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Innovative Coatings for a Greener Sky: The 2026 Strategic Roadmap for Thermal Spray and PVD Coatings 创新涂料为更绿色的天空:2026年热喷涂和PVD涂料的战略路线图
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2026-07-29 DOI: 10.1007/s11666-026-02276-5
Andrew Ang, Thibaut Archer, Farzam Arhami, Mettupalayam Balachander, Kantesh Balani, Dominique Billières, Ann Bolcavage, Giovanni Bolelli, Marjorie Cavarroc-Weimer, Sophie Costil, Nicholas Curry, Alain Denoirjean, Ali Dolatabadi, Alice Dolmaire, William Duarte, David Dublanche, Julien Escobar, Alice Fabre, Gaël Fick, Guillaume Fradet, Frank Gärtner, Edward J. Gildersleeve, Mohit Gupta, Jonathan Gutleber, Makoto Hasegawa, Bryan J. Harder, Brian Hazel, Hendrik Heinemann, Xianghui Hou, Tanvir Hussain, Eric Irissou, Mehdi Jadidi, Cédric Jaoul, Maria Ophelia Jarligo, Bertrand Jodoin, Shrikant Joshi, Andreas Killinger, Jolanta E. Klemberg-Sapieha, Komal Laul, Chang-Jiu Li, André C. Liberati, Rocco Lupoi, Gilles Mariaux, Ludvik Martinu, André McDonald, Christian Moreau, Majid Nabavi, Aleksandra Nastic, Ahmet Hilmi Paksoy, Cédric Poupon, Vincent Rat, Óscar Rojas, Céline Ruelle, Pierre Sallot, Daniel Scotson, Christian Semmler, Serge Selezneff, Sophie Senani de Monredon, Kentaro Shinoda, Pawel Sokolowski, Uwe Schulz, Moussa Tembely, Filofteia-Laura Toma, Pascal Tristant, Thibaut Van Hoof, Armelle Vardelle, Robert Vassen, Scott Wilson, Ping Xiao, Guan-Jun Yang, Shuo Yin, Stephen Yue, Tianqi Zhu

A decade after the JTST released its roadmap on thermal spray, which emphasized the processes, coatings, and applications of thermal spray, the current roadmap shifts its focus to spray processes and vapor deposition methods aimed at decarbonizing aviation. Academic and industry experts are collaborating to share insights on how thermal spray and vapor deposition techniques and coatings can advance sustainable aviation and the necessary research to overcome associated challenges. This roadmap can serve as a valuable reference point for researchers aiming to understand the field’s trajectory and identify critical gaps to address.

在JTST发布热喷涂路线图(强调热喷涂的工艺、涂层和应用)十年之后,当前的路线图将重点转移到旨在使航空脱碳的喷涂工艺和气相沉积方法上。学术界和行业专家正在合作,就热喷涂和气相沉积技术和涂层如何推进可持续航空发展以及克服相关挑战的必要研究分享见解。该路线图可以作为有价值的参考点,帮助研究人员了解该领域的发展轨迹,并确定需要解决的关键差距。
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引用次数: 0
Special Issue on Intelligent Coating Processes 智能涂层工艺特刊
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2026-07-29 DOI: 10.1007/s11666-026-02301-7
Alejandro Vargas-Uscategui, Ali Dolatabadi, Anssi Laukkanen
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引用次数: 0
Investigation of Criteria for Wire-Arc Spraying Process Stability 电弧丝喷涂工艺稳定性标准的研究
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2026-07-27 DOI: 10.1007/s11666-026-02282-7
K. Bobzin, Thorsten Papenbrock, H. Heinemann, M. Erck, Marcian Seeger, L. M. Johann

Wire-Arc Spraying (WAS) is an economical and widely used thermal spray process. Applications include corrosion protection coatings on offshore wind power plants. While WAS is cost-efficient and technologically well-developed, the high process complexity results in a lack of physics-based models. The process is characterized by fluctuations of an electric arc which moves along the wire tips. Regular, periodic process fluctuations, caused by droplet detachment and the corresponding arc movement, are intrinsic to WAS. However, irregular, aperiodic fluctuations, such as arc interruptions, indicate an unstable process and must be avoided. These irregular fluctuations can lead to plant downtime, coating defects and therefore an increase in maintenance and quality control costs. This study employs time-series anomaly detection algorithms on WAS sensor data and introduces a novel optimization criterion, σL, which is specifically derived for thermal spraying processes for the purpose of process stability assessment. To collect the necessary time-series data, a sensor unit was set up on a WAS system. ZnAl15 wire and Fe62Si12B8C4Nb2Mo2Cr10 cored wire were used as feedstock materials. ZnAl15 spraying included multiple experimental runs according to the design of experiment methodology. The ZnAl15 coatings were applied onto C45 steel substrate. Each sample was weighed before and after spraying to determine the deposition efficiency. Voltage and electric current in every experiment were measured at a sampling rate of 500 kHz. Fast Fourier Transformations (FFT) were calculated on the electrical resistance, which was derived by Ohm’s law. The signal analysis revealed WAS process-related fundamental frequencies in the range of 0.5-1.0 kHz, alongside frequencies at 20 kHz, which stem from the power control unit. The novel criterion σL is calculated on the first range of frequencies. The fact that σL shows low sensitivity to regular process fluctuations makes it superior to conventional metrics. By generalized linear modeling, σL as well as the deposition efficiency were fitted to the investigated parameters. Combining σL and known anomaly detection algorithms such as thresholding and k-means allows for the detection of detrimental fluctuations and process interruptions.

电弧喷涂(WAS)是一种经济且应用广泛的热喷涂工艺。应用包括海上风力发电厂的防腐涂层。虽然WAS具有成本效益和技术发达,但高过程复杂性导致缺乏基于物理的模型。该过程的特点是沿导线尖端移动的电弧的波动。由液滴脱落和相应的电弧运动引起的规律的、周期性的过程波动是WAS固有的。然而,不规则的、非周期性的波动,如电弧中断,表明过程不稳定,必须避免。这些不规则的波动可能导致工厂停工,涂层缺陷,从而增加维护和质量控制成本。本文采用时间序列异常检测算法对WAS传感器数据进行异常检测,并引入了一种新的优化准则σL,该准则是专门针对热喷涂过程导出的,用于过程稳定性评估。为了收集必要的时间序列数据,在was系统上设置了一个传感器单元。以ZnAl15丝和Fe62Si12B8C4Nb2Mo2Cr10包芯丝为原料。根据实验方法学的设计,ZnAl15喷涂包括多次试验。将ZnAl15涂层涂在C45钢基体上。每个样品在喷涂前后称重,以确定沉积效率。每个实验的电压和电流都以500khz的采样率进行测量。利用欧姆定律对电阻进行了快速傅里叶变换。信号分析显示WAS过程相关的基频在0.5-1.0 kHz范围内,以及来自电源控制单元的20 kHz频率。新准则σL在第一频率范围内计算。σL对常规工艺波动的敏感性较低,优于常规指标。通过广义线性模型,将σL和沉积效率拟合到所研究的参数中。结合σL和已知的异常检测算法,如阈值和k-means允许检测有害的波动和过程中断。
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引用次数: 0
Validation of a Digital Twin for Cold Spray Supersonic Deposition: A Literature-Based Case Study for Melt-less Additive Manufacture of IN718 冷喷涂超声沉积数字孪生体的验证:基于文献的IN718无熔体增材制造案例研究
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2026-07-15 DOI: 10.1007/s11666-026-02284-5
Muhammad Faizan-Ur-Rab, Saden H. Zahiri

Cold spray is a coating process as well as rapidly emerging and scalable solid-state robotic additive manufacturing technology. Its high deposition rates (+10 kg/hr) allow for manufacturing of near net shape large metal and composite structures. For example, it is possible to additive manufacture near net shape IN718 parts directly from powder in addition to coating and repair of critical components for high-temperature applications and aviation industries. The challenge is that successful cold spray deposition of IN718 depends on careful optimization of multiple processing parameters. This study examines a developed digital twin for cold spraying to overcome the time-consuming optimization process for IN718 deposition with consideration of independently published data. This approach was taken to achieve realistic validation for Cold Spray Digital Twin (CSDT) that could eventually lead to an autonomous cold spray deposition capability. The CSDT was constructed according to a calibrated and validated three-dimensional (3D) multicomponent CFD model for visualization of cold spray supersonic flow combined with all input parameters of the industry-scale cold spray systems. The predicted in-flight particle temperature and velocity that are difficult to measure experimentally are reported. The results from CSDT simulations were in agreement with the three experimental studies with consideration of 10-15% error achieved through the 3D model calibration process. The CSDT capabilities were successfully applied to visualize and discuss the IN718 deposition in relation to cold spray nozzle, shockwave formation, nozzle, and substrate heat transfer including the effect of powder feed rate. Overall, CSDT outcomes proved to be a cost-effective tool providing detailed information that otherwise would only be possible through performing challenging experimentations. Analysis of the CSDT outputs presented the opportunity for advancing our understanding of cold spray bonding and improving process efficiency using industry-scale cold spray equipment with potential improvements in designing future cold spray systems.

冷喷涂是一种涂层工艺,也是一种快速兴起的可扩展的固态机器人增材制造技术。其高沉积速率(+10公斤/小时)允许制造接近净形状的大型金属和复合材料结构。例如,除了用于高温应用和航空工业的关键部件的涂层和修复外,还可以直接从粉末中增材制造接近净形状的IN718部件。挑战在于IN718的成功冷喷涂沉积取决于对多个工艺参数的仔细优化。考虑到独立发表的数据,本研究研究了一种用于冷喷涂的数字孪生体,以克服IN718沉积耗时的优化过程。采用这种方法来实现冷喷涂数字孪生(CSDT)的实际验证,最终可能导致自主冷喷涂沉积能力。CSDT是根据一个经过校准和验证的三维(3D)多分量CFD模型构建的,该模型结合了工业规模冷喷涂系统的所有输入参数,用于冷喷涂超音速流动的可视化。报道了难以通过实验测量的飞行粒子温度和速度的预测。考虑到三维模型标定过程产生的10-15%的误差,CSDT模拟结果与三个实验研究结果一致。CSDT功能成功地应用于可视化和讨论IN718沉积与冷喷嘴、冲击波形成、喷嘴和衬底传热(包括粉末进料速率的影响)的关系。总的来说,CSDT结果被证明是一种具有成本效益的工具,提供了详细的信息,否则只能通过进行具有挑战性的实验来实现。对CSDT输出的分析提供了机会,可以提高我们对冷喷涂粘合的理解,并使用工业规模的冷喷涂设备提高工艺效率,在设计未来的冷喷涂系统时具有潜在的改进。
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引用次数: 0
Comparative Study of Tribological Characteristics of Al2O3 Coating Combined of Laser Surface Texturing and PTFE Solid Lubrication 激光表面织构与PTFE固体润滑复合Al2O3涂层摩擦学特性的比较研究
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2026-07-07 DOI: 10.1007/s11666-026-02290-7
Xubin Zhang, Wen Deng, Yazhen Zhang, Shuwen Sun, Mingbao Wang

Irregular dimples were prepared on the polished surface of an Al2O3 coating using laser texturing technology. Subsequently, the modified PTFE emulsion (M-PTFE) was infiltrated into the dimples via vacuum impregnation to obtain the Al2O3-PTFE composite coating. The microstructure and tribological behavior of the Al2O3-PTFE composite coating were systematically characterized and compared with those of the Al2O3 coating. The results demonstrated that M-PTFE successfully penetrated into the bottom of the textured dimples. Compared with the Al2O3 coating, the Al2O3-PTFE composite coating formed a continuous and stable PTFE lubricating film during the sliding process, which endowed it with outstanding friction-reducing and wear-resistant characteristics. The friction coefficient of the Al2O3-PTFE composite coating (0.08) was approximately 7 times lower than that of the Al2O3 coating (0.57). The wear rate of the Al2O3-PTFE composite coating after 2.5 × 105 sliding cycles was 4.36 × 10−8 mm3(N⋅m)− 1, representing a reduction of four orders of magnitude compared with that of the Al2O3 coating (2.53 × 10−4 mm3(N⋅m)− 1) measured after 2 × 104 cycles. Furthermore, the Al2O3 counterface ball sliding against the Al2O3-PTFE composite coating exhibited minimal surface degradation. This approach effectively bridges the gap between the hardness of ceramics and the lubrication requirements, offering a scalable and cost-effective solution for industrial applications where dry sliding performance is critical.

采用激光织构技术,在抛光后的Al2O3涂层表面制备了不规则的酒窝。随后,将改性后的PTFE乳液(M-PTFE)真空浸渍渗透到韧窝中,得到Al2O3-PTFE复合涂层。系统表征了Al2O3- ptfe复合涂层的微观组织和摩擦学性能,并与Al2O3涂层进行了比较。结果表明,M-PTFE成功渗透到织构凹窝的底部。与Al2O3涂层相比,Al2O3-PTFE复合涂层在滑动过程中形成连续稳定的PTFE润滑膜,具有优异的减摩耐磨特性。Al2O3- ptfe复合涂层的摩擦系数(0.08)比Al2O3涂层的摩擦系数(0.57)低约7倍。经过2.5 × 105次滑动循环后,Al2O3- ptfe复合涂层的磨损率为4.36 × 10−8 mm3(N·m)−1,比经过2 × 104次滑动循环后的Al2O3涂层的磨损率(2.53 × 10−4 mm3(N·m)−1)降低了4个数量级。此外,在Al2O3- ptfe复合涂层上滑动的Al2O3正面球表现出最小的表面降解。这种方法有效地弥合了陶瓷硬度和润滑要求之间的差距,为干滑动性能至关重要的工业应用提供了可扩展且具有成本效益的解决方案。
{"title":"Comparative Study of Tribological Characteristics of Al2O3 Coating Combined of Laser Surface Texturing and PTFE Solid Lubrication","authors":"Xubin Zhang,&nbsp;Wen Deng,&nbsp;Yazhen Zhang,&nbsp;Shuwen Sun,&nbsp;Mingbao Wang","doi":"10.1007/s11666-026-02290-7","DOIUrl":"10.1007/s11666-026-02290-7","url":null,"abstract":"<div><p>Irregular dimples were prepared on the polished surface of an Al<sub>2</sub>O<sub>3</sub> coating using laser texturing technology. Subsequently, the modified PTFE emulsion (M-PTFE) was infiltrated into the dimples via vacuum impregnation to obtain the Al<sub>2</sub>O<sub>3</sub>-PTFE composite coating. The microstructure and tribological behavior of the Al<sub>2</sub>O<sub>3</sub>-PTFE composite coating were systematically characterized and compared with those of the Al<sub>2</sub>O<sub>3</sub> coating. The results demonstrated that M-PTFE successfully penetrated into the bottom of the textured dimples. Compared with the Al<sub>2</sub>O<sub>3</sub> coating, the Al<sub>2</sub>O<sub>3</sub>-PTFE composite coating formed a continuous and stable PTFE lubricating film during the sliding process, which endowed it with outstanding friction-reducing and wear-resistant characteristics. The friction coefficient of the Al<sub>2</sub>O<sub>3</sub>-PTFE composite coating (0.08) was approximately 7 times lower than that of the Al<sub>2</sub>O<sub>3</sub> coating (0.57). The wear rate of the Al<sub>2</sub>O<sub>3</sub>-PTFE composite coating after 2.5 × 10<sup>5</sup> sliding cycles was 4.36 × 10<sup>−8</sup> mm<sup>3</sup>(N⋅m)<sup>− 1</sup>, representing a reduction of four orders of magnitude compared with that of the Al<sub>2</sub>O<sub>3</sub> coating (2.53 × 10<sup>−4</sup> mm<sup>3</sup>(N⋅m)<sup>− 1</sup>) measured after 2 × 10<sup>4</sup> cycles. Furthermore, the Al<sub>2</sub>O<sub>3</sub> counterface ball sliding against the Al<sub>2</sub>O<sub>3</sub>-PTFE composite coating exhibited minimal surface degradation. This approach effectively bridges the gap between the hardness of ceramics and the lubrication requirements, offering a scalable and cost-effective solution for industrial applications where dry sliding performance is critical.</p></div>","PeriodicalId":679,"journal":{"name":"Journal of Thermal Spray Technology","volume":"35 6","pages":"2551 - 2562"},"PeriodicalIF":3.4,"publicationDate":"2026-07-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148807182","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Influencing Factors Analysis and Parameter Optimization of HVOF Nano-coating Performance on AZ31B Magnesium Alloy AZ31B镁合金HVOF纳米涂层性能影响因素分析及参数优化
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2026-07-06 DOI: 10.1007/s11666-026-02280-9
Xuan Wang, Chang Li, Jiayi Wang, Haohao Mei, Xing Han

High-velocity oxygen–fuel (HVOF) is an effective method for preparing high-temperature wear-resistant coatings, which can significantly enhance the protective performance of the surface of parts. The spraying distance is a key controllable variable that directly affects the temperature, velocity, and deposition behavior of the flying particles, and thus determines the microstructure and comprehensive performance of the coating. A full-cycle model for the HVOF spraying process of nano-WC-10Co4Cr on AZ31B magnesium alloy is established in this study covers the combustion reaction, dynamic flame jetting, multiphase flow of nanoparticles, and particle deposition. The flight characteristics of nano-powders are simulated and analyzed. Based on these results, the spraying distance is optimized, and the deposition behavior is calculated, providing a theoretical foundation for actual process optimization. The study shows that the nano-powders are greatly affected by external conditions. The temperature and velocity of nanoparticles in the air domain rapidly decrease, which cannot meet the effective deposition conditions. By moving the substrate forward to be closer to the spray gun, the spraying distance is reduced from the original 545-450 mm. With the optimized spraying distance, the particle deposition rate increases by 29%. Moreover, the deposited particles exhibit better flattening and more uniform coverage of the substrate. On this basis, the deposition model is verified through SEM experiments. The microscopic morphology at the bonding surface under different spraying distances is analyzed. The results show that the bonding surface with the optimized spraying distance is smoother and flatter, the porosity of the coating decreases by 27.1%, and the coating quality is significantly improved. The validity of the model is verified, and the feasibility of adjusting the spraying distance to improve the coating quality is proved.

高速氧燃料(HVOF)是制备高温耐磨涂层的有效方法,可显著提高零件表面的防护性能。喷涂距离是一个关键的可控变量,它直接影响喷射颗粒的温度、速度和沉积行为,从而决定涂层的微观结构和综合性能。本研究建立了纳米wc - 10co4cr在AZ31B镁合金上HVOF喷涂过程的全循环模型,包括燃烧反应、动态火焰喷射、纳米颗粒多相流动和颗粒沉积。模拟和分析了纳米粉体的飞行特性。在此基础上对喷涂距离进行了优化,并对沉积行为进行了计算,为实际工艺优化提供了理论依据。研究表明,纳米粉体受外界条件影响较大。纳米粒子在空气域中的温度和速度迅速下降,不能满足有效沉积条件。通过将基材向前移动以靠近喷枪,喷涂距离从原来的545-450 mm缩短。在优化的喷涂距离下,颗粒沉积速率提高29%。此外,沉积的颗粒表现出更好的平坦性和更均匀的衬底覆盖。在此基础上,通过SEM实验对沉积模型进行了验证。分析了不同喷涂距离下焊接表面的微观形貌。结果表明:优化后的喷涂距离使涂层表面更加光滑平整,涂层孔隙率降低27.1%,涂层质量显著提高。验证了模型的有效性,并证明了通过调整喷涂距离来提高涂层质量的可行性。
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引用次数: 0
Influence of Mechanical Impact on the Insulation Performance of Plasma Sprayed Al2O3-3 wt.% TiO2 Coatings with Micrometer and Nanometer-Scale Structures 机械冲击对等离子喷涂微米和纳米结构Al2O3-3 wt.% TiO2涂层绝缘性能的影响
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2026-07-03 DOI: 10.1007/s11666-026-02268-5
Wangshuai Pan, Kun Yang, Yujiang Wang

Engineering equipment operating in marine environments currently faces severe service conditions, including challenges such as seawater corrosion and mechanical impacts. Therefore, it is essential to apply protective coatings to marine engineering structures. The contact areas between dissimilar metals in these engineering components are particularly susceptible to both galvanic corrosion and impact damage, necessitating protective coatings that simultaneously exhibit high electrical resistivity and excellent fracture toughness. In this experiment, micro-sized and nano-sized Al2O3-3 wt.% TiO2(AT3) were used as raw materials to prepare coatings via atmospheric plasma spraying. Both types of powders and coatings were analyzed using XRD for phase identification. The surface and cross section morphology of the powders and coatings were examined using SEM. The insulation resistance of the coatings before and after impact was measured using a high-resistance meter. The hardness and fracture toughness of the coatings were determined using a Vickers hardness tester. The surface of the deposited AT3-nm coating was relatively dense. The AT3-μm coating consisted mainly of γ-Al2O3, whereas the AT3-nm coating was primarily composed of α-Al2O3. The AT3-nm coating exhibited lower porosity, higher hardness, and better fracture toughness compared to the AT3-μm coating. In contrast, the AT3-μm coating demonstrated higher electrical resistivity, indicating better insulation performance. During the impact test, structural damage to the AT3-nm coating occurred more gradually, and the decrease in electrical resistivity was slower, demonstrating its superior impact resistance. In conclusion, the AT3-nm coating exhibits good insulation performance and provides excellent impact-resistant protection.

目前,在海洋环境中运行的工程设备面临着严峻的使用条件,包括海水腐蚀和机械冲击等挑战。因此,对海洋工程结构进行防护涂层是十分必要的。在这些工程部件中,不同金属之间的接触区域特别容易受到电偶腐蚀和冲击损伤,因此需要同时具有高电阻率和优异断裂韧性的保护涂层。本实验以微尺寸和纳米尺寸的Al2O3-3 wt.% TiO2(AT3)为原料,采用大气等离子喷涂法制备涂层。采用XRD对两种粉末和涂层进行了物相鉴定。利用扫描电镜对粉末和涂层的表面形貌和截面形貌进行了表征。用高阻计测定了冲击前后涂层的绝缘电阻。采用维氏硬度计测定涂层的硬度和断裂韧性。沉积的AT3-nm涂层表面相对致密。AT3-μm涂层主要由γ-Al2O3组成,而AT3-nm涂层主要由α-Al2O3组成。与AT3-μm涂层相比,AT3-nm涂层具有更低的孔隙率、更高的硬度和更好的断裂韧性。相比之下,AT3-μm涂层具有更高的电阻率,表明绝缘性能更好。在冲击试验中,AT3-nm涂层的结构损伤发生的较为缓慢,电阻率下降的速度较慢,表明其具有较好的抗冲击性能。综上所述,AT3-nm涂层具有良好的绝缘性能和良好的抗冲击保护性能。
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引用次数: 0
Tribological Performance and Machine Learning-Assisted Prediction of Wear and Friction in D-Gun Sprayed WC-12Co and Al2O3-13TiO2 Coatings D-Gun喷涂WC-12Co和Al2O3-13TiO2涂层摩擦学性能及机器学习辅助磨损和摩擦预测
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2026-06-29 DOI: 10.1007/s11666-026-02274-7
Sukhinderpal Singh, Harnam Singh Farwaha, Raman Kumar, Rupinder Kaur, Ashneet Kaur, Khushpreet Singh, Aseel Smerat, Vivek John, Anant Prakash Agrawal

Thermal spray coatings are widely employed to enhance the wear resistance and frictional performance of engineering components operating under severe tribological conditions. In this study, WC-12Co and Al2O3-13TiO2 coatings were deposited on AISI 6151 steel using the detonation gun (D-gun) spraying technique, and their wear and friction behavior were systematically investigated. A Taguchi L27 orthogonal array, combined with response surface methodology (RSM), was used to evaluate the effects of coating type, load, sliding speed, and test duration on the wear rate and coefficient of friction (CoF) under dry-sliding conditions. Microstructural and phase analyses were performed using SEM, EDS, and XRD to elucidate dominant wear mechanisms. In addition, machine learning (ML) models, including random forest (RF), decision tree (DT), K-nearest neighbors (KNN), and extreme gradient boosting (XGBoost), were developed to predict the wear rate and CoF from experimental data. Model performance was assessed using multiple error metrics and statistically validated through variance analysis and confidence intervals. The results indicate that WC-12Co exhibits superior wear resistance due to high hardness and low porosity, while Al2O3-13TiO2 provides a balanced combination of moderate wear resistance and stable friction behavior. The ML models demonstrated high predictive accuracy within the investigated parameter space; however, given the structured and limited dataset, the models are primarily intended for interpolation rather than extrapolation beyond the experimental domain. This integrated experimental-statistical-ML framework provides a reliable decision-support tool for optimizing thermal spray coatings in practical engineering applications.

热喷涂涂层被广泛应用于提高在恶劣摩擦条件下工作的工程部件的耐磨性和摩擦性能。本研究采用爆轰枪(D-gun)喷涂技术在AISI 6151钢表面沉积WC-12Co和Al2O3-13TiO2涂层,并对其磨损和摩擦性能进行了系统研究。采用田口L27正交试验法,结合响应面法(RSM),研究了干滑动条件下涂层类型、载荷、滑动速度和试验持续时间对摩擦系数和磨损率的影响。采用SEM、EDS、XRD等分析方法对磨损机理进行了分析。此外,还开发了机器学习(ML)模型,包括随机森林(RF)、决策树(DT)、k近邻(KNN)和极端梯度提升(XGBoost),以根据实验数据预测磨损率和CoF。使用多个误差指标评估模型性能,并通过方差分析和置信区间进行统计验证。结果表明,WC-12Co具有高硬度和低孔隙率的优异耐磨性,而Al2O3-13TiO2具有中等耐磨性和稳定摩擦性能的平衡组合。机器学习模型在研究的参数空间内具有较高的预测精度;然而,考虑到结构化和有限的数据集,模型主要用于插值,而不是实验领域之外的外推。这种集成的实验-统计-机器学习框架为在实际工程应用中优化热喷涂涂层提供了可靠的决策支持工具。
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引用次数: 0
Research on Microstructure Regulation and Wear Resistance Mechanism of Laser Alloying WC-Fe Coating on 27SiMn Steel 27SiMn钢激光合金化WC-Fe涂层组织调控及耐磨机理研究
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2026-06-29 DOI: 10.1007/s11666-026-02279-2
Xiaohui Hou, Meirong Shuai, Jianmei Wang, Haibin Li

This study relied on laser cladding to prepare a number of Fe-based composite coatings with different WC contents (10-40 wt.%) on the surface of 27SiMn steel. Through an array of research involving the macroscopic/microscopic structure of the WC-Fe interfacial reactive layer, investigation was made into the mechanical properties, the wear behavior of the coatings, as well as the microstructural evolution laws of the WC-Fe reactive layer, and the wear mechanism. Results of microstructural analysis indicate that increasing WC content promotes the formation of a WC-Fe reaction layer by reducing the γ-Fe/WC interfacial energy. In case of a 40% WC content, the maximum thickness reaches 1.3 μm for the WC-Fe interface reaction layer. However, it is prone to incur microcracks at the grain boundaries by the high content and segregation of W element. The findings of the microhardness and fracture toughness imply the best strength–toughness match when the coating WC content is 20% (hardness of 884.7 HV0.2 and fracture toughness of 4.43 MPa m1/2). Naturally, it reveals the best surface flatness in the wear test owing to the solid solution of the W element and the diffuse distribution of carbide particles. On the contrary, the coating with 40% WC content underscores the worst hardness and toughness (hardness of 554.6 HV0.2, fracture toughness of 2.98 MPa m1/2). It also accidentally demonstrates commendable wear resistance. This may pertain to a unique self-lubricating layer and the microcracked stress buffering network structure on the coating surface, which further ascertains a new wear resistance mechanism of the microcracked network.

本研究采用激光熔覆的方法,在27SiMn钢表面制备了不同WC含量(10-40 wt.%)的铁基复合涂层。通过一系列涉及WC-Fe界面反应层宏观/微观结构的研究,对涂层的力学性能、磨损行为、WC-Fe反应层微观组织演化规律及磨损机理进行了研究。微观结构分析结果表明,WC含量的增加通过降低γ-Fe/WC界面能促进WC- fe反应层的形成。WC含量为40%时,WC- fe界面反应层厚度最大可达1.3 μm。但由于W元素的高含量和偏析,容易在晶界处产生微裂纹。显微硬度和断裂韧性的结果表明,当涂层WC含量为20%时(硬度为884.7 HV0.2,断裂韧性为4.43 MPa m1/2),强度-韧性匹配最佳。自然,由于W元素的固溶和碳化物颗粒的弥漫性分布,在磨损试验中显示出最佳的表面平整度。WC含量为40%时,涂层硬度和韧性最差(硬度为554.6 HV0.2,断裂韧性为2.98 MPa m1/2)。它也意外地显示出值得称赞的耐磨性。这可能与涂层表面独特的自润滑层和微裂纹应力缓冲网络结构有关,进一步确定了微裂纹网络的新型耐磨性机理。
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引用次数: 0
Structure-Property Relationships in Cold-Sprayed Ti-6Al-4V and Ti-6Al-4V/SiC Multilayer Deposits: Influence of Ceramic Reinforcement 冷喷涂Ti-6Al-4V和Ti-6Al-4V/SiC多层镀层的组织-性能关系:陶瓷增强的影响
IF 3.4 3区 材料科学 Q2 MATERIALS SCIENCE, COATINGS & FILMS Pub Date : 2026-06-29 DOI: 10.1007/s11666-026-02275-6
Jindřich Viliš, Lukáš Řehořek, Marek Doubrava, Jiří Procházka, Martin Klimeš, David Dobrocký, Zdeněk Chlup, Jakub Judas

This study investigates the influence of ceramic reinforcement on the microstructure, hardness, and intrinsic flexural behavior of cold-sprayed Ti-6Al-4V Grade 23 (Ti-G23) multilayer deposits. Multilayer specimens comprising an E295 steel substrate with a nickel interlayer were prepared for microstructural and hardness evaluation, while freestanding Ti-G23 and Ti-G23/SiC deposits were fabricated for intrinsic flexural testing independent of substrate constraint. The Ni interlayer exhibited a compact fine-grained structure with porosity below 0.53%, ensuring stable interfacial integrity. The monolithic Ti-G23 coating showed up to 12% lower porosity than the composite counterpart. Incorporation of SiC increased the average hardness of the composite deposit to 419 HV1, while localized microhardness values measured near regions containing higher SiC content reached up to 549 HV0.1. Flexural testing of freestanding deposits demonstrated slightly higher strength and stiffness for Ti-G23 (559 ± 20 MPa; 68 ± 5 GPa) compared with Ti-G23/SiC (523 ± 14 MPa; 63 ± 3 GPa). Fractographic analysis of the composite deposit revealed localized particle decohesion and microcrack initiation in regions containing increased reinforcement concentration. The results demonstrate that although ceramic reinforcement contributes to localized hardness enhancement, it simultaneously increases structural heterogeneity and restricts deformation within the composite deposit, limiting improvements in intrinsic flexural performance.

研究了陶瓷增强对冷喷涂Ti-6Al-4V Grade 23 (Ti-G23)多层镀层显微组织、硬度和本征弯曲行为的影响。制备了E295钢衬底含镍夹层的多层试样,用于显微组织和硬度评估;制备了独立的Ti-G23和Ti-G23/SiC沉积层,用于不受衬底约束的本构弯曲测试。Ni层具有致密的细晶结构,孔隙率低于0.53%,保证了界面的稳定完整性。整体Ti-G23涂层的孔隙率比复合涂层低12%。SiC的加入使复合镀层的平均硬度达到419 HV1,而在SiC含量较高区域附近测量的局部显微硬度值高达549 HV0.1。独立沉积体的弯曲试验表明,Ti-G23的强度和刚度(559±20 MPa; 68±5 GPa)略高于Ti-G23/SiC(523±14 MPa; 63±3 GPa)。复合镀层的断口分析表明,在增强浓度增加的区域,局部颗粒脱黏和微裂纹萌生。结果表明,虽然陶瓷增强有助于局部硬度增强,但同时增加了复合镀层的结构非均质性,限制了复合镀层内部的变形,限制了内在抗弯性能的提高。
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引用次数: 0
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Journal of Thermal Spray Technology
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