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Simulation analysis of wear characteristics of connecting rod bearing bush based on improved mixed lubrication model
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作者 高云端 WANG Zijia +2 位作者 TIAN Ye HUANG Yan ZHANG Jinjie 《High Technology Letters》 EI CAS 2023年第1期87-97,共11页
The failure rate of crankpin bearing bush of diesel engine under complex working conditions such as high temperature,dynamic load and variable speed is high.After serious wear,it is easy to deteriorate the stress stat... The failure rate of crankpin bearing bush of diesel engine under complex working conditions such as high temperature,dynamic load and variable speed is high.After serious wear,it is easy to deteriorate the stress state of connecting rod body and connecting rod bolt,resulting in serious accidents such as connecting rod fracture and body damage.Based on the mixed lubrication characteristics of connecting rod big endbearing shell of diesel engine under high explosion pressure impact load,an improved mixed lubrication mechanism model is established,which considers the influence of viscoelastic micro deformation of bearing bush material,integrates the full film lubrication model and dry friction model,couples dynamic equation of connecting rod.Then the actual lubrication state of big end bearing shell is simulated numerically.Further,the correctness of the theoretical research results is verified by fault simulation experiments.The results show that the high-frequency impact signal with fixed angle domain characteristics will be generated after the serious wear of bearing bush and the deterioration of lubrication state.The fault feature capture and alarm can be realized through the condition monitoring system,which can be applied to the fault monitoring of connecting rod bearing bush of diesel engine in the future. 展开更多
关键词 mixed lubrication model connecting rod bearing bush WEAR fault feature condition monitoring
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Predictions of friction and flash temperature in marine gears based on a 3D line contact mixed lubrication model considering measured surface roughness 被引量:5
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作者 SHI Xiu-jiang LU Xi-qun +5 位作者 HE Tao SUN Wen TONG Qing-shun MA Xuan ZHAO Bin ZHU Dong 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第5期1570-1583,共14页
Wear and scuffing failures often occur in marine transmission gears due to high friction and flash temperature at the interface between the meshing-teeth.In this paper,a numerical solution procedure was developed for ... Wear and scuffing failures often occur in marine transmission gears due to high friction and flash temperature at the interface between the meshing-teeth.In this paper,a numerical solution procedure was developed for the predictions of transient friction and flash temperature in the marine timing gears during one meshing circle based on the 3D line contact mixed lubrication simulation,which had been verified by comparing the flash temperature with those from Blok’s theory.The effect of machined surface roughness on the mixed lubrication characteristics is studied.The obtained results for several typical gear pairs indicate that gear pair 4-6 exhibits the largest friction and the highest interfacial temperature increase due to severe rough surface asperity contacts,while the polished gear surfaces yield the smallest friction and the lowest interfacial temperature.In addition,the influences of the operating conditions and the gear design parameters on the friction-temperature behaviors are discussed.It is observed that the conditions of heavy load and low rotational velocity usually lead to significantly increased friction and temperature.In the meantime,by optimizing the gear design parameters,such as the modulus and the pressure angle,the performance of interfacial friction and temperature can be significantly improved. 展开更多
关键词 GEARS 3D line contact mixed lubrication surface roughness FRICTION flash temperature
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Parametric analysis of mixed lubrication characteristics in work zone of strip rolling 被引量:3
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作者 吴建清 梁小平 潘复生 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第12期3153-3159,共7页
A theoretical model for mixed lubrication with more accurate contact length has been developed based on the average volume flow model and asperity flattening model,and the lubricant volume flow rate and outlet speed r... A theoretical model for mixed lubrication with more accurate contact length has been developed based on the average volume flow model and asperity flattening model,and the lubricant volume flow rate and outlet speed ratio are determined by integrating differential equations based on rolling parameters.The lubrication characteristics at the roll-strip interface with different surface roughness,rolling speed,reduction and lubricant viscosity are analyzed respectively.Additionally,the average volume flow rates of lubricant under different rolling conditions are calculated and used to explain the change rule of lubrication characteristics.The developed scheme is able to determine the total pressure,lubricant pressure,film thickness and real contact area at any point within the work zone.The prediction and analysis of mixed lubrication characteristics at the interface is meaningful to better control the surface quality and optimize the rolling process. 展开更多
关键词 mixed lubrication ROLLING film thickness real contact area
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A MIXED LUBRICATION MODEL MODIFIED BY SURFACES' FRACTAL CHARACTERISTICS
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作者 孟凡明 张有云 《Journal of Pharmaceutical Analysis》 SCIE CAS 2003年第1期6-9,共4页
Fractal characteristics are introduced into solving lubrication problems. Based on the analysis of the relationship between roughness and engineering surfaces' fractal characteristics and by introducing fractal pa... Fractal characteristics are introduced into solving lubrication problems. Based on the analysis of the relationship between roughness and engineering surfaces' fractal characteristics and by introducing fractal parameters into the mixed lubrication equation, the relationship between flow factors and fractal dimensions is analyzed. The results show that the pressure flow factors' values increase, while the shear flow factor decreases, with the increasing length to width ratio of a representative asperity γ at the same fractal dimension. It can be also found that these factors experience more irregular and significant variations and show the higher resolution and the local optimal and the worst fractal dimensions, by a fractal dimension D , compared with the oil film thickness to roughness ratio h/R q . As an example of application of the model to solve the lubrication of the piston skirt in an engine, the frictional force and the load capacity of the oil film in a cylinder were analyzed. The results reveal that the oil film frictional force and the load capacity fluctuate with increasing fractal dimension, showing big values at the small D and smaller ones and slightly variable in the range of bigger one, at the same crank angle. 展开更多
关键词 fractal characteristics mixed lubrication flow factor ROUGHNESS piston skirt
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Numerical analysis on mixed lubrication performance of journal-thrust coupled microgroove bearings with different bottom shapes
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作者 TANG Dong-xing YIN Lei +3 位作者 XIAO Bin HAN Yan-feng XIANG Guo WANG Jia-xu 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第4期1197-1212,共16页
The purpose of the present study is to establish a mixed lubrication model for the journal-thrust coupled microgroove bearings(also referred as coupled bearings)used for the ship shaftless rim-driven thrusters.During ... The purpose of the present study is to establish a mixed lubrication model for the journal-thrust coupled microgroove bearings(also referred as coupled bearings)used for the ship shaftless rim-driven thrusters.During the hydrodynamic modelling,the coupling hydrodynamic pressure between the journal bearing and the thrust bearing is considered.The mixed lubrication performances of the microgroove journal-thrust bearing with five different bottom shapes,including rectangle,semi-ellipse,right triangle,isosceles triangle and left triangle,are compared.Based on the numerical results,the optimal microgroove bottom shape of the journal bearing and tilting angle of the thrust pad are determined.Additionally,the comparative analysis shows that the coupled bearing with left triangle microgroove bottom shape exhibits the optimal mixed lubrication performance.The numerical result also indicates that the optimal inclination angle of the thrust bearing pad is 0.01°for the current simulation case. 展开更多
关键词 water-lubricated coupled bearing mixed lubrication microgroove bottom shape
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Molecular dynamics simulation of the Stribeck curve: Boundary lubrication, mixed lubrication, and hydrodynamic lubrication on the atomistic level
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作者 Simon STEPHAN Sebastian SCHMITT +1 位作者 Hans HASSE Herbert M.URBASSEK 《Friction》 SCIE EI CAS CSCD 2023年第12期2342-2366,共25页
Lubricated contact processes are studied using classical molecular dynamics simulations for determining the entire range of the Stribeck curve.Therefore,the lateral movement of two solid bodies at different gap height... Lubricated contact processes are studied using classical molecular dynamics simulations for determining the entire range of the Stribeck curve.Therefore,the lateral movement of two solid bodies at different gap height are studied.In each simulation,a rigid asperity is moved at constant height above a flat iron surface in a lubricating fluid.Both methane and decane are considered as lubricants.The three main lubrication regimes of the Stribeck curve and their transition regions are covered by the study:Boundary lubrication(significant elastic and plastic deformation of the substrate),mixed lubrication(adsorbed fluid layer dominates the process),and hydrodynamic lubrication(shear flow is set up between the surface and the asperity).We find the formation of a tribofilm in which lubricant molecules are immersed into the metal surface—not only in the case of scratching,but also for boundary lubrication and mixed lubrication.The formation of a tribofilm is found to have important consequences for the contact process.Moreover,the two fluids are found to show distinctly different behavior in the three lubrication regimes:For hydrodynamic lubrication(large gap height),decane yields a better tribological performance;for boundary lubrication(small gap height),decane shows a larger friction coefficient than methane,which is due to the different mechanisms observed for the formation of the tribofilm;the mixed lubrication regime can be considered as a transition regime between the two other regimes.Moreover,it is found that the nature of the tribofilm depends on the lubricant:While methane particles substitute substrate atoms sustaining mostly the crystalline structure,the decane molecules distort the substrate surface and an amorphous tribofilm is formed. 展开更多
关键词 boundary lubrication mixed lubrication hydrodynamic lubrication molecular dynamics simulation TRIBOFILM
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Analysis of the coated and textured ring/liner conjunction based on a thermal mixed lubrication model 被引量:10
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作者 Chunxing GU Xianghui MENG Di ZHANG 《Friction》 SCIE CSCD 2018年第4期420-431,共12页
For the ring/liner conjunction, well‐designed surface texturing has been regarded as a potential means to improve its tribological performance, as well as the application of coating. However, so far most researchers ... For the ring/liner conjunction, well‐designed surface texturing has been regarded as a potential means to improve its tribological performance, as well as the application of coating. However, so far most researchers focused on the one of these aspects. In this study, the combined effect of coating and texturing on the performance of ring/liner conjunction is numerically investigated. A thermal mixed lubrication model is presented. The effects of the coating's thermal and mechanical properties on the tribological performance are studied under the cold and warm engine operating conditions. Along with the increasing coating thickness, the effects of the coating's thermal properties on friction loss are found to be significant, as well as the effects of the coating's mechanical properties. It is also found that a soft coating with a lower thermal inertia has a greater ability to reduce the friction loss of the textured conjunction. 展开更多
关键词 thermal mixed lubrication surface coating surface texturing piston ring tribological performance
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Wear law in mixed lubrication based on stress-promoted thermal activation 被引量:2
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作者 Xin PEI Wei PU +1 位作者 Jialong YANG Ying ZHANG 《Friction》 SCIE EI CAS CSCD 2021年第4期710-722,共13页
Although several empirical wear formulas have been proposed,theoretical approaches for predicting surface topography evolution during sliding wear are limited.In this study,we propose a novel wear-prediction method,wh... Although several empirical wear formulas have been proposed,theoretical approaches for predicting surface topography evolution during sliding wear are limited.In this study,we propose a novel wear-prediction method,wherein the energy-based Arrhenius equation is combined with a mixed elastohydrodynamic lubrication(EHL)model to predict the point-contact wear process in mixed lubrication.The surface flash temperature and contact pressure are considered in the wear model.Simulation results are compared with the experimental results to verify the theory.The surface topography evolutions are observed during the wear process.The influences of load and speed on wear are investigated.The simulation results based on the Arrhenius equation relationship shows good agreement with the results of experiments as well as the Archard wear formula.However,the Arrhenius equation is more accurate than the Archard wear theory in some aspects,such as under high-temperature conditions.The results indicate that combining the wear formulas with the mixed EHL simulation models is an effective method to study the wear behavior over time. 展开更多
关键词 mixed lubrication sliding wear Archard ARRHENIUS surface topography
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An improved method for evaluating the rotational speed stability of a hydro-viscous clutch in mixed lubrication 被引量:2
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作者 Shou-Wen YAO Qian LIU +1 位作者 Hong-Wei CUI Shan-Shan FENG 《Friction》 SCIE EI CAS CSCD 2015年第1期47-55,共9页
Rotational speed stability is an important evaluation indicator of the performance of a hydro-viscous clutch(HVC).To improve the rotational speed stability of HVCs in mixed lubrication and the running condition of the... Rotational speed stability is an important evaluation indicator of the performance of a hydro-viscous clutch(HVC).To improve the rotational speed stability of HVCs in mixed lubrication and the running condition of the friction pairs,the speed stability of an HVC in mixed lubrication was studied.To this end,the friction coefficients of both copper-based and paper-based friction pairs were experimentally tested using an MM1000-III wet friction machine.Theoretically,a torsional vibration model of the system is presented.The phase plane analysis method is applied to evaluate the stability of the torsional vibration model,where a critical negative gradient(CNG)is defined.The results show that the friction coefficient in mixed lubrication is an important parameter for the stability of the rotational speed.The system will be unstable when the negative gradient of the friction coefficient-slip speed is larger than the CNG.According to the definition of the CNG,suggestions regarding choice of friction pairs are made to improve the rotational speed stability of an HVC in mixed lubrication. 展开更多
关键词 Hydro-viscous clutch mixed lubrication speed stability negative gradient of friction coefficient-slipping speed torsional vibration model critical negative gradient
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Contact stiffness and damping of spiral bevel gears under transient mixed lubrication conditions 被引量:2
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作者 Zongzheng WANG Wei PU +1 位作者 Xin PEI Wei CAO 《Friction》 SCIE EI CAS CSCD 2022年第4期545-559,共15页
Existing studies primarily focus on stiffness and damping under full-film lubrication or dry contact conditions.However,most lubricated transmission components operate in the mixed lubrication region,indicating that b... Existing studies primarily focus on stiffness and damping under full-film lubrication or dry contact conditions.However,most lubricated transmission components operate in the mixed lubrication region,indicating that both the asperity contact and film lubrication exist on the rubbing surfaces.Herein,a novel method is proposed to evaluate the time-varying contact stiffness and damping of spiral bevel gears under transient mixed lubrication conditions.This method is sufficiently robust for addressing any mixed lubrication state regardless of the severity of the asperity contact.Based on this method,the transient mixed contact stiffness and damping of spiral bevel gears are investigated systematically.The results show a significant difference between the transient mixed contact stiffness and damping and the results from Hertz(dry)contact.In addition,the roughness significantly changes the contact stiffness and damping,indicating the importance of film lubrication and asperity contact.The transient mixed contact stiffness and damping change significantly along the meshing path from an engaging-in to an engaging-out point,and both of them are affected by the applied torque and rotational speed.In addition,the middle contact path is recommended because of its comprehensive high stiffness and damping,which maintained the stability of spiral bevel gear transmission. 展开更多
关键词 mixed contact stiffness and damping transient mixed lubrication real machined roughness different contact trajectories spiral bevel gears
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Design approach for optimization of a piston ring profile considering mixed lubrication 被引量:3
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作者 Zhinan ZHANG Jun LIU Youbai XIE 《Friction》 CSCD 2016年第4期335-346,共12页
To reduce the friction of a piston ring while maintaining a large oil film load-carrying capacity,an approach comprising of the inverse method and the sequential quadratic programming algorithm was proposed.The approa... To reduce the friction of a piston ring while maintaining a large oil film load-carrying capacity,an approach comprising of the inverse method and the sequential quadratic programming algorithm was proposed.The approach considers the variation of mixed lubrication and variable lubricant viscosity with temperature along the engine stroke,is developed to optimize the profile of a piston ring.A piston ring profile is represented by a polynomial function.A case study of the second piston ring shows that the proposed method can be applied for the optimization of a piston ring profile.In addition,this paper illustrates the effects of the degree of a polynomial function.The results show that the minimization of friction and maximization of oil film load-carrying capacity can be balanced simultaneously when the degree of the polynomial is 2 and 5. 展开更多
关键词 piston ring profile inverse method tribology design mixed lubrication hydrodynamic lubrication
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Vertical-horizontal coupling nonlinear vibration characteristics of rolling mill under mixed lubrication 被引量:1
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作者 Dong-xiao Hou Liang Xu Pei-ming Shi 《Journal of Iron and Steel Research International》 SCIE EI CSCD 2021年第5期574-585,共12页
Considering the dynamic influence of the roll vibration on the lubricant film thickness in the rolling deformation area,nonlinear dynamic rolling forces related to film thickness in the vertical and horizontal directi... Considering the dynamic influence of the roll vibration on the lubricant film thickness in the rolling deformation area,nonlinear dynamic rolling forces related to film thickness in the vertical and horizontal directions were obtained based on the Karman balance theory.Based on these dynamic rolling forces and the mechanical vibration of the rolling mill,a vertical-horizontal coupling nonlinear vibration dynamic model was established.The amplitude-frequency equation of the main resonance was derived by using the multiple-scale method.At last,the parameters of the 1780 rolling mill were used for numerical simulation,and the time-domain response curves of the system’s vibration displacement and lubricating film thickness under the steady and unsteady conditions were analyzed.The influences of parameters such as interface contact ratio,nonlinear parameters and external disturbances on the primary resonance frequency characteristics were obtained,which provided a theoretical reference for the suppression of rolling mill vibration. 展开更多
关键词 Vertical-horizontal coupling Nonlinear vibration mixed lubrication Dynamic rolling force Main resonance Amplitude-frequency characteristic
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Iteration framework for solving mixed lubrication computation problems 被引量:1
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作者 Shi CHEN Nian YIN +1 位作者 Zhinan ZHANG Xiaojiang CAI 《Frontiers of Mechanical Engineering》 SCIE CSCD 2021年第3期635-648,共14页
The general discrete scheme of time-varying Reynolds equation loses the information of the previous step,which makes it unreasonable.A discretization formula of the Reynolds equation,which is based on the Crank-Nicols... The general discrete scheme of time-varying Reynolds equation loses the information of the previous step,which makes it unreasonable.A discretization formula of the Reynolds equation,which is based on the Crank-Nicolson method,is proposed considering the physical message of the previous step.Gauss-Seidel relaxation and distribution relaxation are adopted for the linear operators of pressure during the numerical solution procedure.In addition to the convergent criteria of pressure distribution and load,an estimation framework is developed to investigate the relative error of the most important term in the Reynolds equation.Smooth surface with frill contacts and mixed elastohydrodynamic lubrication is tested for validation.The asperity contact and sinusoidal wavy surface are examined by the proposed discrete scheme.Results show the precipitous decline in the boundary of the contact area.The relative error suggests that the pressure distribution is reliable and reflects the accuracy and effectiveness of the developed method. 展开更多
关键词 mixed lubrication discretization formula relative error Reynolds equation ASPERITY
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Plastic-elastic Model for Water-based Lubrication Considering Surface Force
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作者 Shuowen Zhang Mingbo Zhao Chenhui Zhang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2022年第5期208-218,共11页
Water-based lubrication is an effective method to achieve superlubricity,which implies a friction coefficient in the order of 10−3 or lower.Recent numerical,analytical,and experimental studies confirm that the surface... Water-based lubrication is an effective method to achieve superlubricity,which implies a friction coefficient in the order of 10−3 or lower.Recent numerical,analytical,and experimental studies confirm that the surface force effect is crucial for realizing water-based superlubricity.To enhance the contribution of the surface force,soft and plastic materials can be utilized as friction pair materials because of their effect in increasing the contact area.A new numerical model of water-based lubrication that considers the surface force between plastic and elastic materials is developed in this study to investigate the effect of plastic flow in water-based lubrication.Considering the complexity of residual stress accumulation in lubrication problems,a simplified plastic model is proposed,which merely calculates the result of the dry contact solution and avoids repeated calculations of the plastic flow.The results of the two models show good agreement.Plastic deformation reduces the local contact pressure and enhances the function of the surface force,thus resulting in a lower friction coefficient. 展开更多
关键词 Numerical model Water-based lubrication mixed lubrication Plastic model SUPERLUBRICITY
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Design and Engineering Application of Direct Mixing Lubrication System for Emulsion Pipeline in Secondary Cold Rolling Mill
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作者 Hangzhe DONG Yazhen ZHANG +2 位作者 Wantong HU Zhen-hua BAI Yan-yan ZHANG 《Mechanical Engineering Science》 2020年第1期36-47,共12页
With the benefit fierce competition in the steel industry market in recent years,double cold reduction products have been developed towards strength improvement and thickness reduction.The traditional cold-rolling lub... With the benefit fierce competition in the steel industry market in recent years,double cold reduction products have been developed towards strength improvement and thickness reduction.The traditional cold-rolling lubrication process with a fixed flow rate and concentration cannot solve the problems,which are uncontrollable plate shape and the excessive consumption of lubricating oil.Moreover,based on the analysis of the traditional direct aplication lubrication system of double cold reduction mill,a set of design scheme suitable for the emulsion pipeline direct mixing lubrication system of double cold reduction mill unit was proposed.The design completed the selection of key components,which included the static mixer and atomization nozzle selection,pump and oil pump design selection,pipeline design selection,flow type selection,pressure gauge selection,electronic control cabinet design selection and other eight aspects.Equipment of the emulsion pipeline direct mixing lubrication system of double cold reduction has been developed.Comparing with characteristics of the traditional direct aplication lubrication system,the emulsion pipeline direct mixing lubrication system was better applied to the production practice of a 1220 double cold reduction mill.The consumption of ton of steel was reduced by 9.6%.The rolling energy consumption and fuel consumption comprehensive costs decreased by 10.7%,and the strip steel section thickness difference was reduced by 19.3%.In addition,the plate shape quality defect rate decreased by 25.6%,otherwise creating a large economic benefit for the unit and promoting the application value. 展开更多
关键词 double cold reduction EMULSION direct mixing lubrication system static mixer plate thickness
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Fluid-solid Interaction Model for Hydraulic Reciprocating O-ring Seals 被引量:11
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作者 LIAO Chuanjun HUANG Weifeng +2 位作者 WANG Yuming SUO Shuangfu LIU Ying 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2013年第1期85-94,共10页
Elastohydrodynamic lubrication characteristics of hydraulic reciprocating seals have significant effects on sealing and tribology performances of hydraulic actuators, especially in high parameter hydraulic systems. On... Elastohydrodynamic lubrication characteristics of hydraulic reciprocating seals have significant effects on sealing and tribology performances of hydraulic actuators, especially in high parameter hydraulic systems. Only elastic deformations of hydraulic reciprocating seals were discussed, and hydrodynamic effects were neglected in many studies. The physical process of the fluid-solid interaction effect did not be clearly presented in the existing fluid-solid interaction models for hydraulic reciprocating O-ring seals, and few of these models had been simultaneously validated through experiments. By exploring the physical process of the fluid-solid interaction effect of the hydraulic reciprocating O-ring seal, a numerical fluid-solid interaction model consisting of fluid lubrication, contact mechanics, asperity contact and elastic deformation analyses is constructed with an iterative procedure. With the SRV friction and wear tester, the experiments are performed to investigate the elastohydrodynamic lubrication characteristics of the O-ring seal. The regularity of the friction coefficient varying with the speed of reciprocating motion is obtained in the mixed lubrication condition. The experimental result is used to validate the fluid-solid interaction model. Based on the model, The elastohydrodynamic lubrication characteristics of the hydraulic reciprocating O-ring seal are presented respectively in the dry friction, mixed lubrication and full film lubrication conditions, including of the contact pressure, film thickness, friction coefficient, liquid film pressure and viscous shear stress in the sealing zone. The proposed numerical fluid-solid interaction model can be effectively used to analyze the operation characteristics of the hydraulic reciprocating O-ring seal, and can also be widely used to study other hydraulic reciprocating seals. 展开更多
关键词 reciprocating O-ring seal elastohydrodynamic lubrication finite-element method fluid-solid interaction mixed lubrication SRV friction and wear tester
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Contact Behavior of Worn Bearings with Elastoplastic Functionally Graded Coating Based on Mixed Elastohydrodynamic Lubrication
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作者 Xue-Qian Fang Yao Ning +1 位作者 Shao-Pu Yang Hai-Hua Wang 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2021年第1期124-136,共13页
The dynamic contact behavior of worn bearings with elastoplastic functionally graded coating is studied,and the interacting effect between worn band and functionally graded surface is analyzed.The surface deformation ... The dynamic contact behavior of worn bearings with elastoplastic functionally graded coating is studied,and the interacting effect between worn band and functionally graded surface is analyzed.The surface deformation and roughness are included in the film thickness.The mixed elastohydrodynamic lubrication combined with point contact model is introduced to analyze the oil pressure in the contact zone.By using the Fourier transform method and Papkovich-Neuber potential function,the displacements and stress fields in the elastoplastic functionally graded coating are obtained.The second-order central difference method is used to solve the Reynolds equation.It is found that the repeated surface interaction can result in the sharp increase in pressure in bearings,and the oil pressure increases with increasing graded index.The entrainment of oil in the inlet and outlet zones becomes more evident if a large graded index is selected. 展开更多
关键词 Wear bearings Contact behavior Elastoplastic functionally graded surface mixed elastohydrodynamic lubrication.Central difference method
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EFFECT OF FRICTIONAL FORCE ON GEARING CONTACT FATIGUE STRENGTH
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作者 QI Xiumei GAO Chuangkuan 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2007年第1期40-43,共4页
The model for computing frictional coefficient between two teeth faces at the state of mixed elastohydrodynamic lubrication is established. And then more than 80 sets of numerical calculations and six sets of disc fat... The model for computing frictional coefficient between two teeth faces at the state of mixed elastohydrodynamic lubrication is established. And then more than 80 sets of numerical calculations and six sets of disc fatigue tests are completed. The results show that when the film thickness ratio λ 〈1.6, frictional coefficient μ is drastically decreased as λ. rises; Thereafter it decreases smoothly until λ=4.5. When λ〉4.5, however, it goes up again with λ, which indicates that the excessive film thickness ratio will deteriorate gearing contact fatigue strength. At the end, the formulae for determining the frictional coefficients are formed. 展开更多
关键词 Involute spur gear Contact fatigue strength mixed elastohydrodynamic lubrication Frictional coefficient Fatigue tests
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Prediction of ball-on-plate friction and wear by ANN with data-driven optimization
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作者 Alexander KOVALEV Yu TIAN Yonggang MENG 《Friction》 SCIE EI CAS CSCD 2024年第6期1235-1249,共15页
For training artificial neural network(ANN),big data either generated by machine or measured from experiments are used as input to"learn"the unspecified functions defining the ANN.The experimental data are f... For training artificial neural network(ANN),big data either generated by machine or measured from experiments are used as input to"learn"the unspecified functions defining the ANN.The experimental data are fed directly into the optimizer allowing training to be performed according to a predefined loss function.To predict sliding friction and wear at mixed lubrication conditions,in this study a specific ANN structure was so designed that deep learning algorithms and data-driven optimization models can be used.Experimental ball-on-plate friction and wear data were analyzed using the specific training procedure to optimize the weights and biases incorporated into the neural layers of the ANN,and only two independent experimental data sets were used during the ANN optimization procedure.After the training procedure,the ANN is capable to predict the contact and hydrodynamic pressure by adapting the output data according to the tribological condition implemented in the optimization algorithm. 展开更多
关键词 machine learning deep learning artificial neural network mixed lubrication
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Chemically-induced active micro-nano bubbles assisting chemical mechanical polishing:Modeling and experiments 被引量:2
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作者 Lei XU Kihong PARK +5 位作者 Hong LEI Pengzhan LIU Eungchul KIM Yeongkwang CHO Taesung KIM Chuandong CHEN 《Friction》 SCIE EI CAS CSCD 2023年第9期1624-1640,共17页
The material loss caused by bubble collapse during the micro-nano bubbles auxiliary chemical mechanical polishing(CMP)process cannot be ignored.In this study,the material removal mechanism of cavitation in the polishi... The material loss caused by bubble collapse during the micro-nano bubbles auxiliary chemical mechanical polishing(CMP)process cannot be ignored.In this study,the material removal mechanism of cavitation in the polishing process was investigated in detail.Based on the mixed lubrication or thin film lubrication,bubble-wafer plastic deformation,spherical indentation theory,Johnson-Cook(J-C)constitutive model,and the assumption of periodic distribution of pad asperities,a new model suitable for micro-nano bubble auxiliary material removal in CMP was developed.The model integrates many parameters,including the reactant concentration,wafer hardness,polishing pad roughness,strain hardening,strain rate,micro-jet radius,and bubble radius.The model reflects the influence of active bubbles on material removal.A new and simple chemical reaction method was used to form a controllable number of micro-nano bubbles during the polishing process to assist in polishing silicon oxide wafers.The experimental results show that micro-nano bubbles can greatly increase the material removal rate(MRR)by about 400%and result in a lower surface roughness of 0.17 nm.The experimental results are consistent with the established model.In the process of verifying the model,a better understanding of the material removal mechanism involved in micro-nano bubbles in CMP was obtained. 展开更多
关键词 micro-nano bubbles mixed lubrication material removal mechanism chemical mechanical polishing(CMP) MODELING
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