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Evaluation of the Degree of Degradation of Brake Pad Friction Surfaces Using Image Processing 利用图像处理评估制动片摩擦表面的退化程度
Pub Date : 2024-05-11 DOI: 10.3390/lubricants12050172
T. Mandziy, I. Ivasenko, O. Berehulyak, R. Vorobel, M. Bembenek, Sviatoslav Kryshtopa, L. Ropyak
The improvement of drilling rig systems to ensure a reduction in unproductive time spent on lowering and lifting operations for replacing drilling tools and restoring the performance of drilling equipment units is an important task. At the same time, considerable attention is paid to the reliable and efficient operation of the braking systems of drilling rig winches. In the process of operation, the polymer pads periodically come into contact with the outer cylindrical surface of the metal pulley during braking, work in extreme conditions and wear out intensively, so they need periodic replacement. Tests were carried out on a modernized stand and in industrial conditions for the brakes of drilling winches. A methodology for evaluating the degradation of the brake pad friction surface during its operation is proposed. The assessment of the degradation degree is carried out based on the image of the brake pad surface using image processing techniques. Geometric transformations of the input image were performed to avoid perspective distortions caused by the concave shape of the brake pads and the spatial angle at which the image is acquired to avoid glares. The crack detection step was implemented based on the scale-space theory, followed by contour detection and skeletonization. The ratios of the area and perimeter of segmented and skeletonized cracks to the total area were chosen as integral characteristics of the degradation degree. With the help of scanning electron microscopy, the character of the destruction of the friction surface and the degradation of the polymer material was investigated. Experimental studies were performed, and the application of the proposed method is illustrated.
改进钻机系统,确保减少用于更换钻具和恢复钻机设备性能的下降和提升操作的非生产性时间,是一项重要任务。与此同时,钻机绞车制动系统的可靠和高效运行也备受关注。在运行过程中,聚合物垫在制动时会周期性地与金属滑轮的外圆柱面接触,在极端条件下工作,磨损严重,因此需要定期更换。在现代化的台架上和工业条件下,对钻井绞车的制动器进行了测试。提出了一种评估制动片摩擦表面在运行过程中退化程度的方法。退化程度的评估是根据使用图像处理技术的制动片表面图像进行的。对输入图像进行了几何变换,以避免因刹车片的凹面形状和获取图像的空间角度造成的透视失真,从而避免眩光。裂纹检测步骤是根据尺度空间理论进行的,然后是轮廓检测和骨架化。分割和骨架化裂纹的面积和周长与总面积的比率被选为退化程度的整体特征。在扫描电子显微镜的帮助下,研究了摩擦表面破坏和聚合物材料降解的特征。进行了实验研究,并说明了所提方法的应用。
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引用次数: 0
Tribological Behavior of Friction Materials Containing Aluminum Anodizing Waste Obtained by Different Industrial Drying Processes 通过不同工业干燥工艺获得的含有阳极氧化铝废料的摩擦材料的摩擦学特性
Pub Date : 2024-05-11 DOI: 10.3390/lubricants12050173
G. Straffelini, P. Jayashree, Andrea Barbieri, Roberto Masciocchi
With sustainability dominating the industry, recycling the generated waste from different processes is becoming increasingly important. This study focuses on recycling waste generated during aluminum anodizing waste (AAW) in friction material formulations for automotive braking applications. However, before utilization, the waste needs to be pre-treated, which mainly involves drying. Hence, four different industrial drying methods were studied to dry the AAW, and the corresponding characteristics were observed by evaluating its residual humidity and crushability index. The waste powders were further characterized using FT-IR and SEM/EDXS to understand their constituents. The initial analysis showed that the waste subjected to the drying process P2 and P1 with the lowest final humidity fetched the most desirable results, with P1 having the simpler drying procedure. The AAW powders were added in a commercial friction material formulation at 6 and 12 wt.% and subjected to friction, wear, and non-exhaust particulate matter analysis. The worn surfaces were analyzed using SEM/EDXS evaluation to understand the extension and composition of the deposited secondary contact plateaus. It was seen that the 12 wt.% addition of waste processed using the P1 technique provided the most satisfactory friction, wear, and emission characteristics, along with expansive secondary contact plateaus with a good contribution of the waste in its formation. This study showed a good relationship between the processing method and a formulation’s tribological and emission characteristics, thereby paving the way for using this drying method for other waste requiring pre-treatment.
随着可持续发展在工业中占据主导地位,回收利用不同工艺产生的废料变得越来越重要。本研究的重点是在汽车制动应用的摩擦材料配方中回收阳极氧化铝废料(AAW)过程中产生的废料。然而,在利用之前,需要对废料进行预处理,主要包括干燥。因此,我们研究了四种不同的工业干燥方法来干燥 AAW,并通过评估其残余湿度和压碎指数来观察其相应特性。利用傅立叶变换红外光谱和扫描电镜/可见分光光度计对废粉进行了进一步表征,以了解其成分。初步分析表明,采用最终湿度最低的 P2 和 P1 干燥工艺的废料得到了最理想的结果,其中 P1 的干燥工艺更简单。在商用摩擦材料配方中添加了重量百分比为 6% 和 12% 的 AAW 粉末,并对其进行了摩擦、磨损和非排气颗粒物分析。使用 SEM/EDXS 评估对磨损表面进行了分析,以了解沉积的二次接触层的扩展和成分。结果表明,采用 P1 技术处理的 12 wt.%添加量的废料具有最令人满意的摩擦、磨损和排放特性,同时二次接触层具有扩展性,废料在其形成过程中起到了很好的作用。这项研究表明,加工方法与配方的摩擦学和排放特性之间存在良好的关系,从而为将这种干燥方法用于其他需要预处理的废物铺平了道路。
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引用次数: 0
Investigation of the Nitriding Effect on the Adhesion and Wear Behavior of CrN-, AlTiN-, and CrN/AlTiN-Coated X45CrMoV5-3-1 Tool Steel Formed Via Cathodic Arc Physical Vapor Deposition 氮化对通过阴极电弧物理气相沉积成型的 CrN、AlTiN 和 CrN/AlTiN 涂层 X45CrMoV5-3-1 工具钢的附着力和磨损行为的影响研究
Pub Date : 2024-05-10 DOI: 10.3390/lubricants12050170
Gülşah Aktaş Çelik, Konstantinos Fountas, Ş. Atapek, Ş. Polat, Eleni Kamoutsi, Anna D. Zervaki
Monolayer (CrN, AlTiN) and bilayer (CrN/AlTiN) coatings are formed on the surface of conventional heat-treated and gas-nitrided X45CrMoV5-3-1 tool steel via Cathodic Arc Physical Vapor Deposition (CAPVD), and the adhesion characteristics and room- and high-temperature wear behavior of the coatings are compared with those of the un-nitrided ones. Scratch tests on the coatings show that the bilayer coating exhibits better adhesion behavior compared to monolayer ones, and the adhesion is further increased in all coatings due to the high load carrying capacity of the diffusion layer formed by the nitriding process. Dry friction tests performed at room temperature reveal that, among ceramic-based coatings, the coating system with a high adhesion has the lowest specific wear rate (0.06 × 10−6 mm3/N·m), and not only the surface hardness but also the nitriding process is important for reducing this rate. Studies on wear surfaces indicate that the bilayer coating structure has a tendency to remove the surface over a longer period of time. Hot wear tests performed at a temperature (450 °C) corresponding to aluminum extrusion conditions show that high friction coefficient values (>1) are reached due to aluminum transfer from the counterpart material to the surface and failure develops through droplet delamination. Adhesion and tribological tests indicate that the best performance among the systems studied belongs to the steel–CrN/AlTiN system and this performance can be further increased via the nitriding process.
通过阴极电弧物理气相沉积(CAPVD)在传统热处理和气体氮化 X45CrMoV5-3-1 工具钢表面形成了单层(CrN、AlTiN)和双层(CrN/AlTiN)涂层,并将涂层的附着特性、室温和高温磨损行为与未氮化涂层进行了比较。涂层划痕测试表明,与单层涂层相比,双层涂层具有更好的附着力,而且由于氮化工艺形成的扩散层具有较高的承载能力,所有涂层的附着力都得到了进一步提高。室温下进行的干摩擦试验表明,在陶瓷基涂层中,附着力高的涂层系统的比磨损率(0.06 × 10-6 mm3/N-m)最低,要降低比磨损率,不仅要考虑表面硬度,氮化工艺也很重要。对磨损表面的研究表明,双层涂层结构有在较长时间内去除表面的趋势。在与铝挤压条件相对应的温度(450 °C)下进行的热磨损测试表明,由于铝从对应材料转移到表面,摩擦系数值很高(>1),并通过液滴分层产生失效。附着力和摩擦学测试表明,在所研究的体系中,钢-CrN/AlTiN 体系的性能最好,通过氮化工艺还可以进一步提高这种性能。
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引用次数: 0
Multi-Objective Optimization of Tribological Characteristics for Aluminum Composite Using Taguchi Grey and TOPSIS Approaches 采用田口灰色法和 TOPSIS 法对铝复合材料的摩擦学特性进行多目标优化
Pub Date : 2024-05-10 DOI: 10.3390/lubricants12050171
S. Gajević, Ana Marković, S. Milojević, A. Ašonja, L. Ivanović, Blaža Stojanović
In this study, a multi-objective optimization regarding the tribological characteristics of the hybrid composite with a base material of aluminum alloy A356 as a constituent, reinforced with a 10 wt.% of silicon carbide (SiC), size 39 µm, and 1, 3, and 5 wt.% graphite (Gr), size 35 µm, was performed using the Taguchi method, gray relational analysis (GRA), and Technique for Order Preference by Similarity to Ideal Solution (TOPSIS) decision-making methods. Tribological tests were carried out on a “block on disc” type tribometer with lubrication. Load, sliding speed, and graphite mass concentration were analyzed as input parameters. As output parameters, wear rate and coefficient of friction were calculated. An analysis of variance (ANOVA) was conducted to identify all parameters that have a significant influence on the output multi-response. It was found that the normal load has the highest influence of 41.86%, followed by sliding speed at 32.48% and graphite addition at 18.47%, on the tribological characteristics of composites. Multi-objective optimization determined that the minimal wear rate and coefficient of friction are obtained when the load is 40 N, the sliding speed is 1 m/s, and the composite contains 3 wt.% Gr. The optimal combination of parameters achieved by GRA was also confirmed by the TOPSIS method, which indicates that both methods can be used with high reliability to optimize the tribological characteristics. The analysis of worn surfaces using scanning electron microscopy revealed adhesive and delamination wear as dominant mechanisms.
本研究采用田口方法、灰色关系分析法(GRA)和理想解相似度排序优化技术(TOPSIS)等决策方法,对以铝合金 A356 为基材、以 10 重量百分比的碳化硅(SiC)(尺寸为 39 微米)和 1、3 和 5 重量百分比的石墨(Gr)(尺寸为 35 微米)为增强成分的混合复合材料的摩擦学特性进行了多目标优化。摩擦学测试在带润滑的 "圆盘上的块 "式摩擦磨损试验仪上进行。载荷、滑动速度和石墨质量浓度作为输入参数进行分析。作为输出参数,计算了磨损率和摩擦系数。通过方差分析(ANOVA)确定了对输出多响应有显著影响的所有参数。结果发现,法向载荷对复合材料摩擦学特性的影响最大,为 41.86%,其次是滑动速度(32.48%)和石墨添加量(18.47%)。多目标优化结果表明,当载荷为 40 N、滑动速度为 1 m/s、复合材料含有 3 wt.% Gr 时,磨损率和摩擦系数最小。使用扫描电子显微镜对磨损表面进行的分析表明,粘着磨损和分层磨损是主要的磨损机制。
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引用次数: 0
Numerical Investigations of Static and Dynamic Characteristics of a Novel Staggered Labyrinth Seal with Semi-Elliptical Structure 带半椭圆结构的新型交错迷宫密封件静态和动态特性的数值研究
Pub Date : 2024-05-10 DOI: 10.3390/lubricants12050169
Shebin Yan, Zhifeng Ye, Dezhao Wang, Huihao Su, Wenjie Zhou
In order to optimize sealing performance, a novel labyrinth seal with semi-elliptical teeth (SET) structure is proposed in this paper, which includes semi-elliptical teeth and a series of cavities. The simulation results calculated by the numerical methods are compared with the experimental and theoretical results, and static and dynamic characteristics of the novel SET structure are further investigated. The numerical simulations of labyrinth seals with the SET structure demonstrate high accuracy and reliability, with a maximum relative error of less than 6% as compared to experimental results, underscoring the validity of the model. Notably, leakage rates are directly influenced by pressure drop and axial offset, with optimal sealing achieved at zero axial displacement. The direct damping coefficient increases as the pressure drop increases while the other dynamic coefficients decrease. Additionally, the stability results show that the novel SET structure exhibits higher stability for positive axial offsets. The novel model and corresponding results can provide a meaningful reference for the study of sealing structure and coupled vibration in the field of fluid machinery.
为了优化密封性能,本文提出了一种新型半椭圆齿迷宫密封(SET)结构,其中包括半椭圆齿和一系列空腔。将数值方法计算出的模拟结果与实验和理论结果进行了比较,并进一步研究了新型 SET 结构的静态和动态特性。采用 SET 结构的迷宫密封件的数值模拟结果表明,与实验结果相比,最大相对误差小于 6%,具有很高的准确性和可靠性,这突出表明了模型的有效性。值得注意的是,泄漏率直接受压降和轴向偏移的影响,在轴向位移为零时可达到最佳密封效果。直接阻尼系数随着压降的增大而增大,而其他动态系数则减小。此外,稳定性结果表明,新型 SET 结构在正轴向偏移时具有更高的稳定性。该新型模型和相应结果可为流体机械领域的密封结构和耦合振动研究提供有意义的参考。
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引用次数: 0
Synergistic Effect of Acrylate of Dialkyl Dithiophosphoric Acid Combined with Molybdenum Dialkyl Dithiocarbamate as Additives in Gear Oil 二烷基二硫代磷酸丙烯酸酯与二烷基二硫代氨基甲酸钼作为齿轮油添加剂的协同效应
Pub Date : 2024-05-09 DOI: 10.3390/lubricants12050165
Minghao Ding, Yimin Mo, Hong Zhang, Q. Liu
With the aim of improving the tribological properties of low-viscosity gear oil for automobiles, an acrylate of dialkyl dithiophosphoric acid (ADDP) with strong polar groups was synthesized. The tribological behavior of ADDP combined with molybdenum dialkyl dithiocarbamate (MoDTC) in gear oil was systematically studied. Tribological performances of gear oil containing different additives were assessed using a four-ball friction and wear tester. The obtained tribological characteristics reveal that ADDP and MoDTC can significantly improve the antiwear and antifriction performance of low-viscosity gear oil. Moreover, compared with using MoDTC or ADDP alone, the average friction coefficient and wear scar diameter of ADDP combined with MoDTC further decreased by 2.41–19.15% and 5.00–18.19%, respectively. Analysis of the worn surface showed that the structural characteristics and physical synergistic lubricating actions of the ADDP with MoDTC additives during the friction process can contribute to the exceptional tribological properties of the hybrid additives.
为了改善汽车用低粘度齿轮油的摩擦学特性,合成了一种具有强极性基团的二烷基二硫代磷酸丙烯酸酯(ADDP)。系统研究了 ADDP 与二烷基二硫代氨基甲酸钼(MoDTC)在齿轮油中的摩擦学行为。使用四球摩擦磨损测试仪评估了含有不同添加剂的齿轮油的摩擦学性能。所获得的摩擦学特性表明,ADDP 和 MoDTC 能显著提高低粘度齿轮油的抗磨和减摩性能。此外,与单独使用 MoDTC 或 ADDP 相比,ADDP 与 MoDTC 结合使用时的平均摩擦系数和磨损痕直径分别进一步降低了 2.41-19.15% 和 5.00-18.19%。对磨损表面的分析表明,ADDP 与 MoDTC 添加剂在摩擦过程中的结构特征和物理协同润滑作用有助于提高混合添加剂的优异摩擦学性能。
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引用次数: 0
Influence of Electrical Stimulation on the Friction Performance of LiPF6-Based Ionic Liquids 电刺激对 LiPF6 离子液体摩擦性能的影响
Pub Date : 2024-05-09 DOI: 10.3390/lubricants12050167
Xiangyu Ge, Xiaodong Wu, Qiuyu Shi, Yanfei Liu, He Liang
This work studied the influence of the voltage parameters on the friction and superlubricity performances of LiPF6-based ionic liquids (ILs). The results show that the voltage direction and magnitude greatly affected the friction performances of ILs and that macroscale superlubricity can be achieved with a stimulation of −0.1 V. The surface analysis and experiment results indicate that the voltage magnitude influences the coefficient of friction (COF) by determining the types of substances in the tribochemical film formed on the ball, while the voltage direction influences the COF by affecting the adsorption behavior of Li(PEG)+ ions on the ball. At −0.1 V, the cation group Li(PEG)+ adsorption film and FeOOH-containing tribochemical film contribute to friction reduction. The formation of FexOy within the tribochemical film results in an increase in friction at −0.8 V. The limited adsorption of Li(PEG)+ ions and the formation of FexOy contribute to the elevated COF at +0.1 V. This work proves that the friction performances of LiPF6-based ILs could be affected by voltage parameters. A lubrication model was proposed hoping to provide a basic understanding of the lubrication mechanisms of ILs in the electric environment.
这项工作研究了电压参数对基于 LiPF6 的离子液体(ILs)的摩擦和超润滑性能的影响。结果表明,电压的方向和大小对离子液体的摩擦性能有很大影响,在-0.1 V的电压刺激下可以实现宏观超润滑。表面分析和实验结果表明,电压大小通过决定球上形成的摩擦化学膜中的物质类型来影响摩擦系数(COF),而电压方向则通过影响 Li(PEG)+ 离子在球上的吸附行为来影响摩擦系数。在-0.1 V电压下,阳离子团Li(PEG)+吸附膜和含FeOOH的摩擦生化膜有助于降低摩擦。摩擦化学膜中 FexOy 的形成导致 -0.8 V 时摩擦力增加。Li(PEG)+ 离子的有限吸附和 FexOy 的形成导致 +0.1 V 时 COF 升高。这项研究证明,基于 LiPF6 的 IL 的摩擦性能可能受到电压参数的影响。我们提出了一个润滑模型,希望能为了解电环境下 IL 的润滑机理提供一个基础。
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引用次数: 0
Recent Advances in Machine Learning in Tribology 摩擦学机器学习的最新进展
Pub Date : 2024-05-09 DOI: 10.3390/lubricants12050168
Max Marian, S. Tremmel
Tribology, the study of friction, wear, and lubrication, has been a subject of interest for researchers exploring the complexities of materials and surfaces [...]
摩擦学是一门研究摩擦、磨损和润滑的学科,一直是探索材料和表面复杂性的研究人员感兴趣的课题 [...]
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引用次数: 0
Nanotechnology in Lubricants: A Systematic Review of the Use of Nanoparticles to Reduce the Friction Coefficient 润滑油中的纳米技术:使用纳米颗粒降低摩擦系数的系统综述
Pub Date : 2024-05-09 DOI: 10.3390/lubricants12050166
Milton Garcia Tobar, Rafael Wilmer Contreras Urgiles, Bryan Jimenez Cordero, Julio Guillen Matute
The study of lubricating oil is paramount for the optimal functioning of modern engines, and it has generated intensive research in the automotive industry. The aim is to improve the tribological properties of lubricants by including nanomaterials as additives in base oils. This article presents an exhaustive bibliographic review of the experiments carried out to optimize the tribological properties of nano-lubricants in order to identify the nanoparticles and experimental processes used and analyze the results obtained. The methodology adopted combines inductive and deductive elements. It begins with the formulation of a general theory on the application of nanoparticles in lubricants, followed by the collection of specific data on the conceptualization and preparation of nano-lubricants. A total of 176 articles focused on the application of nanoparticles in lubricants, especially to reduce the coefficient of friction, are reviewed. These works, with impact levels Q1 and Q2, delve into the application and are analyzed to review the obtained results. Most researchers worked with a nanoparticle concentration range of 0% to 1% by volume.
对润滑油的研究对于现代发动机的最佳运行至关重要,这也引发了汽车行业的深入研究。其目的是通过在基础油中加入纳米材料作为添加剂来改善润滑油的摩擦学特性。本文对优化纳米润滑油摩擦学特性的实验进行了详尽的文献综述,以确定所使用的纳米粒子和实验过程,并分析所获得的结果。所采用的方法结合了归纳和演绎元素。首先是提出纳米粒子在润滑剂中应用的一般理论,然后收集有关纳米润滑剂概念化和制备的具体数据。共有 176 篇文章关注了纳米粒子在润滑剂中的应用,尤其是降低摩擦系数方面的应用。这些影响等级为 Q1 和 Q2 的文章深入探讨了纳米润滑剂的应用,并对所取得的成果进行了分析。大多数研究人员使用的纳米粒子浓度范围为 0% 至 1%(按体积计算)。
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引用次数: 0
Comparing Bio-Ester and Mineral-Oil Emulsions on Tool Wear and Surface Integrity in Finish Turning a Ni-Based Superalloy 比较生物酯乳化液和矿物油乳化液在精车镍基超合金时对刀具磨损和表面完整性的影响
Pub Date : 2024-05-08 DOI: 10.3390/lubricants12050164
Paul Wood, Fathi Boud, Andrew Mantle, W. Carter, Syed Hossain, U. Gunputh, Marzena Pawlik, Yiling Lu, J. Diaz-Alvarez, M. Miguélez
The paper compares the performance of two bio-ester and two mineral-oil emulsion metalworking fluids (MWFs) in finish turning an Inconel 718 alloy bar with a high hardness (HB 397–418). In this study, a coolant with a lean concentrate diluted at 6.5% to create an emulsion with stabilised water hardness was used to prepare each MWF. The finish-turning method used a small tool nose radius (0.4 mm) and small depth of cut (0.25 mm) to turn down 52.5-mm diameter bars in multiple passes to reach a maximum tool flank wear of 200 µm. In each MWF turning test, the tool flank wear, cutting forces, and surface roughness were measured against cut time. Chips from each MWF turning test were also collected at the same cut time instances. The surface and subsurface integrity on a workpiece obtained from each MWF turning test were compared by using a new unworn tool. Overall, for the machining parameters studied, the findings suggest the bio-esters were capable of equivalent machining performance as the mineral-oil emulsions, apart from one bio-ester that displayed improved surface roughness. Common to all MWF turning tests was a change in the chip form at low flank wear, which is discussed. Further findings discussed include the sensitivity of the concentration of the MWF diluted in the emulsion and the effect of the workpiece hardness within the batch used, with useful recommendations to improve the finish-turning method for the assessment of MWFs.
本文比较了两种生物酯和两种矿物油乳液金属加工液(MWF)在精车高硬度(HB 397-418)Inconel 718 合金棒材时的性能。在这项研究中,每种 MWF 都使用了稀释度为 6.5% 的贫浓缩物冷却液来制备具有稳定水硬度的乳液。精车方法使用较小的刀头半径(0.4 毫米)和较小的切削深度(0.25 毫米),多次车削直径为 52.5 毫米的棒材,以达到 200 微米的最大刀面磨损。在每次 MWF 车削测试中,都根据切削时间测量刀具侧面磨损、切削力和表面粗糙度。在相同的切削时间内,还收集了每次 MWF 车削测试的切屑。通过使用未磨损的新刀具,对每次 MWF 车削测试获得的工件表面和次表面完整性进行比较。总体而言,就所研究的加工参数而言,结果表明生物酯的加工性能与矿物油乳液相当,只有一种生物酯的表面粗糙度有所改善。所有 MWF 车削试验的共同点是在低侧面磨损时切屑形态的变化,本文对此进行了讨论。讨论的其他发现包括乳化液中稀释的 MWF 浓度的敏感性以及所用批次中工件硬度的影响,并为改进精车方法以评估 MWF 提出了有用的建议。
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引用次数: 0
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Lubricants
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