过程中还会产生更大的塑性变形。无卫星气体原子化粉末在冷喷涂过程中产生的强化效应导致基材表面附近的动态再结晶增加,从而使界面处的晶粒变小。利用电子反向散射衍射进行的微观结构演变分析进一步阐明了冷喷涂过程中在铜溅镀层中发生的异质变形和晶粒细化。
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引用次数: 0
Fabrication and Corrosion Resistance of Al-Co-Ce Amorphous Alloy Coating by a Combined Process of Thermal Spraying and Pulsed Electron Beam Surface Remelting 通过热喷涂和脉冲电子束表面重熔联合工艺制作铝-铜-铈非晶合金涂层并提高其耐腐蚀性能
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-03-26 DOI: 10.1007/s11666-024-01761-z
Chunling Li, Huang Chen, Hongbo Wang, Mingli Lv, Tinglei He, Shuangqing Sun, Songqing Hu

The surface modification technology based on high current pulsed electron beam (HCPEB) can eliminate the porous structure of thermal sprayed coatings and obtain amorphous coatings with excellent corrosion resistance. In this study, Al-Co-Ce master alloy and powder were firstly prepared, followed by the preparation of an Al-Co-Ce alloy coating on Q235 steel substrate using high velocity flame (HVOF) spraying technology. Finally, HVOF sprayed coating was irradiated and remelted by HCPEB to change its porous crystalline microstructure into dense and amorphous form which greatly enhances its corrosion resistance. The combination of thermal spraying and HCPEB surface remelting proposed in this study provides a new process for preparing Al-Co-Ce amorphous alloy coatings.

Graphic Abstract

Diagram of surface structural transformation of Al-Co-Ce coating

基于高电流脉冲电子束(HCPEB)的表面改性技术可以消除热喷涂涂层的多孔结构,获得具有优异耐腐蚀性能的非晶态涂层。本研究首先制备了 Al-Co-Ce 母合金和粉末,然后采用高速火焰(HVOF)喷涂技术在 Q235 钢基材上制备了 Al-Co-Ce 合金涂层。最后,用 HCPEB 对 HVOF 喷射涂层进行辐照和重熔,使其多孔结晶微观结构转变为致密的非晶态,从而大大提高了其耐腐蚀性能。本研究提出的热喷涂和 HCPEB 表面重熔相结合的方法为制备 Al-Co-Ce 非晶合金涂层提供了一种新工艺。
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引用次数: 0
Cold Sprayed Deposits Characterized by Positron Annihilation Spectroscopy 用正电子湮没能谱表征冷喷涂沉积物
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-03-25 DOI: 10.1007/s11666-024-01763-x
Jan Cizek, Jan Medricky, Filip Stefanik, Franisek Lukac, Jan Cupera, Jan Kondas, Reeti Singh, Oksana Melikhova, Petr Hruska, Jakub Cizek

Cold spray (CS) is a rapid additive manufacturing method for deposition of metallic materials at rates significantly exceeding the laser-based methods, while retaining high deposit quality and low process cost. The mechanisms of the high-rate, extensive deformation of the materials in the CS process were recently intensively studied on macro- and meso-levels. In this paper, we introduce positron annihilation spectroscopy as a viable and reliable analytical method to study lattice defects created in the cold sprayed materials on the atomic-scale level. For the first demonstration, four different base metals were selected (Al, Cu, Ni, and Ti). A high density of dislocations was observed in all four deposits. In addition, deposits of fcc metals (Al, Cu, and Ni) also contain a considerable concentration of vacancy clusters. The results show that the extremely fast deformation in cold spray deposition process prevents recovery of vacancies which tend to agglomerate into clusters.

冷喷(CS)是一种快速添加制造方法,其金属材料的沉积速率大大超过激光方法,同时还能保持较高的沉积质量和较低的工艺成本。最近,人们从宏观和中观层面深入研究了 CS 过程中材料高速、大范围变形的机理。在本文中,我们将正电子湮没光谱法作为一种可行、可靠的分析方法,用于研究冷喷材料在原子尺度上产生的晶格缺陷。首次演示选择了四种不同的贱金属(Al、Cu、Ni 和 Ti)。在所有四种沉积物中都观察到了高密度的位错。此外,ccc 金属(铝、铜和镍)的沉积物也含有相当高密度的空位簇。结果表明,冷喷沉积过程中极快的变形阻止了空位的恢复,而空位往往会聚集成团。
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引用次数: 0
A Comparative Study on Wear Resistance of Cold-Sprayed Aluminum/Quasicrystal Composite Coatings 冷喷铝/准晶复合涂层耐磨性对比研究
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-03-25 DOI: 10.1007/s11666-024-01758-8
Reza Jafari, Jan Cizek, Frantisek Lukac, Ladislav Cvrcek, Matej Buril, Jan Walter, Mari Honkanen, Minnamari Vippola, Heli Koivuluoto

Cold spray (CS) technology has proven a great potential in the production of composite coatings, enabling the production of materials with superior qualities such as enhanced tribological behavior. This study aims to investigate the tribological properties of CS Al-based composite coatings reinforced by quasicrystalline (QC) particles. Two different Al alloys were used as the matrix, AA 6061 and AA 2024, and mixed with Al-based QC particles (Al-Cr-Fe-Cu) at different Al/QC ratios. A room-temperature ball-on-disc test was then used to evaluate the wear resistance of the composite CS coatings in air and compared to those of the non-reinforced Al alloy CS coatings as well as a cast counterpart (AA 6061-T6). We have demonstrated that CS could be employed to produce thick and dense Al-QC composites that can retain up to about 50 wt.% QC reinforcement in the structure. The incorporation of the QC particles increased the wear resistance by a factor of 7.

冷喷(CS)技术已被证明在生产复合涂层方面具有巨大潜力,可生产出具有卓越品质(如增强摩擦学行为)的材料。本研究旨在探讨由准晶体(QC)颗粒增强的 CS 铝基复合涂层的摩擦学特性。研究使用了两种不同的铝合金(AA 6061 和 AA 2024)作为基体,并以不同的铝/QC 比混合了铝基 QC 颗粒(铝-铬-铁-铜)。然后使用室温球盘试验来评估复合 CS 涂层在空气中的耐磨性,并与非增强型铝合金 CS 涂层和铸件(AA 6061-T6)的耐磨性进行比较。我们已经证明,CS 可以用来生产厚而致密的 Al-QC 复合材料,在结构上可以保留高达约 50 wt.% 的 QC 增强成分。QC 颗粒的加入使耐磨性提高了 7 倍。
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引用次数: 0
Preparation of Plasma Sprayed GDC Electrolytes for Metal-Supported Solid Oxide Fuel Cells 制备用于金属支撑型固体氧化物燃料电池的等离子喷涂 GDC 电解质
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-03-21 DOI: 10.1007/s11666-024-01751-1
Mengting Zhang, Chen Song, Kaisheng Lin, Min Liu, Ke Du, Kui Wen, Taikai Liu, Jie Mao, Xiaofeng Zhang, Hanlin Liao, Kesong Zhou

For metal-supported solid oxide fuel cells, gadolinium-doped cerium ceria (GDC) is one of the most promising electrolyte materials due to its high ionic conductivity at medium and low temperatures. However, using traditional sintering method to prepare GDC electrolytes at high temperature can lead to interdiffusion between the metal supports, electrolytes, and electrodes, which can seriously impact cell performance. In this paper, the GDC electrolytes were prepared using atmospheric plasma spraying technology, which could avoid the issue of high-temperature sintering. The effects of different spraying distances on the microstructure, interface, and cell performance were studied. The results show that the cell performance is optimal when the spraying distance is 80 mm. The open-circuit voltages of the single cell at 500, 600, and 700 °C are 0.866 V, 0.82 V, and 0.75 V, respectively. The peak power densities at these temperatures are 66.2, 182.8, and 386 mW/cm2, respectively. It provides a reference value for the commercialization of metal-supported solid oxide fuel cells prepared by plasma spraying.

对于金属支撑型固体氧化物燃料电池,掺钆铈(GDC)因其在中低温下的高离子电导率而成为最有前途的电解质材料之一。然而,在高温下使用传统的烧结方法制备 GDC 电解质会导致金属支架、电解质和电极之间的相互扩散,从而严重影响电池性能。本文采用大气等离子体喷涂技术制备 GDC 电解质,避免了高温烧结的问题。研究了不同喷涂距离对微观结构、界面和电池性能的影响。结果表明,当喷涂距离为 80 毫米时,电池性能最佳。单电池在 500、600 和 700 °C 时的开路电压分别为 0.866 V、0.82 V 和 0.75 V。在这些温度下的峰值功率密度分别为 66.2、182.8 和 386 mW/cm2。这为等离子喷涂法制备的金属支撑固体氧化物燃料电池的商业化提供了参考值。
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引用次数: 0
A Three-Dimensional Damaged Region Contour Extraction Approach for Cold Spray Repair 用于冷喷修复的三维损伤区域轮廓提取方法
IF 3.2 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2024-03-21 DOI: 10.1007/s11666-024-01754-y
Fei Huang, Wenbo Li, Rija Nirina Raoelison, Christophe Verdy, Hanlin Liao, Sihao Deng

With multiple merits compared with thermal spray, cold spray technology is widely applied for various application fields. As part of an intelligent cold spray repair system, an approach for three-dimensional (3D) damage region contour extraction is proposed, which is without nominal Computer-Aided Design models and prior knowledge of damaged workpieces. Moreover, due to partially image processing based, the computation load of the proposed method is lower caused by partially avoiding the 3D point cloud processing. According to the results, it is capable to handle the uneven, sparse and unorganized point cloud to precisely extract 3D contour of damage region. The effectiveness of the proposed approach is highlight. Furthermore, the proposed methods on 3D cloud point to grayscale conversion, two-dimensional (2D) edge detection on images, 3D contour reconstruction from 2D edge are also promising for point cloud processing in other application fields.

与热喷涂相比,冷喷技术具有多种优点,被广泛应用于各个领域。作为智能冷喷修复系统的一部分,本文提出了一种三维(3D)损伤区域轮廓提取方法,该方法无需计算机辅助设计模型和损伤工件的先验知识。此外,由于该方法部分基于图像处理,因此部分避免了三维点云处理,从而降低了计算负荷。结果表明,该方法能够处理不平整、稀疏和无组织的点云,从而精确提取损坏区域的三维轮廓。所提方法的有效性凸显出来。此外,所提出的三维云点灰度转换、图像二维(2D)边缘检测、从二维边缘重建三维轮廓等方法在其他应用领域的点云处理中也大有可为。
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引用次数: 0
期刊
Journal of Thermal Spray Technology
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