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FATIGUE LIFE PREDICTION OF CRANKSHAFT MADE OF MATERIAL 48MnV BASED ON FATIGUE TESTS,DYNAMIC SIMULATION AND FEA 被引量:13
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作者 ZHANG Guoqing PU Gengqiang WANG Chengtao 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2006年第2期307-311,共5页
S-N curve and fatigue parameters of 48MnV are obtained using small sample tests and staircase or up and down method, which paves the way for predicting fatigue life of crankshaft made of 48MnV. The fatigue life of the... S-N curve and fatigue parameters of 48MnV are obtained using small sample tests and staircase or up and down method, which paves the way for predicting fatigue life of crankshaft made of 48MnV. The fatigue life of the crankshaft of a six-cylinder engine is calculated using different damage models such as S-N method, normal strain approach, Smoth-Watson-Topper (SWT)Bannantine approach, shear strain approach, and Fatemi-Socie method based on dynamic simulation and finite element analysis (FEA) of crankshaft. The results indicate that the traditional calculation is conservative and the residual fatigue life of crankshaft is sufficient to maintain next life cycle if the crankshaft is remanufactured after its end of life. 展开更多
关键词 48MnV Multiaxial fatigue crankshaft Dynamic simulation Finite element analysis (FEA)
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Identification of Axial Vibration Excitation Source in Vehicle Engine Crankshafts Using an Auto-regressive and Moving Average Model 被引量:3
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作者 LIANG Xingyu WANG Yuesen +3 位作者 SHU Gequn WEI Haiqiao DONG Lihui MEI Yifan 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2011年第6期1022-1027,共6页
Violent axial vibration of a vehicle engine crankshaft might lead to multiple defects to the engine.Much research on mechanism and control measures has been done on engines,such as using the dynamic stiffness matrix m... Violent axial vibration of a vehicle engine crankshaft might lead to multiple defects to the engine.Much research on mechanism and control measures has been done on engines,such as using the dynamic stiffness matrix method,rayleigh differential method,and system matrix method.But the source of axial vibration has not been identified clearly because there are many excitation factors for the axial vibration of a crankshaft,such as coupled torsional-axial vibration and coupled bending-axial vibration,etc.In order to improve the calculation reliability and identify the excitation source of axial vibration of in vehicle engine crankshafts,this paper presents a method to identify the axial vibration excitation source of crankshafts for high speed diesel engines based on an auto-regressive and moving average(ARMA) model.Through determining initial moving average variables and measuring axial /bending/torsional vibrations of a crankshaft at the free-end of a 4-cylinder diesel engine,autoregressive spectrum analysis is applied to the measured vibration signal.The results show that the axial vibration of the crankshaft is mainly excited by coupled bending vibration at high speed.But at low speed,the axial vibration in some frequencies is excited primarily by torsional excitation.Through investigation of axial vibration source of engine crankshafts,calculation accuracy of vibration can be improved significantly. 展开更多
关键词 automotive engine crankshaft axial vibration excitation source ARMA
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Non-linear Torsional Vibration Characteristics of an Internal Combustion Engine Crankshaft Assembly 被引量:7
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作者 HUANG Ying YANG Shouping ZHANG Fujun ZHAO Changlu LING Qiang WANG Haiyan 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2012年第4期797-808,共12页
Crankshaft assembly failure is one of the main factors that affects the reliability and service life of engines.The linear lumped mass method,which has been universally applied to the dynamic modeling of engine cranks... Crankshaft assembly failure is one of the main factors that affects the reliability and service life of engines.The linear lumped mass method,which has been universally applied to the dynamic modeling of engine crankshaft assembly,reveals obvious simulation errors.The nonlinear dynamic characteristics of a crankshaft assembly are instructionally significant to the improvement of modeling correctness.In this paper,a general expression for the non-constant inertia of a crankshaft assembly is derived based on the instantaneous kinetic energy equivalence method.The nonlinear dynamic equations of a multi-cylinder crankshaft assembly are established using the Lagrange rule considering nonlinear factors such as the non-constant inertia of reciprocating components and the structural damping of shaft segments.The natural frequency and mode shapes of a crankshaft assembly are investigated employing the eigenvector method.The forced vibration response of a diesel engine crankshaft assembly taking into account the non-constant inertia is studied using the numerical integral method.The simulation results are compared with a lumped mass model and a detailed model using the system matrix method.Results of non-linear torsional vibration analysis indicate that the additional excitation torque created by non-constant inertia activates the 2nd order rolling vibration,and the additional damping torque resulting from the non-constant inertia is the main nonlinear factor.The increased torsional angular displacement evoked by the high order excitation torque relates to the non-constant inertia.This research project is aimed at improving nonlinear dynamics theory,and the confirmed nonlinear parameters can be used for the structure design of a crankshaft assembly. 展开更多
关键词 internal combustion engine crankshaft assembly non-constant inertia nonlinear vibration torsional vibration characteristics
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Multi-body dynamic simulation research on the influence of piston engine crankshaft thrust bearings abrasion 被引量:1
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作者 么子云 Jiang Zhinong +2 位作者 Li Xin Jia Yang Zhang Jinjie 《High Technology Letters》 EI CAS 2016年第4期426-435,共10页
Fault diagnosis studying on piston engine,crankshaft and gearbox is focused in this paper. The thrust bearing abrasion caused by axial movement of the crankshaft will affect the force of timing gears and oil pump gear... Fault diagnosis studying on piston engine,crankshaft and gearbox is focused in this paper. The thrust bearing abrasion caused by axial movement of the crankshaft will affect the force of timing gears and oil pump gears,which will result in the fracture of gears,abnormal ignition,connecting rod cracking and collision of cylinder. Simulation based on CREO software is done to build three-dimensional models of crankshaft and gears of a WP10 diesel engine. The models are imported into ADAMS to complete multi-body dynamics simulations. The force analysis of gears in different kinds of axial movements is finished and variations rules of gear dynamic load is obtained. The presented results show that the crankshaft axial movement can cause overload and vibration on gears. Combined with the realistic case data,the fault feature through simulation research is validated and early warming parameters of gear fault are proposed. 展开更多
关键词 crankshaft piston engine axial movement GEAR multi-body simulation
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The Applications of Measurement System for Crankshaft
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作者 DAI Shangping~1 GAO Li~1 GAO Kai~2 (1.Department of Computer Science,Central China Normal University,Wuhan 430079,China. 2.Dongfeng Automobile Company,Shiyan 442001,China) 《武汉理工大学学报》 CAS CSCD 北大核心 2006年第S3期833-836,共4页
This paper will introduce two types of multi-parameter co-measuring system and their application in the produc- tion.The first is crankshaft bent deformation measuring machine system.The second is the crankshaft pneum... This paper will introduce two types of multi-parameter co-measuring system and their application in the produc- tion.The first is crankshaft bent deformation measuring machine system.The second is the crankshaft pneumatic-electric measur- ing system.They have been used in final inspection procedure of automation line for crankshaft of automobie engine with good re- sults,the structure principle and soft clash technological process of the measurement system are presented. 展开更多
关键词 AERODYNAMICS measurement pneumatic-electricity CONVERSION crankshaft quality control
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Residual fatigue strength of 48MnV crankshaft based on safety factor
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作者 王翔 陈铭 +1 位作者 浦耿强 王成焘 《Journal of Central South University》 SCIE EI CAS 2005年第S2期145-147,共3页
Residual fatigue strength of 48MnV crankshaft was studied and analyzed based on safety factor. Three different status crankshafts were used to the hop-up tests, which maintain new after 500h hop-up tests and after 1... Residual fatigue strength of 48MnV crankshaft was studied and analyzed based on safety factor. Three different status crankshafts were used to the hop-up tests, which maintain new after 500h hop-up tests and after 1000h hop-up tests. Then, crankshafts were cut into unit cranks. The unit cranks were used to do endurance bending tests to get the residual fatigue strength. Finally, the results were analyzed based on safety factor. The results show that safety factor of crankshaft descends a little with the increase of the running time, and the residual safety factor is still much bigger than the endurable safety factor. Furthermore, after the crankshaft accomplishes a full life cycle, the residual fatigue strength of the crankshaft is enough to remanufacture and fulfill the next life cycle. 展开更多
关键词 48MnV crankshaft RESIDUAL FATIGUE STRENGTH SAFETY FACTOR
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Fatigue life prediction of crankshaft repaired by twin arc spraying
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作者 张国庆 王成焘 浦耿强 《Journal of Central South University》 SCIE EI CAS 2005年第S2期70-76,共7页
This paper used Baumel Jr. and Seeger’s approach estimating fatigue parameters of 48MnV with 3Cr13 coatings. The fatigue life of the crankshaft of a six-cylinder engine, repaired by twin arc spraying 3cr13 deposits, ... This paper used Baumel Jr. and Seeger’s approach estimating fatigue parameters of 48MnV with 3Cr13 coatings. The fatigue life of the crankshaft of a six-cylinder engine, repaired by twin arc spraying 3cr13 deposits, is respectively calculated using different damage model such as S-N method, normal strain approaches, SWT-Bannantine approaches, shear strain approaches, and fatemi-Socie method based on dynamical simulation and FE analysis of crankshaft. The results indicate that the traditional calculation is conservative and that the life of crankshaft repaired by arc spraying is sufficient. 展开更多
关键词 48MnV 3Cr13 FATIGUE LIFE crankshaft DYNAMIC simulation FE
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A Simplified Model for Vibration Analysis of Diesel Engine Crankshaft System
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作者 雷宣扬 张桂才 +2 位作者 陈进 宋希庚 董广明 《Journal of Shanghai Jiaotong university(Science)》 EI 2006年第1期99-103,120,共6页
A spatial finite element model for vibration analysis of crankshaft system was proposed. The crankshaft body was simplified as spatial rigid frame by using beam elements based on Timoshenko beam theory. The main beari... A spatial finite element model for vibration analysis of crankshaft system was proposed. The crankshaft body was simplified as spatial rigid frame by using beam elements based on Timoshenko beam theory. The main bearings in system were simplified as linear springs and dashpots. The natural frequencies of the crankshaft system of a four in-line cylinder engine were calculated and compared with the analytical and experimental values available in other publications. In order to simulate the motion of operating crankshaft system, the gas forces, rotating masses and reciprocating masses were considered, the crankshaft and main bearings were coupled in a rotating coordinate system, and a dynamic model for vibration analysis of crankshaft system was established. By applying the dynamic model, the influence of the mass and moment of inertia of front pulley on the behavior of crankshaft vibration was investigated. 展开更多
关键词 crankshaft finite element timoshenko beam vibration analysis
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Dynamic Characteristics of the Crankshaft System with Coupling Effect 被引量:1
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作者 S.H. Zhang K. Jia 《Journal of Energy and Power Engineering》 2010年第5期18-26,共9页
The nonlinear dynamic model of the marine diesel crankshaft system with a propeller and 6 cranks is established, in which the variable moment of inertia of the linkage and the piston, coupling effect between torsional... The nonlinear dynamic model of the marine diesel crankshaft system with a propeller and 6 cranks is established, in which the variable moment of inertia of the linkage and the piston, coupling effect between torsional and axial vibration, the actuating force applied on the piston, the actuating torque and force applied on the propeller is included. The governing equations of the model denote a strong nonlinear and non autonomous system. By numeric simulation, the dynamic response of the system to initial displacement and initial speed, variable moment of inertia, the pressure applied on the piston by combustion gas, the torque and the axial force applied on the propeller by fluid is researched respectively. According to the research results, the variable moment of inertia and coupling effect between torsional and axial vibration are the fundamental reason for nonlinear vibration. Different actuating factors can not only result in different frequency components of the response, but make the same frequency component have different vibration amplitude. The dynamic behavior of the system is not influenced obviously by the actuating torque and force applied on the propeller. There is obvious difference in sensitivity of the dynamic response in the different direction to the same actuating factor. 展开更多
关键词 Coupling effect between torsional and axial vibration nonlinear dynamic model crankshaft system dynamic response.
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Production of 48MnV-C non-heat treatment crankshaft steel by means of converter plus continuous casting and hot-rolling process
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作者 LU Bingjun,DONG Xuetao and YU Wentao Technology Center of Bengang Steel Plates Co.,Ltd.,Benxi 117000,Liaoning,China 《Baosteel Technical Research》 CAS 2010年第S1期62-,共1页
48MnV-C non-heat treatment crankshaft steel is specially used for making crankshafts of Cummings C engines.It mainly adopts the technology of V—N micro-alloying,at present,it has been successfully used in making cran... 48MnV-C non-heat treatment crankshaft steel is specially used for making crankshafts of Cummings C engines.It mainly adopts the technology of V—N micro-alloying,at present,it has been successfully used in making crankshaft of heavy duty truck engines.BX STEEL made trial production by means of converter→secondary metallurgy(RH + LF)→rectangular slab caster→hot rolling process,and studied the T[O],T[N],[H]and non-metal inclusion in 48MnV - C steel under continuous casting process condition,the actual grain size and the slab quality.All the chemical compositions and test results met the needs of Cummings Crankshaft Steel Standard.In order to ensure the mechanical properties of the non-heat treatment steel,a certain amount of nitrogen is added to it,also a small amount of sulfur is added to improve the cutting property of the steel.This process route can make full use of the de-hydrogen function of RH,and during RH treatment,rough adjustment of alloy elements may be made while the adjustment of Nitride Manganese nitrogen pick up and adjusting Mn,as well as Ca treatment and S content adjustment may be done during LF treatment so as to ensure the requirement of high nitrogen,low hydrogen,low oxygen content in 48MnV-C steel.Magnetic marks are defects shown in magnetic powder testing after the steel was used to make finished crankshafts.The 48MnV - C non-heat treatment crankshaft steel produced by means of the above-mentioned process route has not only relatively high robust performance which meets the needs of truck crankshaft safety,but also high qualification rate and basically no "magnetic marks" are found after being made into finished crankshafts,which meets the crankshaft standard.Therefore,this steel has been widely used in domestic crankshaft industry. 展开更多
关键词 CONVERTER continuous casting non-heat treatment crankshaft steel magnetic mark
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Impact of Material on Crankshaft Torsional Vibrations
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作者 Asllan Hajderi Eli Vyshka 《Journal of Mechanics Engineering and Automation》 2014年第10期799-803,共5页
In this study, it shows how the main indicators of torsional vibrations of the crankshaft change when its materials change. In the study, the crankshaft of diesel engine with four cylinders in line was taken, in which... In this study, it shows how the main indicators of torsional vibrations of the crankshaft change when its materials change. In the study, the crankshaft of diesel engine with four cylinders in line was taken, in which the material is changing from steel to cast iron, due to the technological possibilities of production. For study of torsional vibration of crankshaft system, the construction of equivalent reduced scheme is carried. Reduced inertia moments of discs are determined for each crank of crankshaft, by receiving the impact of piston group and rod mass. Reduced rigidities of crank are determined by experimental method. The results show that the rigidity of crank for the same crankshaft varies up to 6%, while the change between crankshafts goes up 10%. At the end, frequency and vibration forms are calculated using Tole-Holxer method. From calculations, it results that the frequencies are 19% smaller, while the vibration forms varies slightly. In this case, the change of the materials leads to the first frequency in the area of engine rotations and it can worsen the level of torsional vibration, therefore, it should check the resonance areas and vibration amplitude. 展开更多
关键词 crankshaft FREQUENCY RIGIDITY torsional vibration.
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Effect of Lightening Hole on Dynamic Characteristics and Fatigue Life of Diesel Engine Crankshaft
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作者 YANG Fang REN Xiao-le CUI Ju-jie 《International Journal of Plant Engineering and Management》 2017年第2期95-101,共7页
As the core components of diesel engine,the structure and dynamic characteristics of the crankshaft has a vital role on engine performance. To Process the lightening hole with properly size in a certain location can r... As the core components of diesel engine,the structure and dynamic characteristics of the crankshaft has a vital role on engine performance. To Process the lightening hole with properly size in a certain location can reduce the weight of the crankshaft so as to,improve the dynamic characteristics and the connecting rod load of the crankshaft. Using finite element method and using three-dimensional software to model,the structural static and dynamic analysis theory to are gotten the performance and fatigue life analysis of crankshaft which have lightening hole with appropriate size. In this paper,to select the lightening hole for 25 mm size to analyze and compare the results with no hole of crankshaft analysis data can get that lightening hole can improve the crankshaft strength and the fatigue life of some location of the crankshaft. 展开更多
关键词 crankshaft lightening hole dynamic characteristics FATIGUE
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MAIN TOPICS, ABSTRACTS & KEY WORDSResearch status of cored wires applied in remanufacturing crankshaft by high velocity arc spraying
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作者 TIA N Hao-liang WEI Shi-cheng +4 位作者 CHEN Yong-xiong TONG Hui LIU Yi XU Bin-shi LI Wen 《焊接技术》 北大核心 2014年第1期I0001-I0002,共2页
关键词 《焊接技术》 英文摘要 期刊 编辑工作
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Development of remaining life prediction of crankshaft remanufacturing core 被引量:4
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作者 Li-Hong Dong Bin-Shi Xu +2 位作者 Nan Xue Hui-Peng Wang Hao-Yu Li 《Advances in Manufacturing》 SCIE CAS 2013年第1期91-96,共6页
This paper reviewed the main research work in the field of remaining life prediction of crankshaft remanufacturing core by Science and Technology on Remanu- facturing Laboratory. Based on the results of finite element... This paper reviewed the main research work in the field of remaining life prediction of crankshaft remanufacturing core by Science and Technology on Remanu- facturing Laboratory. Based on the results of finite element analysis, the R angle zone of crankshaft was determined as a major measuring position. A special measuring probe is developed, and bending fatigue bench tests were carried out to collect electromagnetic damage information during fatigue process. A neural network model was established to identify damage degree of crankshaft core, and a damage evaluation equipment for crankshaft core was developed. 展开更多
关键词 REMANUFACTURING Remaining life crankshaft Metal magnetic memory Multi-frequency eddy current
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Fatigue features study on the crankshaft material of 42CrMo steel using acoustic emission 被引量:4
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作者 Yue SHI Lihong DONG +2 位作者 Haidou WANG Guolu LI Shenshui LIU 《Frontiers of Mechanical Engineering》 SCIE CSCD 2016年第3期233-241,共9页
Crankshaft is regarded as an important component of engines, and it is an important application of remanufacturing because of its high added value. However, the fatigue failure research of remanufactured crankshaft is... Crankshaft is regarded as an important component of engines, and it is an important application of remanufacturing because of its high added value. However, the fatigue failure research of remanufactured crankshaft is still in its primary stage. Thus, monitoring and investigating the fatigue failure of the remanufacturing crankshaft is crucial. In this paper, acoustic emission (AE) technology and machine vision are used to monitor the four-point bending fatigue of 42CrMo, which is the material of crankshaft. The specimens are divided into two categories, namely, pre-existing crack and non-pre- existing crack, which simulate the crankshaft and crank- shaft blank, respectively. The analysis methods of para- meter-based AE techniques, wavelet transform (WT) and SEM analysis are combined to identify the stage of fatigue failure. The stage of fatigue failure is the basis of using AE technology in the field of remanufacturing crankshafts. The experiment results show that the fatigue crack propagation style is a transgranular fracture and the fracture is a brittle fracture. The difference mainly depends on the form of crack initiation. Various AE signals are detected by parameter analysis method. Wavelet threshold denoising and WT are combined to extract the spectral features of AE signals at different fatigue failure stages. 展开更多
关键词 acoustic emission fatigue failure remanufac- turing crankshaft wavelet analysis
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Studies on Thermal Contraction of Crankshaft Bearings under Extreme Low Temperatures 被引量:4
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作者 Sever-Alexandru Haba Gheorghe Oancea 《Journal of Thermal Science》 SCIE EI CAS CSCD 2015年第5期496-501,共6页
This paper presents how the contractions of the main components of a V6 motor with low engine displacement are determined for the cold-start phase under extreme low temperature. Internal combustion engine components h... This paper presents how the contractions of the main components of a V6 motor with low engine displacement are determined for the cold-start phase under extreme low temperature. Internal combustion engine components have complex geometries and to obtain the thermal contractions, in the research, used the method of finite element analysis. The phenomena of thermal contractions are studied for the cold-start situations at extreme low temperature, knowing that the cold-start phase of an internal combustion engine is the main factor that determines moving rotational and translational parts wear life. Checking the proper choice of clearance is particularly important, as the use of inappropriate values of it leads to rapid operation destruction of the engine group components. The results obtained for the thermal clearances of crankshaft bearings are mathematically modeled and the relations can be used for calculating the clearances. The mathematical models are also useful for implementing in different software tools. 展开更多
关键词 ENGINE Engine block crankshaft bearings Thermal contraction FEA
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Detection and analysis of magnetic particle testing defects on heavy truck crankshaft manufactured by microalloyed medium-carbon forging steel 被引量:1
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作者 Jin-long Lu Guo-guang Cheng +2 位作者 Meng Wu Guo Yang Ju-long Che 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2020年第5期608-616,共9页
An unqualifed six-cylinder heavy truck crankshaft has been studied to investigate the cause of magnetic particle testing defects on the rod journals.Large-sized long-striped MnS inclusions are regarded as the major ca... An unqualifed six-cylinder heavy truck crankshaft has been studied to investigate the cause of magnetic particle testing defects on the rod journals.Large-sized long-striped MnS inclusions are regarded as the major cause for the magnetic particle testing failure because they have been detected in situ under the magnetic particle indications.Through the observation of macroscopic structures of the rod journals and corresponding counterweight blocks,it is found that for the 1#and 3#rod journals,the center metal of the original hot-rolled bar has been extruded to the inboard edge of the rod journals and large-sized long-striped MnS inclusions are exposed on the surface after fash removal,leading to the failure of magnetic particle testing.As for the 2#rod journal,the center metal of the original bar has not been extruded to the surface and MnS inclusions on the rod journal surface are small in size,few in number,resulting in passing the magnetic particle testing.If the quality of the hot-rolled bars fuctuates,it is more recommended to apply magnetic particle testing on samples at the center of bars before forging to evaluate the severity of defects caused by the long-striped MnS inclusions for fear of the scrap of the fnal crankshafts. 展开更多
关键词 crankshaft Magnetic particle testing MnS inclusion Microalloyed medium-carbon forging steel DEFECT
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Mechanical properties of vanadium-alloyed austempered ductile iron for crankshaft applications
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作者 Fatma BAYATA Süleyman Batuhan VATAN 《Frontiers of Mechanical Engineering》 SCIE CSCD 2023年第3期251-263,共13页
This study focused on the development of austempered ductile iron(ADI)with desirable combination of mechanical properties for crankshaft applications by the combined effect of vanadium(V)alloying and an optimized heat... This study focused on the development of austempered ductile iron(ADI)with desirable combination of mechanical properties for crankshaft applications by the combined effect of vanadium(V)alloying and an optimized heat treatment process.The produced unalloyed GGG60,0.15%V-alloyed GGG60(V-15),and 0.30%V-alloyed GGG60 samples were subjected to austenitizing at 900℃for 1 h and subsequent austempering processes at 250,300,and 350℃for 15,30,60,90,and 180 min.As a result of these austempering processes,different bainitic structures were obtained,which led to the formation of diverse combinations of mechanical properties.The mechanical properties of the austempered samples were tested comprehensively,and the results were correlated with their microstructures and the stability of the retained austenite phases.From the microstructural observations,the V-alloyed samples exhibited a finer microstructure and a more acicular ferrite phase than unalloyed samples.The V addition delayed the coarsening of the acicular ferrite structures and considerably contributed to the improvement of the mechanical properties of GGG60.Moreover,the X-ray diffraction results revealed that the retained austenite volume and the carbon enrichment of austenite phases in ADI samples were remarkably affected by the addition of vanadium.The increase in volume fraction of retained austenite and its carbon content provided favorable ductility and toughness to V-15,as confirmed by the elongation and impact test results.Consequently,the dual-phase ausferrite microstructure of V-15 that was austempered at 300℃for 60 min exhibited high strength with substantial ductility and toughness for crankshaft applications. 展开更多
关键词 austempered ductile iron(ADI) vanadium alloying mechanical properties crankshafts retained austenite
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基于改进YOLOv8曲轴表面缺陷检测算法
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作者 孙渊 曹俊杰 +1 位作者 唐矫燕 李婷 《组合机床与自动化加工技术》 北大核心 2024年第10期77-81,共5页
针对曲轴表面小目标缺陷检测难度大、缺陷背景复杂和检测速度慢等问题,提出一种改进曲轴表面缺陷检测的算法RB-YOLOv8。首先,用RepViT模块取代了传统的C2f模块,有助于减少网络的计算负担并加快其运行速度;接着,通过优化双向特征融合模块... 针对曲轴表面小目标缺陷检测难度大、缺陷背景复杂和检测速度慢等问题,提出一种改进曲轴表面缺陷检测的算法RB-YOLOv8。首先,用RepViT模块取代了传统的C2f模块,有助于减少网络的计算负担并加快其运行速度;接着,通过优化双向特征融合模块BiFPN及增加小目标检测层,改善小目标缺陷识别的能力;然后,利用BiFormer注意力机制强化模型的抗干扰能力和解决缺陷背景复杂的难题,提高检测准确率;最后,使用MPDIoU损失函数调整,从而进一步提升检测的精准度。实验结果表明,所提出的算法的检测精度可以达到98.4%,模型大小缩减为2.797 MB,同时使每秒帧数(FPS)达到了169 f/s,成功地实现了对曲轴表面的缺陷检测。 展开更多
关键词 曲轴表面缺陷检测 RepViT网络 BiFPN模块 BiFormer注意力机制 MPDIoU损失
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基于改进粒子群的曲轴件数控加工刀具轨迹自动优化方法 被引量:1
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作者 王丽霞 《自动化应用》 2024年第11期258-260,共3页
针对曲轴件加工质检合格率较低、加工过切量较大的问题,提出基于改进粒子群的曲轴件数控加工刀具轨迹自动优化方法。先以刀具轨迹长度最小为目标建立轨迹优化目标函数,设定相应的约束条件,再通过改进粒子群惯性权重参数更新方法及增加... 针对曲轴件加工质检合格率较低、加工过切量较大的问题,提出基于改进粒子群的曲轴件数控加工刀具轨迹自动优化方法。先以刀具轨迹长度最小为目标建立轨迹优化目标函数,设定相应的约束条件,再通过改进粒子群惯性权重参数更新方法及增加压缩因子,实现对粒子群算法的改进,最后利用改进粒子群对最优轨迹求解,自动优化基于改进粒子群的曲轴件数控加工刀具轨迹。实验证明,该方法可对曲轴件数控加工刀具轨迹进行优化,且其应用后曲轴件加工质检合格率得到有效提升,加工过切量得到有效控制,具有良好的优化效果。 展开更多
关键词 改进粒子群 曲轴件 数控加工 刀具轨迹
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