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Lubricant infiltration physics and enabling technology in machining: modeling and machinability 加工中的润滑油渗透物理和使能技术:建模和可加工性
IF 6.8 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-08-29 DOI: 10.26599/frict.2025.9441173
Wenyi Li, Libin Wu, Yanbin Zhang, Xin Cui, Fan Zhang, Liandi Xu, Haiyuan Xin, Rui Xue, Qingfeng Bie, Guanqun Li, Changhe Li

Lubricants are essential in machining as they significantly affect workpiece surface quality. However, due to the diversity of lubricant types and the complexity of infiltration physics, there remains an urgent need to improve infiltration performance based on the underlying physical processes. This paper systematically reviews the infiltration mechanisms of lubricants under different machining conditions. First, the influence of lubricant morphological characteristics and physicochemical properties on infiltration behavior is analyzed at the microscale, clarifying the mechanisms governing different states, including liquid, gas, and multiphase flow. Second, the interaction between tool geometric boundary conditions and lubricant infiltration behavior is examined, providing an evaluation of infiltration performance at the workpiece surface. Finally, the microscopic mechanisms of lubricant behavior under the influence of typical energy fields are discussed, and the regulation effect of these fields on lubricant infiltration is revealed. This review offers a theoretical reference for advancing the understanding of lubricant infiltration mechanisms and improving infiltration performance in machining.

润滑剂在机械加工中是必不可少的,因为它对工件表面质量有很大的影响。然而,由于润滑剂类型的多样性和渗透物理的复杂性,仍然迫切需要基于潜在的物理过程来提高渗透性能。本文系统地综述了润滑油在不同加工条件下的渗透机理。首先,在微观尺度上分析了润滑油形态特征和理化性质对渗透行为的影响,阐明了液体、气体和多相流等不同状态下的渗透机理。其次,研究了刀具几何边界条件与润滑剂渗透行为之间的相互作用,为工件表面的渗透性能提供了评估。最后,讨论了典型能量场影响下润滑剂微观行为的机理,揭示了这些能量场对润滑剂渗透的调节作用。本文的研究为进一步认识润滑油的渗渗机理,提高加工过程中的渗渗性能提供了理论参考。
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引用次数: 0
Study on the interface and morphological control mechanism of calcium sulfonate grease thickener 磺酸钙润滑脂增稠剂的界面及形态控制机理研究
IF 6.8 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-08-29 DOI: 10.26599/frict.2025.9441170
Jiajia Jia, Congcong Shi, Peng Yue, Kun Han, Yujuan Zhang, Pingyu Zhang, Shengmao Zhang, Wenbin Kan, Xu Zhou

In this study, lauric acid was introduced in the growth of thickener of calcium sulfonate grease, and the low temperature fluidity and drop point of the grease were greatly improved by regulating the morphology of the thickener and the oil fixing ability of the surface. The aspect ratio of thickener was increased from 1 to 5, and the specific surface area was increased by 40.12%. At the same consistency, the low temperature similar viscosity decreased by 11.63%, and the drop point increased by nearly 100 ℃. By comparing the effects of lauric acid, amine and alcohol with different polar end groups on the surface adsorbability and wettability of the thickener, it was found that the adsorption quality of the three molecules was similar, but only lauric acid and amine could significantly improve the lipophilicity of the surface of the thickener and increase the drop point of the grease by nearly 100 ℃. Through molecular dynamics simulation, it is found that the alkyl chain of linear acid and amine molecules adsorbed on the surface of the thickener is almost perpendicular to the surface of the thickener, which makes the interface base oil difficult to slip, increases the adsorbed oil content and the effective radius of the thickener, and effectively increases the drop point of the grease. The long alkyl chain of the linear chain alcohol molecules is almost parallel to the surface of the thickener, which has little effect on the physicochemical properties of the grease.

本研究将月桂酸引入到磺酸钙润滑脂增稠剂的生长中,通过调节增稠剂的形态和表面的固油能力,大大提高了润滑脂的低温流动性和落点。增稠剂长径比由1提高到5,比表面积提高了40.12%。在相同稠度下,低温相似粘度降低了11.63%,落点提高了近100℃。通过比较不同极性端基的月桂酸、胺和醇对增稠剂表面吸附性和润湿性的影响,发现三种分子的吸附质量相似,但只有月桂酸和胺能显著提高增稠剂表面的亲脂性,使油脂的落点提高近100℃。通过分子动力学模拟发现,吸附在增稠剂表面的线性酸胺分子的烷基链几乎垂直于增稠剂表面,使得界面基础油难以滑动,增加了吸附的含油量和增稠剂的有效半径,有效地提高了润滑脂的落点。线性链醇分子的长烷基链几乎与增稠剂表面平行,对润滑脂的理化性质影响不大。
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引用次数: 0
Effects of re-entrant auxetic structure on friction-induced vibrational behaviour of 3D printed PLA in sliding wear process 再入式消声结构对3D打印PLA滑动磨损摩擦激振行为的影响
IF 6.8 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-08-29 DOI: 10.26599/frict.2025.9441172
Yunxiang Deng, Yu Zhao, Boyang Wan, Li Chang

The present research investigates the effects of re-entrant auxetic structure’s on friction-induced vibrational behaviour of 3D printed Polylactic acid (PLA) samples. A series of re-entrant auxetic specimens with different re-entrant angles were prepared for sliding wear tests. The results showed that with the increase in re-entrant angles, the negative Poisson ratio becomes greater. Accordingly, the specimen showed less vibration during the sliding wear process, with a lower average friction coefficient. As a result, the wear resistance of the specimens with embedded re-entrant structures was clearly improved. Microscopic images revealed that surface fatigue wear was effectively prevented with the re-entrant structures, thanks to their energy absorption and vibration insulation capacities. The findings demonstrated that 3D printing technology could provide a new route for the design and fabrication of high wear resistant engineering components by creating complex functional structures to control and optimize their dynamic behaviour and, thus tribological performance.

本研究研究了再入式氧减结构对3D打印聚乳酸(PLA)样品摩擦振动行为的影响。制备了一系列具有不同复入角的复入性试样进行滑动磨损试验。结果表明,随着重入角的增大,负泊松比增大。因此,试样在滑动磨损过程中振动较小,平均摩擦系数较低。结果表明,嵌入再入结构的试样耐磨性明显提高。显微图像显示,由于其吸能和隔振能力,再入结构有效地防止了表面疲劳磨损。研究结果表明,3D打印技术可以通过创建复杂的功能结构来控制和优化其动态行为,从而为设计和制造高耐磨工程部件提供新的途径,从而提高摩擦学性能。
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引用次数: 0
Weighted physics-informed neural network (weighted PINN) for obtaining elastic responses under Hertzian-like contact 加权物理信息神经网络(加权PINN)用于求解类赫兹接触下的弹性响应
IF 6.8 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-08-19 DOI: 10.26599/frict.2025.9441062
Yang Zhao, Zhongxue Fu, Jianfeng Zhao

Physics-informed neural network (PINN) provides a novel method for understanding the mechanical behavior of tribology contacts, and the deformation of the contacting body plays a pivotal role in determining the contact scenario of dry and elastohydrodynamic lubricated (EHL) contacts. Here, we delineate the design and construction of the PINN for obtaining elastic deformations under Hertzian pressure. The PINN obtains the elastic deformation by transforming the linear elasticity equation into an optimized neural network, which presents a new method for obtaining elastic deformation in tribological contacts. Our results are consistent with the results from finite element method. Hence, we envision that our method has great application potential in dry and EHL contacts in the prediction of elastic deformation.

基于物理信息的神经网络(PINN)为理解摩擦学接触的力学行为提供了一种新的方法,接触体的变形在确定干式和弹流润滑(EHL)接触场景中起着关键作用。在这里,我们描述了用于在赫兹压力下获得弹性变形的PINN的设计和构造。该方法通过将线性弹性方程转化为优化后的神经网络来获取摩擦接触的弹性变形,为获取摩擦接触的弹性变形提供了一种新的方法。所得结果与有限元计算结果一致。因此,我们设想我们的方法在预测干接触和EHL接触的弹性变形方面具有很大的应用潜力。
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引用次数: 0
A framework for wheel profile wear prediction of high-speed trains considering tread modification 考虑胎面改造的高速列车车轮齿形磨损预测框架
IF 6.8 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-08-19 DOI: 10.26599/frict.2025.9441060
Yuchen Xie, Maoru Chi, Wubin Cai, Shulin Liang, Yixiao Li, Yabo Zhou, Peng Wang

Tread modification has gained significant attention in recent years as a means to address the issue of wheel hollow wear. The wear resulting from tread modification can alter the wheel profile, thereby impacting the wheel–rail contact relationship and vehicle dynamics performance. Consequently, it is crucial to understand the influence of tread modification on wheel wear. This study proposes a prediction method for the wheel profile’s comprehensive wear (WPCW) for high-speed trains, considering the impacts of both the wheel–rail interaction and the tread modification on the wheel profile comprehensive wear. First, simulation models are established to quantify wheel wear resulting from wheel–rail interactions and tread modification. Subsequently, the coupling relationship between the two models is subsequently strengthened by incorporating iterative calculation processes, resulting in the prediction model of the wheel profile comprehensive wear. Finally, the prediction method is calibrated and verified through measured data. The simulation results obtained using this method align with the measured results, confirming the feasibility of the proposed prediction method and its applicability in predicting the WPCW for high-speed trains.

胎面改性作为解决车轮空心磨损问题的一种手段,近年来得到了广泛的关注。胎面改性引起的磨损会改变车轮的轮廓,从而影响轮轨接触关系和车辆的动力学性能。因此,了解胎面改性对车轮磨损的影响至关重要。本文提出了一种考虑轮轨相互作用和踏面变形对高速列车车轮廓形综合磨损影响的车轮廓形综合磨损预测方法。首先,建立仿真模型,量化轮轨相互作用和胎面变形引起的车轮磨损。随后,通过结合迭代计算过程,加强两种模型之间的耦合关系,得到轮型综合磨损预测模型。最后,通过实测数据对预测方法进行了标定和验证。仿真结果与实测结果吻合,验证了所提预测方法的可行性和对高速列车WPCW预测的适用性。
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引用次数: 0
Study of graphene-family nanomaterials as grease additives for electro-regulated friction 石墨烯族纳米材料作为电调节摩擦润滑脂添加剂的研究
IF 6.8 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-08-18 DOI: 10.26599/frict.2025.9441169
Qiangsheng Hu, Qiuyu Shi, Xiangyu Ge, Yanfei Liu, Ziqiang Zhao, Wenzhong Wang, Tianfeng Zhou

Graphene-family materials show significant potential as electro-regulated lubrication additives due to their tunable properties under electrical stimuli. However, a comprehensive comparison of their performance in such conditions remains lacking, limiting their broader industrial adoption. This study explores the electro-regulated friction behavior of graphene (GN), graphene oxide (GO), and fluorinated graphene (FG) nanosheets as grease additives. Results indicate that GN additives demonstrated good antifriction and antiwear performance under constant negative electrical stimulation compared to GO and FG additives. It also demonstrates good stability and repeatability in friction regulation under varying electrical conditions, which is attributed to its deposition on contact surfaces, enhancing lubrication. Furthermore, the direction of electrical stimulation affects GN’s oxidation (or defect) level, with reduced oxidation levels (fewer defects) correlating to lower friction. These findings deepen the understanding of graphene-family materials and provide a basis for designing advanced nanoadditives with enhanced electro-regulated performance.

石墨烯族材料由于其在电刺激下的可调谐特性而显示出作为电调节润滑添加剂的巨大潜力。然而,对它们在这种条件下的性能的全面比较仍然缺乏,限制了它们在更广泛的工业应用。本研究探讨了石墨烯(GN)、氧化石墨烯(GO)和氟化石墨烯(FG)纳米片作为润滑脂添加剂的电调节摩擦行为。结果表明,与氧化石墨烯和FG添加剂相比,GN添加剂在恒定负电刺激下表现出良好的减摩抗磨性能。在不同的电条件下,它在摩擦调节方面也表现出良好的稳定性和可重复性,这是由于它沉积在接触面上,增强了润滑。此外,电刺激的方向影响GN的氧化(或缺陷)水平,氧化水平降低(缺陷减少)与摩擦降低相关。这些发现加深了对石墨烯族材料的理解,并为设计具有增强电调节性能的先进纳米添加剂提供了基础。
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引用次数: 0
Frictional mechanisms of a novel base lubricant material: Optimizing tribological performance through viscosity-wear design 一种新型基础润滑剂材料的摩擦机制:通过粘磨损设计优化摩擦学性能
IF 6.8 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-08-18 DOI: 10.26599/frict.2025.9441168
Luo Yue, Hui Cao, Yan Meng, Peng Wei, Hui Zhao, Wei Xu, Pengpeng Bai, Yonggang Meng, Yu Tian

The advancement of aerospace and polar technologies has heightened the demand for lubricants capable of delivering stable performance under extreme temperature conditions while minimising friction and wear. However, existing lubrication systems remain inadequate for reliable operation within a broad thermal range of –50 to 350°C. In this study, we propose a wide-temperature lubricant formulation comprising chlorophenyl silicone oil (CPSO) as the base fluid, polydiethylsiloxane (PDES) as a compatibiliser, and pentaerythritol ester (PET) to enhance high-temperature anti-wear performance. At low temperatures (–50 to 25°C), the lubricant primarily functions via hydrodynamic mechanisms, maintaining fluid lubrication, although friction tends to increase with decreasing temperature. Above 200°C, a friction-induced nano-tribofilm, composed of metallic compounds and amorphous silicon oxides, forms on the surface, markedly enhancing anti-wear and friction-reducing properties. At 300°C, the hybrid lubricant reduces the wear rate of M50 steel by 86% and 61% compared with CPSO and PDES alone, respectively. Overall, this lubricant demonstrates outstanding tribological stability across a wide temperature range, offering crucial insights and support for developing advanced lubrication technologies suited for extreme environments.

航空航天和极地技术的进步提高了对润滑油的需求,这些润滑油能够在极端温度条件下提供稳定的性能,同时最大限度地减少摩擦和磨损。然而,现有的润滑系统仍然不足以在-50至350°C的广泛热范围内可靠运行。在本研究中,我们提出了一种由氯苯基硅油(CPSO)作为基础液,聚二乙基硅氧烷(PDES)作为相容剂,季戊四醇酯(PET)组成的宽温润滑剂配方,以提高高温抗磨性能。在低温(-50至25°C)下,润滑剂主要通过流体动力机制发挥作用,保持流体润滑,尽管摩擦倾向于随着温度的降低而增加。在200°C以上,表面形成由金属化合物和非晶硅氧化物组成的摩擦诱导纳米摩擦膜,显著增强了抗磨减摩性能。在300°C时,与单独使用CPSO和PDES相比,混合润滑剂使M50钢的磨损率分别降低了86%和61%。总的来说,这种润滑剂在很宽的温度范围内表现出出色的摩擦学稳定性,为开发适合极端环境的先进润滑技术提供了重要的见解和支持。
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引用次数: 0
Gallium-based liquid metal as a special lubricant: A review 镓基液态金属作为特种润滑剂的研究进展
IF 6.8 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-08-15 DOI: 10.26599/frict.2025.9441047
Songjie Dai, Hui Zhang, Yang Liu, Shili Guo, Jiawei Chen, Baotong Li, Guangneng Dong

Gallium-based liquid metal (GLM) is an amorphous metal that remains liquid at room temperature. It has important characteristics, such as high temperature resistance, high thermal conductivity, good electrical conductivity, favorable radiation resistance, and low saturated vapor pressure, and is thus an ideal lubricant in nuclear equipment, aerospace industry, and other engineering fields under extreme operating conditions. First, the physicochemical properties and the factors affecting the lubricity of GLM are reviewed in this paper. Furthermore, the lubrication mechanisms of GLM are elucidated in detail. Then the research progress in strategies to improve the lubricity of GLMs is summarized. After that, the applications of GLM in engineering tribology are also reviewed. Finally, the future developments of GLM as a special lubricant for extreme conditions are proposed.

镓基液态金属(GLM)是一种在室温下保持液态的无定形金属。它具有耐高温、导热系数高、导电性好、抗辐射性好、饱和蒸气压低等重要特性,是核设备、航空航天工业等工程领域在极端工况下的理想润滑剂。本文首先综述了GLM的理化性质及影响其润滑性的因素。此外,还详细阐述了GLM的润滑机理。然后总结了提高GLMs润滑性策略的研究进展。最后,对GLM在工程摩擦学中的应用进行了综述。最后,对GLM作为极端工况专用润滑剂的发展前景进行了展望。
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引用次数: 0
Friction control in soft materials enabled through local stick-slip motion at contact interface 通过接触界面的局部粘滑运动实现软质材料的摩擦控制
IF 6.8 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-08-14 DOI: 10.26599/frict.2025.9441167
Kazushi Ito, Satoru Maegawa, Izumi Yoshida, Xiaoxu Liu, Fumihiro Itoigawa, Naoya Amino

This paper presents a novel friction control method that introduces internal stiffness inhomogeneity into soft material surfaces that slide on rough surfaces. This approach involves embedding hard particles within a soft material to control friction. When these particles encounter asperities on a rough surface during sliding, they trigger a local stick-slip-like motion that leads to energy dissipation and increased macroscopic friction. The validity of the concept was demonstrated through experiments using a simplified setup with triangular periodic one-dimensional roughness. This method is expected to be useful for designing various soft material sliding surfaces.

本文提出了一种新的摩擦控制方法,该方法将内部刚度不均匀性引入到在粗糙表面上滑动的软材料表面。这种方法包括将硬颗粒嵌入软材料中以控制摩擦。当这些颗粒在滑动过程中遇到粗糙表面上的凹凸不平时,它们会触发局部的粘滑运动,导致能量耗散和宏观摩擦增加。通过一个具有三角形周期一维粗糙度的简化装置的实验证明了该概念的有效性。该方法可用于各种软质材料滑动面的设计。
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引用次数: 0
Scratch-induced damage of doped DLC and MoS2 coatings—Deep symbolic analysis 掺杂DLC和MoS2涂层的划痕损伤-深度符号分析
IF 6.8 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-08-12 DOI: 10.26599/frict.2025.9441166
Ming Liu, Zhitong Xu, Noraphat Yuktanan, Tang Gu, Guangan Zhang, Jinyang Jiang, Fuqian Yang, Rui Liang

Understanding contact-induced damage is of paramount importance in the analysis of the lifespan and performance of surface coatings. In this work, we investigate the effects of dopants and interlayers on the structural durability of diamond-like carbon coatings (DLCs) and molybdenum disulfide (MoS2) coatings on stainless steel via micro-scratch tests. The analysis of XPS survey spectra and Raman spectra of DLCs shows that the ratio of sp2/sp3 (i.e., the intensity ratio of sp2 over sp3 obtained by XPS) is proportional to ID/IG, where ID and IG are the intensities of D and G bands of the Raman spectra. The analysis of the scratch tests reveals that there are three critical loads for the scratch-induced damage of the DLCs and MoS2 coatings, corresponding, respectively, to the initiation of periodic V-cracking, the minimum load for periodic semicircle cracking or peel-off, and the minimum load for partial and periodic delamination. Dopants can reduce the friction coefficient of the DLCs and have negligible effect on the Ti/MoS2 coatings. The Cr interlayer can better enhance the bonding strength between the DLCs and the steel substrate than the Si interlayer. Doping Cr and H can reduce the hardness of DLCs; doping Si can increase the hardness of the DLCs; and doping Ti, Pb, and PbTi can reduce the hardness of the MoS2 coatings. Deep Symbolic Optimization (DSO) algorithm is used to establish nominal-mathematical formulations between the critical variables for the scratch test and the materials parameters of the surface coating. The DSO analysis demonstrates the feasibility of using “deep-learning” to establish “quantitative” relationships between the critical variables for mechanical deformation and materials parameters.

在分析表面涂层的寿命和性能时,了解接触损伤是至关重要的。在这项工作中,我们研究了掺杂剂和中间层对不锈钢表面类金刚石碳涂层(dlc)和二硫化钼(MoS2)涂层结构耐久性的影响。对dlc的XPS巡天光谱和拉曼光谱分析表明,sp2/sp3的比值(即XPS得到的sp2/sp3的强度比)与ID/IG成正比,其中ID和IG分别为拉曼光谱的D和G波段强度。划伤试验分析表明,dlc和MoS2涂层的划伤损伤存在3种临界载荷,分别对应于周期性v型裂纹的起始载荷、周期性半圆裂纹或剥离的最小载荷以及部分和周期性分层的最小载荷。掺杂剂可以降低dlc的摩擦系数,对Ti/MoS2涂层的影响可以忽略不计。Cr中间层比Si中间层能更好地增强dlc与钢基体的结合强度。Cr和H的掺入可以降低dlc的硬度;掺杂Si可以提高dlc的硬度;Ti、Pb和PbTi的掺杂会降低MoS2镀层的硬度。采用深度符号优化(Deep Symbolic Optimization, DSO)算法建立了划痕试验关键变量与表面涂层材料参数之间的标称数学表达式。DSO分析证明了使用“深度学习”在机械变形和材料参数的关键变量之间建立“定量”关系的可行性。
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引用次数: 0
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Friction
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