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Prediction of Frictional Moment of Cylindrical Roller Bearing Using Experimental Data Driven Artificial Neural Networks 基于实验数据驱动的人工神经网络预测圆柱滚子轴承摩擦力矩
IF 2.5 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-04-20 DOI: 10.1115/1.4062367
Yu Hou, Xi Wang, Bihe Xu, Yangli-ao Geng, Qingyong Li, Di Yang
Accurate prediction of the frictional moment of the bearing contributes to the correct determination of the power loss in drivetrains and the antifriction design of bearings. This paper investigates a method for accurately predicting the frictional moment of the cylindrical roller bearing (CRB) under a wide range of operating conditions. The complex relationship between the bearing frictional moment and multiple operating parameters such as the shaft speed, roller-raceway contact load, cage slip ratio and lubricating property is established using an experimental data driven artificial neural network (ANN) model. To provide actual data for training and testing the ANN model, the frictional moment and multiple operating parameters of the test CRB are synchronously measured under many test conditions. Compared with the prediction results from conventional physical models, the experimental data driven ANN model reveals a higher prediction performance of the frictional moment.
轴承摩擦力矩的准确预测有助于正确确定传动系中的功率损失和轴承的减摩设计。本文研究了一种在各种工况下精确预测圆柱滚子轴承摩擦力矩的方法。利用实验数据驱动的人工神经网络模型,建立了轴承摩擦力矩与轴速、滚道接触载荷、保持架滑移率和润滑性能等多个运行参数之间的复杂关系。为了为训练和测试ANN模型提供实际数据,在许多测试条件下同步测量了测试CRB的摩擦力矩和多个操作参数。与传统物理模型的预测结果相比,实验数据驱动的神经网络模型显示出更高的摩擦力矩预测性能。
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引用次数: 0
Experimental and simulation analysis on windage power loss of herringbone gear pair 人字形齿轮副风阻功率损失的实验与仿真分析
IF 2.5 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-04-20 DOI: 10.1115/1.4062365
Jin Yang, Tengjiao Lin, L. Jiang
This paper presents a novel windage power loss (WPL) measurement method for the meshing herringbone gear pair. Firstly, the WPL test rig of herringbone gear pair is put up, and then the measurement sequence of WPL is described; Secondly, the WPL of different gear pairs is tested and the influence of operation speed, design parameters on the WPL of meshing gear pairs is studied. Finally, the WPL simulation analysis of meshing gear pair is carried out. The generation mechanism of WPL is analyzed and the WPL of each meshing gear pair at different rotational speeds is obtained, which verifies the accuracy of the presented WPL measurement method. The research on the measurement method of WPL can provide support for the optimization design of the high-speed gear pair.
提出了一种新的啮合人字齿轮副的窗口功率损耗测量方法。首先搭建了人字齿轮副WPL试验台,然后描述了WPL的测量流程;其次,测试了不同齿轮副的WPL,研究了运行速度、设计参数对啮合齿轮副WPL的影响。最后对啮合齿轮副进行了WPL仿真分析。分析了WPL的产生机理,得到了各啮合齿轮副在不同转速下的WPL,验证了WPL测量方法的准确性。对WPL测量方法的研究可以为高速齿轮副的优化设计提供支持。
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引用次数: 0
Interaction between gear surface wear and contact fatigue 齿轮表面磨损与接触疲劳的相互作用
IF 2.5 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-04-20 DOI: 10.1115/1.4062363
Shengnan Zhang, Ming Yan, Yushi Wang
A methodology is proposed to study the interplay between tooth wear and contact fatigue under elastohydrodynamic lubrication condition. The modeling methodology includes the influence of contact fatigue on wear and the influence of wear on contact fatigue. Firstly, the changes of film pressure and shear force of oil at each meshing point caused by contact fatigue are introduced according to the surface wear model, and the change of wear model is analyzed to study the effect of contact fatigue on wear. Then, according to the elastohydrodynamic lubrication theory, the change in film pressure affected by tooth surface wear is analyzed to study the effect of wear on contact fatigue. Finally, the influence of lubrication conditions on the interplay between tooth surface wear and contact fatigue are analyzed. In addition, an experimental fatigue study is performed and introduced into the model predictions to improve the accuracy of the proposed methodology.
提出了一种研究弹流润滑条件下齿面磨损与接触疲劳相互作用的方法。建模方法包括接触疲劳对磨损的影响和磨损对接触疲劳的影响。首先,根据表面磨损模型,引入接触疲劳引起的各啮合点油膜压力和油剪切力的变化,分析磨损模型的变化,研究接触疲劳对磨损的影响;然后,根据弹流动力润滑理论,分析齿面磨损对膜压力变化的影响,研究磨损对接触疲劳的影响。最后,分析了润滑条件对齿面磨损与接触疲劳相互作用的影响。此外,还进行了疲劳试验研究,并将其引入模型预测中,以提高所提出方法的准确性。
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引用次数: 0
Tribological Behaviour of AA-6063 Cast Using In-Situ Microwave Process By Taguchi Method & ANFIS Model 田口法和ANFIS模型原位微波铸造AA-6063的摩擦学性能
IF 2.5 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-04-20 DOI: 10.1115/1.4062371
V. Gangwar, Sudhir Kumar, H. Singh
Tribological behavior of AA-6063 casted by microwave casting process was investigated. In this work, sliding wear analysis has been done on in-situ cast developed through the novel technique. The in-situ cast of AA-6063 was developed using microwave irradiation. Sliding wear process parameters such as normal load, sliding velocity and sliding distance are optimized through Taguchi technique. L9 orthogonal array and signal-to-noise (S/N) analysis is used to obtain the optimumprocess parametersfor wear rate (WR) as the selected response.After optimization, a confirmatory test was performed using the analysis of variance (ANOVA).Scanning electron microscopy (SEM) images, energy dispersive X-ray spectroscopy (EDS) images and frictional characterisationwere usedto study the mechanism of wear.Using the experimental data an adaptive neuro fuzzy inference system (ANFIS) model has been developed and which was further tested using average wear rate.
研究了微波铸造AA-6063的摩擦学性能。在这项工作中,对通过这种新技术开发的原位铸造进行了滑动磨损分析。采用微波辐照的方法制备了AA-6063的原位浇铸体。采用田口技术对滑动磨损过程中的法向载荷、滑动速度和滑动距离等参数进行了优化。L9正交阵列和信噪比(S/N)分析用于获得磨损率(WR)作为所选响应的最佳工艺参数。优化后,使用方差分析(ANOVA)进行验证性检验。利用扫描电子显微镜(SEM)图像、能谱仪(EDS)图像和摩擦特性研究了磨损机理。利用实验数据建立了一个自适应神经模糊推理系统(ANFIS)模型,并用平均磨损率对其进行了进一步的测试。
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引用次数: 0
An improved slicing technique for finite line contacts in the modelling of rolling element bearings 滚动轴承有限线接触建模中一种改进的切片技术
IF 2.5 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-04-20 DOI: 10.1115/1.4062364
Di Yang, Xi Wang, Yu Hou
Mechanical system often involves the finite line contact of key components such as rolling element bearings and gear pairs. Different contact models have been developed to predict the load-displacement relationship and contact pressure distribution, but there usually exists a trade-off between the accuracy of simulation results and computational cost. An improved slicing technique is presented in this work. According to the half-space theory, a tri-linear fitting model is developed to express the load-displacement relationship and coupling behavior in slices of contact region, which is originally controlled by a spatial convolution. The improved slicing technique is thus formulated based on the tri-linear model. A modified Newton-Raphson algorithm is adopted to solve the free boundary problem of the improved slicing technique. The improved slicing technique is validated to be able to correctly predict the load-displacement relationships and the contact pressure distributions of different contact profiles, especially for contact pressure concentrations which other slicing techniques are unable to predict accurately. The computation speed of the proposed method is much faster than the semi-analytical method and is of the same order of other slicing technique. The high accuracy and low computational cost enable the proposed method to be applied in the on-line calculation of rolling element bearings and other sophisticated mechanical systems.
机械系统通常涉及关键部件的有限线接触,如滚动元件轴承和齿轮副。已经开发了不同的接触模型来预测载荷-位移关系和接触压力分布,但模拟结果的准确性和计算成本之间通常存在权衡。本文提出了一种改进的切片技术。根据半空间理论,建立了一个三线性拟合模型来表达接触区域切片中的载荷-位移关系和耦合行为,该模型最初由空间卷积控制。从而在三线性模型的基础上提出了改进的切片技术。采用改进的Newton-Raphson算法求解改进切片技术的自由边界问题。验证了改进的切片技术能够正确预测不同接触剖面的载荷-位移关系和接触压力分布,特别是对于其他切片技术无法准确预测的接触压力浓度。该方法的计算速度比半解析方法快得多,与其他切片技术的计算速度相当。该方法具有较高的精度和较低的计算成本,可用于滚动轴承和其他复杂机械系统的在线计算。
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引用次数: 0
Dimensional discussion of traction force vector on ball/raceway interface and study of bearing dynamic behavior 滚珠/滚道界面牵引力矢量的量纲讨论及轴承动态特性研究
IF 2.5 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-04-20 DOI: 10.1115/1.4062375
Shuaijun Ma, Yanjing Yin, Linbo Zhu, Ke Yan, Yongsheng Zhu
As a crucial component, rolling bearings directly determine the reliability of rotating equipment. However, current dynamic models for predicting the bearing performance either ignore the velocity and stress dispersion at the ball/raceway interface or fail to consider the spin moment generated within the interface. To address this issue, the discrete features of the velocity and stress distribution are considered in this paper, and the micro-element approach is used to construct formulas to obtain the traction vectors in two and three dimensions, respectively. Two bearing dynamic models are further developed for these two types of equations: one model considers the spin moment at the interface owing to unequal contact angles between the ball and the two raceways, while the other model ignores this moment. The reliability of these models is validated by comparison with experimental test results, including cage speed and oil film thickness. The predictions from the quasi-static model are used as theoretical values to compare the ability of the two models to simulate bearing performance under different operating conditions. The results show that the prediction results of the model considering the spin moment are closer to the theoretical values than those of the model ignoring this moment. However, the moment increases the friction at the ball/raceway interface, causing this model to underestimate the extent of bearing sliding.
滚动轴承作为一个关键部件,直接决定着旋转设备的可靠性。然而,目前用于预测轴承性能的动力学模型要么忽略了球/滚道界面处的速度和应力分散,要么没有考虑界面内产生的旋转力矩。为了解决这个问题,本文考虑了速度和应力分布的离散特征,并使用微元方法构造公式,分别获得二维和三维的牵引矢量。针对这两种类型的方程,进一步开发了两个轴承动力学模型:一个模型考虑了由于球和两个滚道之间的接触角不相等而导致的界面处的旋转力矩,而另一个模型忽略了该力矩。通过与包括保持架速度和油膜厚度在内的实验测试结果的比较,验证了这些模型的可靠性。准静态模型的预测被用作理论值,以比较两个模型在不同操作条件下模拟轴承性能的能力。结果表明,考虑自旋矩的模型预测结果比忽略自旋矩的预测结果更接近理论值。然而,力矩增加了滚珠/滚道界面处的摩擦力,导致该模型低估了轴承滑动的程度。
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引用次数: 0
Effect of Laser Mode and Power on the Tribological Behavior of Additively Manufactured IN718 Alloy Fabricated by Direct Energy Deposition (DED) 激光模式和功率对直接能量沉积IN718合金摩擦学性能的影响
IF 2.5 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-04-20 DOI: 10.1115/1.4062361
Ismael Tombakti, A. Adesina, Abdullah Alharith, Moataz M. Attallah, B. AlMangour
The influence of laser modes and power on the tribological behavior of additively manufactured Inconel 718 alloys using the direct energy deposition (DED) technique was investigated. The samples were fabricated with continuous wave (CW) and pulse wave (PW) laser modes using 700, 900, and 1100 W laser power. The samples exhibited high hardness (3-5 GPa) and modulus (150 – 200 GPa) which increases with the laser power for CW and PW fabricated samples, and this was associated with the increasing densification and hardening secondary phase. The coefficient of friction increases with laser power for the CW samples but decreases for the PW samples. The samples showed an improved wear rate ranging between 25 and 70 × 10−5 mm3/Nm. Pulse wave samples demonstrated better tribological behavior compared to continuous wave at any laser power. The dominant wear mechanism is the three-body abrasive wear followed by localized and discrete adhesion wear mechanism.
研究了激光模式和功率对采用直接能量沉积(DED)技术添加铬镍铁合金718合金摩擦学性能的影响。样品采用连续波(CW)和脉冲波(PW)激光模式,使用700、900和1100W激光功率制造。对于CW和PW制造的样品,样品表现出高硬度(3-5 GPa)和模量(150–200 GPa),随着激光功率的增加而增加,这与第二相的致密化和硬化有关。对于CW样品,摩擦系数随着激光功率的增加而增加,但对于PW样品则减小。样品的磨损率提高了25到70×10−5 mm3/Nm。与任何激光功率下的连续波相比,脉冲波样品表现出更好的摩擦学行为。主要的磨损机制是三体磨料磨损,其次是局部和离散粘着磨损机制。
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引用次数: 0
Study on Lubricating Performance of the Bubbly Oil under High Shear Rate, Part 1: Generation Method and Viscosity Measurement of the Bubbly Oil 高剪切速率下气泡油的润滑性能研究,第一部分:气泡油的产生方法及粘度测量
IF 2.5 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-04-20 DOI: 10.1115/1.4062366
Shuyun Jiang, Shaohua Li, Li Lu, Chibin Zhang
Bubbly oil lubrication is a type of lubrication method which has a high potential for application. However, the lubricating performance of the bubbly oil has not been thoroughly considered. This paper aims to investigate the lubricating performance of the bubbly oil including generation of the bubbly oil, viscosity characteristics of the bubbly oil and the application study of the bubbly oil lubrication. Due to space limitation, the work is divided into two parts. Part 1 focuses on the generation method of the bubbly oil, observation of the bubbly oil and the measurement of viscosity characteristics under a high shear rate. Part 2 focuses on the application study of the bubbly oil lubrication in high-speed bearing. A generation method for the bubbly oil was proposed by a combination of the dispersed-air method and the pressurized dissolution one. An experiment setup for generating the bubbly oil, an observation system for the bubbly oil and a specially-designed viscometer for the bubbly oil were developed. The research results show that the generation method for the bubbly oil is of high efficiency and stability and the observation system is operational.
气泡油润滑是一种极具应用潜力的润滑方式。然而,气泡油的润滑性能并没有得到充分的考虑。本文旨在研究气泡油的润滑性能,包括气泡油的产生、气泡油的粘度特性以及气泡油润滑的应用研究。由于篇幅所限,本文分为两部分。第一部分主要介绍了泡沫油的产生方法、泡沫油的观察和高剪切速率下粘度特性的测量。第二部分重点研究了气泡油润滑在高速轴承中的应用。提出了一种分散空气法和加压溶解法相结合的气泡油生成方法。研制了气泡油生成实验装置、气泡油观测系统和专门设计的气泡油粘度计。研究结果表明,气泡油生成方法高效、稳定,观测系统运行良好。
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引用次数: 0
Dry sliding wear performances of AA5052 hybrid composite brake disc materials reinforced with in-situ synthesized TiC and multi-walled CNT 原位合成TiC和多壁碳纳米管增强AA5052复合制动盘材料的干滑动磨损性能
IF 2.5 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-04-11 DOI: 10.1115/1.4062296
P. Samal, P. Vundavilli
In this research, aluminum alloy AA5052 based hybrid metal matrix composites (MMCs) were fabricated using in-situ synthesized titanium carbide (TiC) and ex-situ multi-walled carbon nanotube (MWCNT) as reinforcements using the liquid metallurgy route. The wear characteristics of the aluminum hybrid MMCs were analyzed under the synergistic effects of TiC and multi-walled CNT. Pin-on-disc wear apparatus was utilized for the experimental investigation where the hybrid composite is considered as the disc, and the traditional brake pad material is treated as the pin. The parameters i.e. applied load, sliding velocity, sliding distance, and reinforcement content are treated as inputs, whereas the wear rate and coefficient of friction are considered as output variables for the tribological experimentation. The influence of various input process parameters on the tribological behavior of the fabricated samples was investigated. The plastic deformation attained by the base alloy exhibited the delamination, which indicates the adhesive wear, whereas the composites exhibited abrasive nature as analyzed from the wear surface morphology. The wear debris was characterized by flake-sized, corrugated, and oxidized by the microstructural study.
本研究采用液体冶金方法,以原位合成的碳化钛(TiC)和非原位多壁碳纳米管(MWCNT)为增强材料,制备了铝合金AA5052基复合金属基复合材料(MMCs)。分析了在TiC和多壁CNT的协同作用下,铝基复合材料的磨损特性。采用销-盘磨损装置进行了试验研究,将混合复合材料视为制动盘,将传统的制动片材料视为销。参数,即施加的载荷、滑动速度、滑动距离和补强含量被视为输入,而磨损率和摩擦系数被视为摩擦学实验的输出变量。研究了各种输入工艺参数对所制备样品摩擦学性能的影响。基体合金获得的塑性变形表现出分层,这表明粘着磨损,而从磨损表面形态分析,复合材料表现出研磨性。通过微观结构研究,磨损碎屑具有片状、波纹状和氧化的特征。
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引用次数: 1
Electrical Contact During a Rolling Vibratory Motion Considering Mixed Lubrication 考虑混合润滑的滚动振动过程中的电接触
IF 2.5 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-04-11 DOI: 10.1115/1.4062295
In many devices and applications, electrical contacts are exposed to vibrations, sliding, or rolling conditions and are prone to the fretting-based degradation. Thus, lubricants are often employed in such contacts to reduce sliding wear and fretting corrosion. However, due to the non-conductive behavior of the lubricants with fluorocarbons and hydrocarbons, lubricants lead to a few adverse problems. Also, the fluid dynamics upon excitation, vibration or sliding causes extended breaks or gaps in between the conducting surfaces. In reality, this can be noticed during vibrations occurring as a result of earthquakes or technical personnel maintenance. This could also have applications to electrified rolling element bearings. Factors such as surface roughness and fluid viscosity will determine the time taken for the two surfaces of the connectors to separate from a solid conductive contact. In this work, a coupled structural-fluid theoretical model is developed for evaluating such intermittent contact breaks/gaps when two metallic rough surfaces in contact are under vibrations. The model is capable of predicting the increase in the fluid film as well as the contact resistance change with time due to the possible connector vibration. The experimentally observed rocking vibration mode seen in connectors and the time-dependent squeeze film lubrication effect are also considered.
在许多设备和应用中,电触点暴露于振动、滑动或滚动条件下,并且容易产生基于微动的退化。因此,在这种接触中经常使用润滑剂来减少滑动磨损和微动腐蚀。然而,由于含碳氟化合物和碳氢化合物的润滑剂的不导电特性,导致了一些不利的问题。此外,在激励、振动或滑动时的流体动力学会导致导电表面之间的断裂或间隙延长。实际上,在地震或技术人员维护引起的振动中可以注意到这一点。这也可以应用于电气化滚动轴承。表面粗糙度和流体粘度等因素将决定连接器的两个表面从固体导电触点分离所需的时间。在这项工作中,建立了一个耦合的结构-流体理论模型,用于评估当两个金属粗糙表面接触时的间歇性接触破裂/间隙。该模型能够预测由于可能的接头振动而引起的液膜增大和接触电阻随时间的变化。此外,还考虑了实验观察到的连接器的摇摆振动模式和随时间变化的挤压膜润滑效应。
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引用次数: 1
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Journal of Tribology-transactions of The Asme
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