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Ensemble Deep Learning for Wear Particle Image Analysis 基于集成深度学习的磨损颗粒图像分析
3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-10-29 DOI: 10.3390/lubricants11110461
Ronit Shah, Naveen Venkatesh Sridharan, Tapan K. Mahanta, Amarnath Muniyappa, Sugumaran Vaithiyanathan, Sangharatna M. Ramteke, Max Marian
This technical note focuses on the application of deep learning techniques in the area of lubrication technology and tribology. This paper introduces a novel approach by employing deep learning methodologies to extract features from scanning electron microscopy (SEM) images, which depict wear particles obtained through the extraction and filtration of lubricating oil from a 4-stroke petrol internal combustion engine following varied travel distances. Specifically, this work postulates that the amalgamation of ensemble deep learning, involving the combination of multiple deep learning models, leads to greater accuracy compared to individually trained techniques. To substantiate this hypothesis, a fusion of deep learning methods is implemented, featuring deep convolutional neural network (CNN) architectures including Xception, Inception V3, and MobileNet V2. Through individualized training of each model, accuracies reached 85.93% for MobileNet V2 and 93.75% for Inception V3 and Xception. The major finding of this study is the hybrid ensemble deep learning model, which displayed a superior accuracy of 98.75%. This outcome not only surpasses the performance of the singularly trained models, but also substantiates the viability of the proposed hypothesis. This technical note highlights the effectiveness of utilizing ensemble deep learning methods for extracting wear particle features from SEM images. The demonstrated achievements of the hybrid model strongly support its adoption to improve predictive analytics and gain insights into intricate wear mechanisms across various engineering applications.
本技术笔记重点介绍了深度学习技术在润滑技术和摩擦学领域的应用。本文介绍了一种利用深度学习方法从扫描电子显微镜(SEM)图像中提取特征的新方法,该图像描述了通过从四冲程汽油内燃机中提取和过滤润滑油获得的磨损颗粒,这些磨损颗粒经过不同的行驶距离。具体来说,这项工作假设集成深度学习的合并,涉及多个深度学习模型的组合,与单独训练的技术相比,会带来更高的准确性。为了证实这一假设,实现了深度学习方法的融合,以深度卷积神经网络(CNN)架构为特色,包括Xception、Inception V3和MobileNet V2。通过对每个模型的个性化训练,MobileNet V2的准确率达到85.93%,Inception V3和Xception的准确率达到93.75%。本研究的主要发现是混合集成深度学习模型,其准确率高达98.75%。这一结果不仅超越了奇异训练模型的性能,而且证实了所提出假设的可行性。本技术说明强调了利用集成深度学习方法从SEM图像中提取磨损颗粒特征的有效性。混合模型所取得的成果有力地支持了其在各种工程应用中改进预测分析和深入了解复杂磨损机制的应用。
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引用次数: 0
Effect of Atmospheric Conditions on the Tightening Behaviour of HV Galvanised Bolts in Structural Bolt Sets 大气条件对结构螺栓组中高压镀锌螺栓紧固性能的影响
3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-10-28 DOI: 10.3390/lubricants11110460
Tomasz Dubiel, Rafał Grzejda
The aim of this article is to investigate the effect of atmospheric conditions on the tightening behaviour of HV bolts in structural bolt sets. The article describes the results of experimental tests carried out for bolt sets of a selected type. The parts of the joined sets were stored according to the specified six different conditions for four weeks before assembly. Paper, cardboard boxes and anticorrosion foils were used as protection against atmospheric conditions. The behaviour of unassembled and assembled bolt sets was also taken into account. The variation in the friction coefficient depending on the clamping force and storage conditions of the bolt sets was demonstrated. This applies both to the contact between the joining elements on the threaded surfaces and to the area between the bolt head and the bearing surface of the nut and washer.
本文的目的是研究大气条件对结构螺栓组中高压螺栓紧固性能的影响。本文介绍了对某型号螺栓组进行的试验试验结果。在组装前,根据指定的六个不同条件,将连接集的部件存储四周。纸、纸板箱和防腐蚀箔被用作对大气条件的保护。还考虑了未组装和组装螺栓组的行为。分析了摩擦系数随夹紧力和螺栓组储存条件的变化规律。这既适用于螺纹表面上连接元件之间的接触,也适用于螺栓头与螺母和垫圈的轴承表面之间的区域。
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引用次数: 0
Influence of Water Contamination, Iron Particles, and Energy Input on the NVH Behavior of Wet Clutches 水污染、铁颗粒和能量输入对湿式离合器NVH性能的影响
3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-10-27 DOI: 10.3390/lubricants11110459
Johannes Wirkner, Mirjam Baese, Astrid Lebel, Hermann Pflaum, Katharina Voelkel, Lukas Pointner-Gabriel, Charlotte Besser, Thomas Schneider, Karsten Stahl
The driving comfort and safety of the automotive powertrain are significantly related to the performance, lifetime, and functionality of the lubricant. The presented study focuses on investigating the performance loss of the lubricant due to water contamination resulting from environmental influences and iron particles originating from the wear of different machine elements. The main purpose is to determine critical factors that contribute to the degradation of the lubricant, and increase the tendency to NVH behavior, leading to adverse comfort losses to the respective user. Therefore, this performance loss is evaluated by test rig-based analysis of the friction behavior of wet clutches. Due to physical adsorption, a significant impact of water and iron contamination on the degradation of the lubricant is found, while the influence of the energy input is secondary.
汽车动力总成的驾驶舒适性和安全性与润滑油的性能、寿命和功能密切相关。本研究的重点是研究由环境影响引起的水污染和由不同机械元件磨损产生的铁颗粒对润滑剂性能的影响。其主要目的是确定导致润滑剂退化的关键因素,并增加NVH行为的趋势,从而导致用户的不利舒适性损失。因此,这种性能损失是通过基于试验台的湿式离合器摩擦行为分析来评估的。由于物理吸附,发现水和铁污染对润滑剂的降解有显著影响,而能量输入的影响是次要的。
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引用次数: 0
Study on the Effect of Different Design Parameters of Sidewall Insert Rubber on the Mechanical Characteristics of Self-Supporting Run-Flat Tires 侧壁橡胶不同设计参数对自支撑扁胎轮胎力学特性影响的研究
3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-10-26 DOI: 10.3390/lubricants11110458
Tian Lv, Liguo Zang, Cheng Xue, Yaowei Li, Yulin Mao, Xingyu Wang
Self-supporting run-flat tires (SSRFTs) achieve good zero-pressure driving ability by reinforcing the sidewalls, and the structural shape of sidewall insert rubber (SIR) is critical in influencing the mechanical characteristics of SSRFTs. In this paper, an SSRFT contour model is established by combining the radial tire contour theory and the design elements of SIR. The influence of two design parameters (maximum width L and maximum thickness H) of SIR on the tire stiffness characteristics and the contact characteristics is analyzed in depth, and the accuracy of the model is verified by the tire mechanics bench test. The results show that the radial stiffness of SSRFTs is positively correlated with two design parameters; an increase in L affects the stress concentration at the end of SIR, while a change in H has a more drastic effect on the stress distribution of SIR, leading to a large change in both the location of the deformation of SIR and the maximum equivalent stress; under rated pressure conditions, when L is less than 100 mm, the overlap between SIR and the tread decreases, which in turn makes the contact characteristics of SSRFTs closer to that of a normal tire, and obtains better comfort and abrasion resistance; under zero-pressure conditions, the maximum contact stress of the tread is the smallest when the H is 8 mm, but when H is less than 6 mm, the contact characteristics appear to deteriorate uniformly, and the maximum contact stress continues to rise. The results of the research provide a reference value for the selection of the design parameters for SIR and the optimization of the dynamic performance of SSRFTs.
自支撑跑气轮胎(SSRFTs)通过加强侧壁来实现良好的零压行驶能力,侧壁插入橡胶(SIR)的结构形状是影响其力学特性的关键。本文将子午线轮胎轮廓理论与SIR的设计要素相结合,建立了SSRFT轮廓模型,深入分析了SIR的两个设计参数(最大宽度L和最大厚度H)对轮胎刚度特性和接触特性的影响,并通过轮胎力学台架试验验证了模型的准确性。结果表明:SSRFTs的径向刚度与两个设计参数呈正相关;L的增大会影响SIR末端的应力集中,而H的变化对SIR应力分布的影响更为剧烈,导致SIR变形位置和最大等效应力都发生较大变化;在额定压力条件下,当L小于100 mm时,SIR与胎面重叠减小,从而使ssrft的接触特性更接近普通轮胎,获得更好的舒适性和耐磨性;在零压工况下,H为8 mm时胎面最大接触应力最小,但H小于6 mm时,胎面接触特性出现均匀劣化,最大接触应力继续升高。研究结果为SIR设计参数的选择和ssrft动态性能的优化提供了参考价值。
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引用次数: 0
A Methodological Approach to Assessing the Tribological Properties of Lubricants Using a Four-Ball Tribometer 用四球摩擦计评估润滑油摩擦学性能的方法学方法
3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-10-25 DOI: 10.3390/lubricants11110457
Tareq M. A. Al-Quraan, Fadi Alfaqs, Jamil Haddad, Viktor Vojtov, Anton Voitov, Andrey Kravtsov, Oleksandr Miroshnyk, Andrii Kondratiev
Based on the analysis of standards for the testing of lubricants, both liquid and plastic, on a four-ball tribometer, and the analysis of the parameters by which lubricants are evaluated, this paper proposes a methodology and an integral parameter for the estimation of tribological properties. The methodological approach proposed in this paper allows for the integration of a variety of parameters provided in the standards for the testing of lubricants into one indicator. Herein, we show that the developed technique is based on the energy approach and takes into account the specific wear work of the test material (steel balls) in the lubricating medium to be investigated. The results of laboratory tests of a wide range of lubricants are presented: hydraulic fluids, motor and transmission oils of various purposes and classifications. It is shown that the magnitude of the integral parameter can be used to assess the effectiveness of anti-wear and anti-scuff additives in base lubricants, as well as the ranges of their applications. This allows for differentiation and quantitative evaluation of the effectiveness of such additives. The obtained results allow us to state that all tests according to the developed method are reproducible and homogeneous, which is confirmed using the Cochran criterion. The coefficient of variation during testing does not exceed 18%. We show that the presented methodology and the integral parameter can be used in the first stage of the laboratory selection tests of new lubricants and additives of various origins, reducing the costs of their development and implementation.
本文在分析液体和塑料润滑剂在四球摩擦计上的测试标准和评估润滑剂的参数的基础上,提出了一种评估润滑剂摩擦学性能的方法和积分参数。本文提出的方法方法允许将润滑油测试标准中提供的各种参数集成为一个指标。在此,我们表明,开发的技术是基于能量方法,并考虑到测试材料(钢球)在待研究的润滑介质中的特定磨损功。介绍了各种润滑油的实验室测试结果:液压油、各种用途和分类的马达和传动油。结果表明,积分参数的大小可以用来评估基础润滑油中抗磨和抗磨损添加剂的有效性,以及它们的应用范围。这样就可以对这些添加剂的有效性进行区分和定量评估。所获得的结果使我们能够声明,根据所开发的方法的所有测试是可重复的和均匀的,这是用科克伦准则证实。试验过程中的变异系数不超过18%。结果表明,所提出的方法和积分参数可用于各种来源的新润滑油和添加剂的实验室选择测试的第一阶段,从而降低了其开发和实施的成本。
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引用次数: 0
Laser-Fabricated Micro-Dimples for Improving Frictional Property of SKH51 Tool Steel Surfaces 激光加工微韧窝改善SKH51工具钢表面摩擦性能
3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-10-24 DOI: 10.3390/lubricants11110456
Chansovannkumpheak Phun, Witthaya Daodon, Kamthon Septham, Peerapong Kumkhuntod, Hao Zhu, Viboon Saetang
Friction involved in metal-forming processes typically leads to the wear of tool and die surfaces, and in turn shortens the tool’s service life. A thriving need for reducing surface friction requires the tool surface to be modified. This paper presents the surface modification of SKH51 tool steel, on which the hexagonal array of micro-dimples is fabricated by a nanosecond pulse laser. Using the average laser power of 25 W can create decent dimples for trapping lubricant and enabling hydraulic pressure at the surfaces in contact. The effect of dimple density and sliding speed on the coefficient of friction was examined in this study through the pin-on-disc test, in which a stainless steel pin was applied against the tool steel disc with a constant load. The laser-textured tool steel surface with a dimple density of 35% had a friction coefficient of 0.087, which was lower than that of the untextured surface by 12.6% when using a sliding speed of 15 cm/s. In addition to friction reduction, there was no substantial wear found on the laser-textured surface compared to the untextured sample. The findings of this study can be a processing guideline and benefit the treatment of tool and die surfaces for friction and wear reduction in metal-forming and related processes.
金属成形过程中的摩擦通常会导致刀具和模具表面的磨损,从而缩短刀具的使用寿命。为了减少表面摩擦,需要对刀具表面进行修改。采用纳秒脉冲激光对SKH51工具钢进行表面改性,在其表面制备六边形微韧窝阵列。使用平均功率为25 W的激光可以产生良好的凹痕,以捕获润滑剂并使接触表面产生液压压力。本研究通过销对盘试验考察了凹窝密度和滑动速度对摩擦系数的影响,在此试验中,不锈钢销对工具钢盘施加恒定载荷。当滑动速度为15 cm/s时,激光织构密度为35%的工具钢表面的摩擦系数为0.087,比未织构表面的摩擦系数低12.6%。除了减少摩擦外,与未纹理样品相比,激光纹理表面没有发现明显的磨损。本研究的结果可以作为加工指南,并有利于刀具和模具表面的处理,以减少金属成形和相关工艺中的摩擦和磨损。
{"title":"Laser-Fabricated Micro-Dimples for Improving Frictional Property of SKH51 Tool Steel Surfaces","authors":"Chansovannkumpheak Phun, Witthaya Daodon, Kamthon Septham, Peerapong Kumkhuntod, Hao Zhu, Viboon Saetang","doi":"10.3390/lubricants11110456","DOIUrl":"https://doi.org/10.3390/lubricants11110456","url":null,"abstract":"Friction involved in metal-forming processes typically leads to the wear of tool and die surfaces, and in turn shortens the tool’s service life. A thriving need for reducing surface friction requires the tool surface to be modified. This paper presents the surface modification of SKH51 tool steel, on which the hexagonal array of micro-dimples is fabricated by a nanosecond pulse laser. Using the average laser power of 25 W can create decent dimples for trapping lubricant and enabling hydraulic pressure at the surfaces in contact. The effect of dimple density and sliding speed on the coefficient of friction was examined in this study through the pin-on-disc test, in which a stainless steel pin was applied against the tool steel disc with a constant load. The laser-textured tool steel surface with a dimple density of 35% had a friction coefficient of 0.087, which was lower than that of the untextured surface by 12.6% when using a sliding speed of 15 cm/s. In addition to friction reduction, there was no substantial wear found on the laser-textured surface compared to the untextured sample. The findings of this study can be a processing guideline and benefit the treatment of tool and die surfaces for friction and wear reduction in metal-forming and related processes.","PeriodicalId":18135,"journal":{"name":"Lubricants","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135274054","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","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 on the Fluting in an Axial Ball Bearing at DC Bearing Currents 直流轴承电流下轴向球轴承槽形的影响因素
3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-10-23 DOI: 10.3390/lubricants11100455
Omid Safdarzadeh, Resat Capan, Michel Werner, Andreas Binder, Oliver Koch
The effect of variable DC bearing current amplitude, bearing current polarity, mechanical force, rotation speed, bearing temperature, and number of the balls on the fluting in an axial ball bearing type 51208 is investigated under DC currents. The results are obtained from two different test setups with two different lubricants (mineral-oil-based grease and polyglycol oil). The speed varies between 100 rpm and 2000 rpm, the axial bearing force between 200 N and 2400 N, the DC current amplitude between 0.5 A and 20 A, the bearing temperature between 29 °C and 80 °C, the number of steel balls per bearing between 3 and 15, and the test duration between 6 h and 168 h. The results show that with a higher bearing current density and/or a higher bearing speed, a lower bearing force and/or a lower bearing temperature, a bigger number of roller elements, but also at a negative polarity of a DC electric bearing current, the occurring of fluting is more probable and occurs at an earlier stage of operation.
在直流电流作用下,研究了可变直流轴承电流幅值、轴承电流极性、机械力、转速、轴承温度和滚珠数对51208型轴向滚珠轴承槽形的影响。结果来自两种不同的测试装置,使用两种不同的润滑剂(矿物油基润滑脂和聚乙二醇油)。100 rpm和2000 rpm之间的速度不同,之间的轴向轴承力200 N和2400 N,直流电流幅值0.5和20之间,轴承温度29°C到80°C之间的每个轴承的钢球数量3和15日之间的测试时间6 h和168 h。结果表明,随着高轴承电流密度和/或更高的轴承速度、较低的轴承力和/或较低的轴承温度,更大数量的滚筒元素,而且在直流电轴承电流的负极性下,凹槽的发生更有可能发生在操作的早期阶段。
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引用次数: 0
Investigation of Mechanical Properties of Grey Cast Irons Reinforced with Carbon Titanium Nitride (TiNC) 碳氮化钛(TiNC)增强灰口铸铁力学性能研究
3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-10-22 DOI: 10.3390/lubricants11100454
Rifat Yakut
In this study, grey cast iron (GG25) was produced via reinforcement with carbon titanium nitride (TiNC) in different amounts (0%, 0.153%, 0.204% and 0.255%). Samples were made from this material according to the standards for hardness, compression and wear, and then experiments were conducted. The test conditions applied for the TiNC-reinforced samples were similarly applied to unreinforced samples. The TiNC-reinforced and unreinforced samples were compared regarding their compression, hardness, and wear properties. The results of the hardness tests showed the highest average hardness value of 215 HB for sample A (0% TiNC). For TiNC-reinforced specimens, the hardness values of the reinforced specimens increased with increasing reinforcement. Sample B (0.153% TiNC) had an average hardness value of 193 HB. For sample C (0.204% TiNC), an average hardness value of 200 HB was measured. For sample D (0.255% TiNC), an average hardness value of 204 HB was determined. Sample A’s highest compression strength value was 780 MPA (0% TiNC). Similar to the hardness test values, the compression strength of the reinforced samples increased with the increasing reinforcement rate. The compression test value was found to be 747 MPa for sample B (0.153% TiNC), 765 MPa for sample C (0.204% TiNC) and 778 MPa for sample D (0.255% TiNC). Wear tests were performed on all samples to examine changes in the wear volume loss, wear rate and friction coefficients. Scanning electron microscopy (SEM) was used to determine the wear mechanisms on the worn surfaces of the samples. When examining the wear condition of the samples with the same hardness value as a function of increasing load values, increases in the wear volume loss values were observed as the load value increased.
本研究采用不同添加量(0%、0.153%、0.204%和0.255%)的碳氮化钛(TiNC)强化灰口铸铁(GG25)。将该材料按硬度、耐压、耐磨性等标准制成试样,并进行实验。应用于tinc增强样品的试验条件与应用于未增强样品的试验条件相似。比较了tinc增强和未增强样品的压缩、硬度和磨损性能。硬度测试结果表明,样品A (0% TiNC)的平均硬度值最高,为215 HB。对于tinc加筋试样,其硬度值随加筋量的增加而增大。样品B (0.153% TiNC)的平均硬度值为193 HB。样品C (0.204% TiNC)的平均硬度值为200 HB。样品D (0.255% TiNC)的平均硬度值为204 HB。试样A的最高抗压强度值为780 MPA (0% TiNC)。与硬度试验值相似,增强试样的抗压强度随增强率的增加而增加。试样B (0.153% TiNC)的压缩试验值为747 MPa,试样C (0.204% TiNC)的压缩试验值为765 MPa,试样D (0.255% TiNC)的压缩试验值为778 MPa。对所有样品进行磨损试验,以检查磨损体积损失、磨损率和摩擦系数的变化。利用扫描电子显微镜(SEM)分析了试样磨损表面的磨损机理。将硬度值相同的试样的磨损情况作为载荷值增加的函数进行考察时,观察到磨损体积损失值随着载荷值的增加而增加。
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引用次数: 0
Nonlinear Dynamic Responses of Rigid Rotor Supported by Thick Top Foil Bearings 厚顶箔轴承支承刚性转子的非线性动力响应
3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-10-20 DOI: 10.3390/lubricants11100453
Bin Hu, Xiaodong Yang, Anping Hou, Rui Wang, Zhiyong Wu, Qifeng Ni, Zhong Li
This study focuses on thick top foil bearings (TTFBs), which can prevent top foil from sagging and significantly reduce the load capacity of gas foil bearings (GFBs). However, the limited research on the dynamic responses of TTFB-rotor systems has hindered their wide application of TTFBs with high load capacity. To address this, an integrated nonlinear dynamic model is developed to analyze the linear dynamic responses of a rigid rotor supported on TTFBs. The model incorporates time domain orbit simulation, considering unsteady Reynolds equations, foil deformation equations, thick top foil motion equations, and rotor motion equations. A symmetrical test rig is used to validate the model, and three types of TTFBs with different bump foil stiffness are tested, with experimental results aligning with the model predictions. This study also investigates the effects of nominal clearance, static load, and unbalance on TTFB-rotor systems. The results indicate that unbalance has minimal impact on subsynchronous vibrations. However, larger bump foil stiffness, increased normal clearance, and higher static load contribute to improved stability and higher maximum stable speed of the TTFB-rotor system. Moreover, other relevant parameters reducing the bearing attitude angle can further enhance the system’s stability.
本文研究的重点是厚顶箔轴承(TTFBs),它可以防止顶箔下垂,并显着降低气体箔轴承(GFBs)的承载能力。然而,对ttfb -转子系统动态响应的研究有限,阻碍了ttfb在高承载能力ttfb的广泛应用。为了解决这一问题,建立了一个集成的非线性动力学模型来分析支承在TTFBs上的刚性转子的线性动力学响应。该模型结合时域轨道仿真,考虑了非定常雷诺方程、箔片变形方程、厚顶箔片运动方程和转子运动方程。利用对称试验台对模型进行了验证,并对三种不同碰撞箔刚度的ttfb进行了测试,实验结果与模型预测一致。本研究还探讨了标称间隙,静载荷和不平衡对ttfb转子系统的影响。结果表明,不平衡对次同步振动的影响很小。然而,较大的碰撞箔刚度,增加正常间隙,和更高的静态负载有助于提高稳定性和更高的ttfb转子系统的最大稳定速度。此外,减小轴承姿态角的其他相关参数可以进一步提高系统的稳定性。
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引用次数: 0
Use of Functionalized Graphene-Based Materials on Grease 功能化石墨烯基材料在润滑脂上的应用
3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-10-20 DOI: 10.3390/lubricants11100452
Eduardo Tomanik, Paulo Berto, Wania Christinelli, Gabriela Papoulias, Xavier Raby, Valdirene Peressinotto
The growing awareness of reduced friction losses and new demands for electrical powertrains demand improved lubricants. Due to their unique properties, such as high thermal and electrical conductivity, graphene and its derivatives have been investigated for tribological applications, especially as lubricant additives. In this work, we investigated three commercially available graphene variants, one comprising a few layers and the other two comprising nanoplates, after functionalization as additives to lithium soap grease. The grease temperature dropping point increased by approximately 6 °C. Additionally, during the reciprocating friction test, friction increased with the test duration for the baseline grease, whereas it decreased for the ones containing graphene-based additives. On the test end, friction was reduced by 8% compared to the baseline grease. On a four-ball tribometer, the wear scar was reduced from 10 to 18% compared to the baseline grease. In general, no significant difference was seen between the three graphene-based variants. The promising results found with graphene nanoplates, a less expensive material than a few graphene layers, creates opportunities for a cost-competitive additive to commercial greases.
人们对减少摩擦损失的意识日益增强,对电力传动系统的新需求也要求改进润滑油。由于其独特的性能,如高导热性和导电性,石墨烯及其衍生物已被研究用于摩擦学应用,特别是作为润滑剂添加剂。在这项工作中,我们研究了三种商用石墨烯变体,一种由几层组成,另两种由纳米板组成,在功能化后作为锂皂脂的添加剂。润滑脂温度下降点提高了约6℃。此外,在往复摩擦测试中,基线润滑脂的摩擦随测试时间的延长而增加,而含有石墨烯基添加剂的润滑脂的摩擦则减少。在测试端,与基线润滑脂相比,摩擦降低了8%。在四球摩擦计上,与基线润滑脂相比,磨损疤痕从10%减少到18%。总的来说,三种基于石墨烯的变体之间没有显着差异。石墨烯纳米板是一种比几层石墨烯更便宜的材料,它的研究结果很有希望,为一种具有成本竞争力的商业润滑脂添加剂创造了机会。
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引用次数: 1
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