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EFFECT OF COLD WORKING ON THE AGING PROPERTIES OF Cu-Cr-Zr-Mg ALLOY BY ARTIFICIAL NEURAL NETWORK 被引量:10
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作者 J.H.Su H.J.Li +3 位作者 Q.M.Dong P.Liu B.X.Kang B.H.Tian 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2004年第5期741-746,共6页
A developmental research has been carried out to deal with the high performance of Cu-Cr-Zr-Mg lead frame alloy by artificial neural network (ANN). Using the cold working to assist in the aging hardening can improve t... A developmental research has been carried out to deal with the high performance of Cu-Cr-Zr-Mg lead frame alloy by artificial neural network (ANN). Using the cold working to assist in the aging hardening can improve the the hardness and electrical conductivity properties of Cu-Cr-Zr-Mg lead frame alloy. This paper studies the effect of different extent of cold working on the aging properties by a supervised ANN to model the non-linear relationship between processing parameters and the properties. The back-propagation (BP) training algorithm is improved by Levenberg-Marquardt algorithm. A basic repository on the domain knowledge of cold worked aging processes is established via sufficient data mining by the network. The predicted values of the ANN coincide well with the tested data. So an important foundation has been laid for prediction and optimum controlling the rolling and aging properties of Cu-Cr-Zr-Mg alloy. 展开更多
关键词 Cu-Cr-Zr-Mg alloy cold working AGING artificial neural network (ANN)
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Effect of cold working and sandblasting on the microhardness, tensile strength and corrosion resistance of AISI 316L stainless steel 被引量:1
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作者 Suyitno Budi Arifvianto +3 位作者 Teguh Dwi Widodo Muslim Mahardika Punto Dewo Urip Agus Salim 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2012年第12期1093-1099,共7页
The aim of this work is to investigate the effect of cold working and sandblasting on the microhardness, tensile strength and corro-sion rate of AISI 316L stainless steel. The specimens were deformed from 17% to 47% a... The aim of this work is to investigate the effect of cold working and sandblasting on the microhardness, tensile strength and corro-sion rate of AISI 316L stainless steel. The specimens were deformed from 17% to 47% and sandblasted for 20 min using SiC particles with a diameter of 500-700 μm and an air flow with 0.6-0.7 MPa pressure. The microhardness distribution and tensile test were conducted and a measurement on the corrosion current density was done to determine the corrosion rate of the specimens. The result shows that the cold working enhances the bulk microhardness, tensile and yield strength of the specimen by the degree of deformation applied in the treatment. The sandblasting treatment increases the microhardness only at the surface of the specimen without or with a low degree of deformation. In addition, the sandblasting enhances the surface roughness. The corrosion resistance is improved by cold working, especially for the highly deformed specimen. However the follow-up sandblasting treatment reduces the corrosion resistance. In conclusion, the cold working is prominent to be used for improving the mechanical properties and corrosion resistance of AISI 316L stainless steel. Meanwhile, the sandblasting subjected to the cold worked steel is only useful for surface texturing instead of improving the mechanical properties and corrosion resistance. 展开更多
关键词 stainless steel cold working SANDBLASTING MICROHARDNESS tensile strength corrosion resistance
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Effects of Cold Working and Annealing on the Microstructure and Critical Current Density of Ag-sheathed BiPbSrCaCuO Superconducting Tapes
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作者 刘军华 王祖唐 《Rare Metals》 SCIE EI CAS CSCD 1993年第1期62-66,共5页
Ag-sheathed BiPbSrCaO(2223)superconducting tapes prepared by the powder-in-tube technique were inVeSgated. The Mswt of M layCr and the Jc at 77 K are spengly dspendent on the amouDt of cold wotheg and annchg condition... Ag-sheathed BiPbSrCaO(2223)superconducting tapes prepared by the powder-in-tube technique were inVeSgated. The Mswt of M layCr and the Jc at 77 K are spengly dspendent on the amouDt of cold wotheg and annchg condition. The Jc bo by uhahal tw aha drawing and rolling. The OPbown annwtg theperawt, boe and coohag de tO madrihe Jc vaiueS were in the range 84()-- 850t, 1bo^2bo h and 50-- loot / h, nyhvejy. The mndum tuSPOrt Jt at 77 K under zero mopetic field was l.33 x l04 A / cm2. 展开更多
关键词 Superconducting tape BIPBSRCACUO cold working ANNEALING MICROSTRUCTURE Critical current density
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Preparation and Property of Chromium Carbide Thermal Diffusion Coating on Cold Working Die Materials
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作者 袁志华 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2010年第4期596-599,共4页
Thermal diffusion (TD) salt bath chromizing of cold working dies was studied. Firstly, it obtained an ideal salt bath formula by comparing with a variety of formulas, and then obtained the influence rule of coating ... Thermal diffusion (TD) salt bath chromizing of cold working dies was studied. Firstly, it obtained an ideal salt bath formula by comparing with a variety of formulas, and then obtained the influence rule of coating thickness based on studying of some process parameters. The microstructure morphologies and phase structures of the TD chromizing coating were investigated by X-ray diffraction (XRD), energy-dispersive spectrometry (EDS) and other modern analysis methods. Meanwhile, it carried out a system of testing and analysis of coating, such as hardness, wear resistance, etc. 展开更多
关键词 chromium carbide coating thermal diffusion process cold working die PREPARATION SEM EDS
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Investigation into microstructure of spray formed V4 cold working mould steel and its roiling and annealing
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作者 Shi Haisheng Yan Fei +3 位作者 Fan Junfei Le Hairong fin Binzhong Peng Yong 《Baosteel Technical Research》 CAS 2008年第1期60-64,共5页
The material selected for this work was the spray formed Vanadis4 high alloy cold working mould steel (abbreviated to V4 steel). Its microstructure, hot rolling process, and annealing treatment have been investigate... The material selected for this work was the spray formed Vanadis4 high alloy cold working mould steel (abbreviated to V4 steel). Its microstructure, hot rolling process, and annealing treatment have been investigated. Observed from the optical and electron microscopes, the as-sprayed V4 steel had the finer microstructure of uniform and equiaxial grains ,while after hot rolling for densification and spheroidized annealing, the V4 steel obtained an excellent spheroidized structure that is favorable to subsequent quenching and tempering treatment. The spheroidized structure and level of annealed hardness of the V4 steel are almost the same as expensive imported powder metallurgy the V4 steel. It is difficult to produce V4 steel with the conventional ingot metallurgical technique, so the multi-step and high-cost powder metallurgy method is generally used at present. Compared to the powder metallurgy technique, using the spray forming technique to produce the V4 steel has obvious advantages and potential market competitiveness in reducing production costs, simplifying working process, and shortening the production cycle. 展开更多
关键词 spray forming high alloy cold working mould steel rolling process and spheroidized annealing microstructure and micro-hardness
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Thermal stability of cold worked microstructure of MP159 alloy 被引量:1
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作者 鲁世强 黄伯云 +1 位作者 贺跃辉 唐建成 《中国有色金属学会会刊:英文版》 CSCD 2002年第3期392-395,共4页
In order to know the longest permissible thermal exposure time during which the cold worked (CW) microstructure would remain unchanged, the effect of the thermal exposure at temperatures ranging from 910?℃ to 1?070?... In order to know the longest permissible thermal exposure time during which the cold worked (CW) microstructure would remain unchanged, the effect of the thermal exposure at temperatures ranging from 910?℃ to 1?070?℃ on the microstructure was investigated for MP159 alloy by optical microscopy and transmission electron microscopy (TEM). Such a study can provide guidance for determining reasonable hot forging parameters of fasteners. The results indicate that the intersecting network of fine platelets in CW microstructure are thermal stable when thermal exposure temperature does not exceed 920?℃. When thermal exposure temperature exceed 920?℃, the intersecting network of fine platelets will dissolve, but the thermal exposure temperature has the longest permissible thermal exposure time during which the intersecting network of fine platelets will not dissolve. 展开更多
关键词 热稳定性 MP159合金 冷加工 显微结构 退化 TEM
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The Effect of Cold Working on Creep Rupture Strength and Microstructure of Ni-23Cr-7W Alloy
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作者 Yoshiki Shioda Keiji Kubushiro +2 位作者 Youhei Sakakibara Kyohei Nomura Yoshinori Murata 《World Journal of Mechanics》 2017年第10期283-295,共13页
In order to clarify the reason why the creep rupture time of pre-strained Ni-23Cr-7W Alloy (HR6W) is longer than that of the non-pre-strained HR6W, microstructures of HR6W after a series of creep tests were investigat... In order to clarify the reason why the creep rupture time of pre-strained Ni-23Cr-7W Alloy (HR6W) is longer than that of the non-pre-strained HR6W, microstructures of HR6W after a series of creep tests were investigated. The creep tests were conducted at 750&deg;C, 90 and 100 MPa. In the pre-strained samples, the grain boundary shielding ratio by precipitates was larger than that of the non-pre-strained sample. In addition, in the pre-strained samples the size of the M23C6 carbide in the grains was finer than in the non-pre-strained sample. The W content in the M23C6 carbide in the pre-strained samples tended to be larger than in the non-pre-strained sample. Therefore, the Ostwald ripening of the carbide was delayed and the size of M23C6 carbide was thought to be fine for a long time. These observations show that creep strength in the pre-strained samples is higher than that of the non-pre-strained sample because of both precipitation strengthening inside of the grains and grain boundaries. 展开更多
关键词 A-USC HR6W cold working CREEP Strength GRAIN BOUNDARY SHIELDING Ratio M23C6 CARBIDE
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Effect of Heat Treatment on Microstructure of Modified Cast AISI D3 Cold Work Tool Steel 被引量:8
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作者 Shahram Kheirandish Hasan Saghafian +1 位作者 Jalal Hedjazi Mohammad Momeni 《Journal of Iron and Steel Research(International)》 SCIE EI CAS CSCD 2010年第9期40-45,52,共7页
The effects of heat treatment on the microstructure of modified cast high chromium high carbon AISI D3 steel were studied. The modified AISI D3 steel was developed by replacing part of chromium with niobium and titani... The effects of heat treatment on the microstructure of modified cast high chromium high carbon AISI D3 steel were studied. The modified AISI D3 steel was developed by replacing part of chromium with niobium and titanium, in which chromium carbide was partially replaced with MC carbides. The cast samples produced by investment casting were heat treated under different conditions. The microstructures of the samples were studied by optical microscope and scanning electron microscope equipped with EDS analyzer. To determine the optimized homogenizing process, the effects of homogenizing treatment on the microstructure and the morphology of carbides were also studied. The results show that the MC carbides are not changed in shape and amounts during high temperature homogenizing, whereas the M3C carbides are reduced in amount and become semiglobular in shape, and the homogeneity of microstructure is improved. 展开更多
关键词 D3 cold work tool steel CAST Nb Ti MICROSTRUCTURE
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Effect of Cryogenic Treatment on Properties of Cr8-Type Cold Work Die Steel 被引量:8
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作者 CHI Hong-xiao MA Dang-shen +3 位作者 YONG Qi-long WU Li-zhi ZHANG Zhan-pu WANG Yong-wei 《Journal of Iron and Steel Research(International)》 SCIE EI CAS CSCD 2010年第6期43-46,59,共5页
The effect of cryogenic treatment on the properties of Cr8-type cold work die steel was investigated. The results show that cryogenic treatment increases hardness by decreasing retained austenite, but the degree depen... The effect of cryogenic treatment on the properties of Cr8-type cold work die steel was investigated. The results show that cryogenic treatment increases hardness by decreasing retained austenite, but the degree depends on the austenitizing temperature. When quenching at lower austenitizing temperature, the steel can obtain higher tough- ness by cryogenic treatment substituting conventional treatment process. Cryogenic time has little effect on cryogenic treatment. Conversely, cryogenic temperature has a great effect on cryogenic treatment and the effect of cryogenic treatment is more obvious with decreasing cryogenic temperature. In addition, deep cryogenic treatment improves the wear resistance by precipitating more homogeneous specific carbides. 展开更多
关键词 cryogenic treatment tool steel cold work die steel PROPERTY wear resistance
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Phase Transformation of a Cold Work Tool Steel during Tempering 被引量:2
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作者 Hong-xiao CHI Dang-shen MA +2 位作者 Hui-xia XU Wang-long ZHU Jian-qing JIANG 《Journal of Iron and Steel Research(International)》 SCIE EI CAS CSCD 2016年第5期484-488,共5页
The hardness and microstructure evolution of a 8% Cr cold work tool steel during tempering for 40 h were investigated. Transmission electron microscope examinations showed that M_3C carbides precipitated from supersat... The hardness and microstructure evolution of a 8% Cr cold work tool steel during tempering for 40 h were investigated. Transmission electron microscope examinations showed that M_3C carbides precipitated from supersaturated martensite after tempering at 350 ℃. When the tempering temperature was higher than 520 ℃,the M_(23)C_6 carbides precipitated to substitute for M_3C carbides. After ageing at the temperature of 520 ℃ for 40 h,it was observed that very fine and dense secondary Mo_2C precipitates were precipitated. Thus,it can be concluded that the early stage of Mo_2C-carbide precipitation is like to be Gunier-Preston( G-P) zone formed by [Mo-C] segregation group which is responsible for the secondary hardening peak at 520 ℃. Overageing at 700 ℃ resulted in recovery of martensitic microstructure and precipitation of M_(23)C_6 carbides.When ageing at 700 ℃ for more than 20 h,recrystallization occurred,which resulted in a change of the matrix morphology from martensitic plates to equiaxed ferrite. It was noticed that the size of recrystallized grain / subgrain was very fine,which was attributed to the pinning effect of M_(23)C_6 precipitates. 展开更多
关键词 cold work tool steel secondary hardening tempering carbide
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EXPERIMENTAL INVESTIGATION ON CHANGE OF COLDWORKING RESIDUAL STRAIN OF HOLE IN ALUMINIUM ALLOY SHEET
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作者 Lin Ying(Shenyang Institute of Aeronautical Engineering, Shenyang, China, 11003 1 )Wu Fumin Xing Wenzhen(Northwestern Polytechnical University, Xi’an, China, 710072) 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 1994年第3期227-230,共4页
An experimental study on degeneration of the coldworking residual strainduring different cyclic loadings is presented. The expenmental results obtained showthat the residual strain of squcezing dislributes under power... An experimental study on degeneration of the coldworking residual strainduring different cyclic loadings is presented. The expenmental results obtained showthat the residual strain of squcezing dislributes under power series law ε= axb overthe horizontal line of the stress on both sides of the cenual hole. and that when the max-imum real stress at the hole is lower than the yield stress of the material. the degeneration of residual strain has a sudden change during cyclic loading, and the closer to thehole side, the more serious the degcneration. 展开更多
关键词 cold working extruding residual stress strain hardening
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Surface Treatment of Crl2MoV Steel towards Long-Life Cold-Work Dies 被引量:5
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作者 SHIWen WANGJun-Li +2 位作者 WANGZhen WANZi XULuo-Ping 《材料热处理学报》 EI CAS CSCD 北大核心 2004年第05B期837-840,共4页
With the rapid development of the automobile industry in China, there is an ever-increasing demand for long-life cold working dies used for punching automobile components. However, the full potential of such advanced ... With the rapid development of the automobile industry in China, there is an ever-increasing demand for long-life cold working dies used for punching automobile components. However, the full potential of such advanced surface engineering technologies as PVD coatings and duplex surface treatments in cold work dies has not been realized. In the present study, Crl2MoV steel has been surface engineered by single PVD Ti/TiN coating and duplex treatment combining low temperature plasma nitriding (LTPN) with PVD Ti/TiN coatings. The properties of Ti/TiN coatings in terms of surface morphology, microhardness, load bearing capacity, bonding strength and wear resistance were evaluated by microhardness, scratch and wear tests. The experimental results show that PVD Ti/TiN coatings can significantly enhance the surface load bearing capacity (especially for duplex treatments) and wear resistance of Crl2MoV steel by more than one order of magnitude. This can be mainly attributed to the hard and well-adherent PVD Ti/TiN surface coatings and strong mechanical support of the LTPN sublayer. While two-body abrasive wear prevails for uncoated Crl2MoV, the micropolishing action of the counterface dominates in surface engineered material. 展开更多
关键词 CR12MOV钢 PVD 二相处理 冷作拉模
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COLD-WORKING AND HEAT-CRACKING IN Ni-Cu-BASE MONEL ALLOY K-500
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作者 Yuan Chao1, 2, Yang Hongcai1, Wang Zhixing1 and Guo Jianting21 Department of Materials Science and Engineering, Northeastern University, Shenyang 110006, P. R. China2 Institute of Metal Research, Chinese Academy of Sciences, Shen 《中国有色金属学会会刊:英文版》 CSCD 1998年第1期11-14,共4页
COLDWORKINGANDHEATCRACKINGINNiCuBASEMONELALLOYK500①YuanChao1,2,YangHongcai1,WangZhixing1andGuoJianting2... COLDWORKINGANDHEATCRACKINGINNiCuBASEMONELALLOYK500①YuanChao1,2,YangHongcai1,WangZhixing1andGuoJianting21DepartmentofMate... 展开更多
关键词 MONEL ALLOY K500 coldworking heat cracking mechanical STRAIGHTENING
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Mechanisms of plastic deformation for powder materials in cold working
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作者 张连洪 李双义 《Science China(Technological Sciences)》 SCIE EI CAS 2003年第4期432-438,共7页
To deal with the discontinuity of particulate media and subsequent uncertainty of stress, based on the probability theory for mechanics of particulate media, Mohr-Coulomb yield criterion of particulate media, and the ... To deal with the discontinuity of particulate media and subsequent uncertainty of stress, based on the probability theory for mechanics of particulate media, Mohr-Coulomb yield criterion of particulate media, and the theory of crystal deformation, we put forward the statistical mechanisms of deformation of powder materials in cold working and mechanism of texture development of the high temperature superconducting wire/tape. A new yield criterion of powder materials is proposed. 展开更多
关键词 deformation mechanism cold working POWDER forming high temperature superconducting YIELD criterion.
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INFLUENCE OF COLD-WORKING AND HEAT TREATING ON ELASTIC PROPERTIES OF Nb AND Nb-BASE ALLOYS
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作者 HUANG Tewei Central Iron and Steel Research Institute,Ministry of Metallurgical Industry,Beijing,China 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 1992年第4期236-239,共4页
The elastic limit of single-phase alloy Nb-2Mo-2Zr-1Ti is higher as recovered state in comparison with as cold-rolled or recrystallized one.For Nb-40Ti-5.5AI alloy of age-hardening type,the elastic limit is lower as c... The elastic limit of single-phase alloy Nb-2Mo-2Zr-1Ti is higher as recovered state in comparison with as cold-rolled or recrystallized one.For Nb-40Ti-5.5AI alloy of age-hardening type,the elastic limit is lower as cold-rolled state,but increases considerably after proper aging.However,its elastic modulus changes no more,so the stored-energy (σ_e^2/E)may raise significantly.The temperature dependence on elastic modulus for pure Nb as intensely cold-worked or recrystallized state is anomalous.This anomaly may disap- pear after recovered treatment of intensely cold-worked state at 600℃ for 4 h.and may change no more after that of recrystallized state.The anomalous behaviour of elasticity was also discussed on the non-magnetic Nb. 展开更多
关键词 Nb-base alloy elastic property cold-workING heat treatment
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Determination of Optimal Work Roll Profile for Cold Strip Mill
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作者 Wang Hongxu Lian Jiachuang Liu Hongmin 《Journal of Iron and Steel Research(International)》 SCIE EI CAS CSCD 1998年第1期8-12,共5页
The model of predicting distribution of strip thickness at the exit and tension stress is established by using weighted residual method and variational method with consideration of rolled metal lateral flow.A New meth... The model of predicting distribution of strip thickness at the exit and tension stress is established by using weighted residual method and variational method with consideration of rolled metal lateral flow.A New method of calculating loaded roll gap in relation to target tension stress is proposed.The minimum square summation of loaded roll gap deviation is used as an objective function for the first time to optimize initial work roll profile. 展开更多
关键词 work roll profile cold rolling optimization weighted residual method variational method STRIP
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表面圆形凹坑微织构对DC53模具钢的摩擦学性能影响
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作者 杨程 彭迎娇 +2 位作者 刘思琪 陈林 谢晓东 《塑性工程学报》 CAS CSCD 北大核心 2024年第2期208-217,共10页
为了探究微织构对DC53冷作模具钢表面摩擦学性能的影响,基于有限元法研究了模具钢表面圆形凹坑微织构的最优深度,采用飞秒激光加工了不同面密度的圆形凹坑微织构模具钢试样,并通过开展摩擦磨损实验研究了不同润滑状态下面密度对模具钢... 为了探究微织构对DC53冷作模具钢表面摩擦学性能的影响,基于有限元法研究了模具钢表面圆形凹坑微织构的最优深度,采用飞秒激光加工了不同面密度的圆形凹坑微织构模具钢试样,并通过开展摩擦磨损实验研究了不同润滑状态下面密度对模具钢摩擦学性能的影响规律。结果表明,DC53冷作模具钢表面的圆形凹坑微织构在直径为Φ140μm,织构深度为50μm时表现出最大油膜承载力与最小摩擦因数;随着圆形凹坑微织构面密度的增加,充分润滑时模具钢表面的摩擦因数先减小后增大,面密度为20%时平均摩擦因数最小,相较于无织构模具钢降低了51.35%;少油润滑与干摩擦时,模具钢表面摩擦因数随着面密度的增加逐渐降低;面密度为30%时,模具钢表面平均摩擦因数最小,较无织构模具钢分别降低了35.84%与15.02%。微织构的存在提升了模具钢表面不同润滑状态下的减摩性能;充分润滑时效果最好,干摩擦时也明显改善了模具钢表面的黏着磨损。 展开更多
关键词 表面微织构 冷作模具钢 润滑状态 数值模拟 摩擦磨损
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四工作辊轧机轧制304不锈钢板件截面塑性变形分析
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作者 杜春宽 陈国美 +2 位作者 倪晓 倪自丰 卞达 《塑性工程学报》 CAS CSCD 北大核心 2024年第3期127-133,共7页
针对四工作辊轧机轧制304不锈钢板件存在变形量大、尺寸不稳定的问题,利用Solidworks软件建立四工作辊轧制系统有限元模型,采用Deform软件对304不锈钢板件在不同轧辊直径、轧辊转速和轧辊压下量下进行轧制仿真,分析其对轧件截面高度和... 针对四工作辊轧机轧制304不锈钢板件存在变形量大、尺寸不稳定的问题,利用Solidworks软件建立四工作辊轧制系统有限元模型,采用Deform软件对304不锈钢板件在不同轧辊直径、轧辊转速和轧辊压下量下进行轧制仿真,分析其对轧件截面高度和等效应力分布的影响,根据轧制仿真分析结果设计制造了四工作辊轧机,并对不同压下量下仿真和生产的轧件截面高度进行对比分析。结果表明,轧件截面塑性变形可分为相互作用Ⅰ区、过渡Ⅱ区和变形Ⅲ区,等效应力、等效应变和截面高度在Ⅰ区最大,在Ⅲ区最小且变化平稳,Ⅱ区值位于两者之间并呈U型分布。 展开更多
关键词 四工作辊轧机 冷轧 塑性变形 轧辊转速 压下量
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SLD-MAGIC冷作模具钢的微观组织及切削性能
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作者 肖洋 吴红庆 +1 位作者 闵娜 吴晓春 《上海金属》 CAS 2024年第4期53-59,共7页
采用金相显微镜、扫描电子显微镜和能谱仪、透射电子显微镜以及铣削试验,研究了新型SLD-MAGIC冷作模具钢的微观组织及切削性能。结果表明:相较于DC53钢,SLD-MAGIC钢的切削性能更优异;SLD-MAGIC钢回火析出了(Fe,Cr)_(7)C_(3)和Fe_(7)C_(3... 采用金相显微镜、扫描电子显微镜和能谱仪、透射电子显微镜以及铣削试验,研究了新型SLD-MAGIC冷作模具钢的微观组织及切削性能。结果表明:相较于DC53钢,SLD-MAGIC钢的切削性能更优异;SLD-MAGIC钢回火析出了(Fe,Cr)_(7)C_(3)和Fe_(7)C_(3)型二次碳化物,其中,小尺寸碳化物数量是DC53钢的1.2倍,而DC53钢中大尺寸及超大尺寸碳化物数量是SLD-MAGIC钢的1.35倍;此外,SLD-MAGIC钢中还含有大量硫化锰夹杂。大量细小碳化物及硫化锰夹杂有利于SLD-MAGIC钢获得优异的切削性能。 展开更多
关键词 冷作模具钢 硫化锰 碳化物 切削性能
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融合信息瓶颈与图卷积的跨域推荐算法
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作者 王永贵 胡鹏程 +2 位作者 时启文 赵炀 邹赫宇 《计算机工程与应用》 CSCD 北大核心 2024年第15期77-90,共14页
基于迁移学习的跨域推荐可以有效地学习连接源域和目标域的映射函数,但其性能仍然受到表征质量不高和负迁移问题的影响,不能有效地为冷启动用户进行推荐,为此提出了一种融合信息瓶颈与图卷积网络的跨域推荐模型(IBGC)。利用图卷积神经... 基于迁移学习的跨域推荐可以有效地学习连接源域和目标域的映射函数,但其性能仍然受到表征质量不高和负迁移问题的影响,不能有效地为冷启动用户进行推荐,为此提出了一种融合信息瓶颈与图卷积网络的跨域推荐模型(IBGC)。利用图卷积神经网络聚合有关联的用户-用户和项目-项目信息;利用注意力机制学习用户和项目偏好,以提高节点特征表示质量;考虑到两个领域的信息交互,将重叠用户进行嵌入表示的同时限制特定信息的编码,利用信息瓶颈理论设计了三种正则化器,以捕获域内和跨域用户-项目的相关性,并将不同领域的重叠用户表征对齐以解决负迁移问题。在Amazon数据集中的四对公开数据集上进行实验,实验结果表明该模型在MRR、HR@K和NDCG@K三个推荐性能指标上的表现均优于基线模型,在四对数据集上与最优对比基线模型相比,MRR平均提升34.36%,HR@10平均提升34.94%,NDCG@10平均提升36.83%,证明了IBGC模型的有效性。 展开更多
关键词 跨域推荐算法 用户冷启动推荐 图卷积神经网络 信息瓶颈理论 网络嵌入学习 注意力机制
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