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Application of pre-alloyed powders for diamond tools by ultrahigh pressure water atomization 被引量:2
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作者 储志强 郭学益 +3 位作者 刘东华 谭彦显 李栋 田庆华 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2016年第10期2665-2671,共7页
Copper, iron and cobalt based pre-alloyed powders for diamond tools were prepared by ultrahigh pressure water atomization(UPWA) process. Pre-alloyed powders prepared by different processes including UPWA, convention... Copper, iron and cobalt based pre-alloyed powders for diamond tools were prepared by ultrahigh pressure water atomization(UPWA) process. Pre-alloyed powders prepared by different processes including UPWA, conventional water atomization (CWA) and elemental metal mechanical mixing (EMMM) were sintered to segments and then compared in mechanical properties, holding force between matrix and diamond, fracture morphology of blank and sintering diamond section containing matrix. The results showed that the pre-alloyed powder prepared by UPWA exhibits the best mechanical properties including the relative density, the hardness and the bending strength of matrix sinteredsegment. Sintered segments fractography of UPWA pre-alloyed powder indicatesmechanical mosaic strength and chemical bonding force between the pre-alloyed powder and the diamond, leading to the great increase in the holding force between matrix and diamond. The mechanical performance andthe service life of diamond tools were greatly improved by UPWA pre-alloyed powders. 展开更多
关键词 ultrahigh pressure water atomization pre-alloyed powders diamond tools sintered segments
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Enhanced oxidation and graphitization resistance of polycrystalline diamond sintered with Ti-coated diamond powders 被引量:11
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作者 Xiaohua Sha Wen Yue +3 位作者 Haichao Zhang Wenbo Qin Dingshun She Chengbiao Wang 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2020年第8期64-73,共10页
To improve the oxidation and graphitization resistances of the polycrystalline diamond(PCD), Ti coating was deposited on the diamond powders via magnetic sputtering method, which achieved a uniform Ti C protection bar... To improve the oxidation and graphitization resistances of the polycrystalline diamond(PCD), Ti coating was deposited on the diamond powders via magnetic sputtering method, which achieved a uniform Ti C protection barrier in PCD during the sintering process. The phase compositions, microstructures and thermal stability of Ti-PCD were characterized by X-ray diffraction(XRD), Auger electron spectroscopy(AES),scanning electron microscopy(SEM) and thermal gravimetric-differential scanning calorimetry(TG-DSC).The results demonstrate that the oxidation and graphitization resistances of PCD are strengthened due to the existence of Ti C phase, which acts as an effective inhibitor. The as-received inhibitor delays the oxidation and graphitization of PCD, elevating their initial temperature by ~50°C and ~100°C, respectively. During the annealing treatment of Ti-PCD, the priory oxidation of Ti C, which produces Ti O2 as an oxygen barrier, postpones the diamond oxide. Moreover, the Ti C barrier also protects diamond grains from direct contact with cobalt, thus a lower cobalt-catalytic graphitization, and yields to an improved graphitization resistance of PCD. The enhanced oxidation and graphitization resistances of PCD are of significant importance for practical applications to elevated temperatures. 展开更多
关键词 Polycrystalline diamond Ti-coated diamond powder TiC barrier Oxidation resistance Graphitization resistance
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Properties of diamond tool binders with fine carbonyl Ni powder additions 被引量:2
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作者 Stephenson T F Korotkin M Metcalfe S 《金刚石与磨料磨具工程》 CAS 北大核心 2008年第S1期148-151,共4页
Fine Ni powder is often added to Co and bronze-based metal binder powders for diamond tool segments.Ni is a lower cost substitute for extra-fine Co powder and increases the toughness of Co-Fe diamond binders at the ex... Fine Ni powder is often added to Co and bronze-based metal binder powders for diamond tool segments.Ni is a lower cost substitute for extra-fine Co powder and increases the toughness of Co-Fe diamond binders at the expense of lower hardness and bend strength.In bronze-based diamond binder segments,Ni increases hardness and yield strength.Several grades of Ni powder are used commercially with both Co and bronze-based diamond binders.This paper compares properties of diamond binders containing carbonyl Ni powders including standard Inco(?) T255,T123 PM and T 110 PM.Binder materials were made by ball milling or dry mixing of the fine carbonyl Ni and Fe powders with either XF Co or air atomized bronze(90/10 Cu/Sn) powders.Co-based powder blends were hot pressed at 20~35 MPa and 700℃to 900℃.Bronze-based powder blends were cold pressed and sintered at 840℃.Apparent density,apparent hardness and bend strength(TRS) were compared for different binder compositions and processing conditions. 展开更多
关键词 BINDER Ni powder ADDITIVE diamond tool
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Effect of activators on the properties of nickel coated diamond composite powders 被引量:4
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作者 Zongshi Zuo Bonian Hu +2 位作者 Hong Chen Qizhi Dong Gang Yu 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2017年第11期1409-1415,共7页
Nickel coated diamond composite powders were fabricated via a newly developed direct electrodeposition technique. The effects of activators on the coating of diamond were firstly investigated and diamond grinding whee... Nickel coated diamond composite powders were fabricated via a newly developed direct electrodeposition technique. The effects of activators on the coating of diamond were firstly investigated and diamond grinding wheels were then prepared from Ni-coated diamond composite powders with different activators. The microstructural characterizations of this composite powders were finally conducted by scanning electron microscopy, energy dispersive spectroscopy, and X-ray diffraction, and the mechanical and tribological properties of as-prepared diamond grinding wheels were also measured. There are changes in microstructures and properties of the composite powders with activators. The activator concentration also has an influence on the morphologies and phase structures of the Ni coating on diamond particles.The composite powders with more compact coating of nickel can be prepared by adding 1 g dm^(-3) or more AgNO_3 as an activator to electrodeposit nickel on diamond. The mechanical and tribological properties of diamond grinding wheels were significantly improved when the coating phase structure of Ni crystal grew with(111) plane orientation on the surface of diamond particles. The wheels made from nickel coated diamond composite powders possessed the advantages of easy preparation and outstanding tribological properties. Therefore, Ni coated diamond composite powders exhibit a great potential to be extensively applied in diamond cutting and grinding tools. 展开更多
关键词 Composite powders Nickel coated diamond Activator Direct electrodeposition Phase structure Tribological property
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Effects of Fe additive on diamond crystallization from carbonyl nickel powders-C system under HPHT condition
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作者 李勇 贾晓鹏 +5 位作者 冯云光 房超 樊丽娟 李亚东 曾祥 马红安 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第8期582-585,共4页
In this paper, diamond crystallization from carbonyl nickel powders-C and carbonyl nickel powders + Fe–C systems are investigated in detail at a pressure of 6.0 GPa and temperatures ranging from 1410°C–to 1435&... In this paper, diamond crystallization from carbonyl nickel powders-C and carbonyl nickel powders + Fe–C systems are investigated in detail at a pressure of 6.0 GPa and temperatures ranging from 1410°C–to 1435°C by temperature gradient growth. The effects of Fe additive on the crystal morphology are discussed in the diamond crystallization process.Furthermore, Fourier infrared measurement results indicate that the spectrum of the diamond obtained from Ni + Fe–C system after annealing treatment is nearly consistent with that of natural diamond crystal. We believe that this study is of benefit to a further understanding of the growth mechanism of natural diamond. 展开更多
关键词 high pressure and high temperature carbonyl nickel powder catalyst ANNEALING diamond
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XRF analysis on impurities in synthetic diamond micro-powders 被引量:1
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作者 YANG Xue-mei WANG Ming-zhi 《材料科学与工程(中英文版)》 2009年第6期40-43,共4页
关键词 X射线荧光分析 合成金刚石 杂质 粉末 定量分析方法 测量精度分析 X射线荧光光谱 相对标准偏差
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Validation of Numerical Modeling for the Prediction of Elastic and Failure Behavior of Diamond Powder Filled Woven Composites
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作者 M. Srinivasan P. Maettig +3 位作者 K. W. Glitza B. Sanny A. Schumacher M. Duhovic 《Open Journal of Composite Materials》 2017年第2期63-84,共22页
A numerical investigation was carried out to examine the role of micro-sized diamond powder filler on the on-axis tensile stiffness properties of the standard modulus T300 and the high modulus YS90A woven fabric compo... A numerical investigation was carried out to examine the role of micro-sized diamond powder filler on the on-axis tensile stiffness properties of the standard modulus T300 and the high modulus YS90A woven fabric composite plates by progressive damage modeling. Finite element modeling (FEM) results for the T300 composite with and without diamond powder predicted a specific case of fiber failure in all the plies showing the characteristics of brittle failure. Static tensile tests were carried out on the YS90A composite coupons containing no diamond powder (DP) and filled with 6% and 12% volume fractions of DP. A higher content of diamond powder in the coupons led to agglomeration. This induced stress concentrations and subsequently reduced the mechanical properties. FEM was carried out considering specimens with and without an induced stress concentration geometry in the YS90A coupons filled with DP. The results of the on-axis tensile tests indicated a delamination type of failure in both cases with additional fiber fracture in the Open Hole Tensile (OHT) coupons. 展开更多
关键词 Woven Composite diamond powder (dp) Finite Element Modeling PROGRESSIVE Failure Analysis
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Diamond Polycrystal Powder Formation Directly from Gas Phase in a Plasma Jet System
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作者 JIANG Xiangliu QIN Sizhan +2 位作者 ZHANG Xiufang XUE Zengquan PANG Shijin 《Chinese Physics Letters》 SCIE CAS CSCD 1993年第6期359-361,共3页
Diamond polycrystal powder has been produced directly from gas phase in an arc discharge plasma jet system.Acetylene diluted in argon was used as hydrocarbon source gas.The product was the mixture of diamond polycryst... Diamond polycrystal powder has been produced directly from gas phase in an arc discharge plasma jet system.Acetylene diluted in argon was used as hydrocarbon source gas.The product was the mixture of diamond polycrystal powders and soot.The 3C cubic phase diamond which is dominant,and the mixture phases of cubic and 6H hexagonal diamond are identified in the produced diamond polycrystal powders by electron diffraction patterns. 展开更多
关键词 powderS CUBIC diamond
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铜-金刚石复合材料制备方法与性能
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作者 余田亮 陈文革 +2 位作者 焦栋茂 牟春浩 马江江 《粉末冶金技术》 北大核心 2026年第1期25-31,共7页
针对当前电子封装材料热传导性能不足、散热效率低下等问题,利用传统粉末冶金法、搅拌摩擦加工法和放电等离子烧结法三种工艺制备了铜-金刚石复合材料,并对比分析了它们的显微组织结构、相对密度、界面状态以及热导率等性能。结果表明:... 针对当前电子封装材料热传导性能不足、散热效率低下等问题,利用传统粉末冶金法、搅拌摩擦加工法和放电等离子烧结法三种工艺制备了铜-金刚石复合材料,并对比分析了它们的显微组织结构、相对密度、界面状态以及热导率等性能。结果表明:采用放电等离子烧结法(30 MPa、900℃、保温20 min)制备的铜-金刚石复合材料(金刚石体积分数50%)性能最优,金刚石颗粒均匀分布在铜基体上,相对密度97.4%,热导率517.04 W·m^(-1)·K^(-1),热膨胀系数为6.63×10^(-6) K^(-1),界面存在厚度不足1μm的过渡层,结合状态好;传统粉末冶金制备的铜-金刚石复合材料性能次之,搅拌摩擦加工所得材料性能最差。 展开更多
关键词 铜-金刚石复合材料 粉末冶金 搅拌摩擦加工 放电等离子烧结 制备方法 物理性能
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BR118制粒剂及其脱脂工艺对串珠胎体物理性能的影响研究
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作者 莫睿 《超硬材料工程》 2026年第1期17-21,共5页
将充分混合均匀的铁基金刚石串珠胎体粉料,取样后冷压成试验块冷压坯,其余粉料添加BR118制粒剂后进行制粒,并冷压成试验块冷压坯,采用3种工艺进行脱脂,完成后与未添加制粒剂的试验块一起,在同一工艺下烧结成型,检测其相对致密度、硬度... 将充分混合均匀的铁基金刚石串珠胎体粉料,取样后冷压成试验块冷压坯,其余粉料添加BR118制粒剂后进行制粒,并冷压成试验块冷压坯,采用3种工艺进行脱脂,完成后与未添加制粒剂的试验块一起,在同一工艺下烧结成型,检测其相对致密度、硬度、抗弯强度等物理性能。试验结果显示:铁基金刚石串珠胎体粉料制粒后,经过不同工艺脱脂,致密度提高1.03%到1.64%,硬度下降3.4%到3.9%,抗弯强度下降2.3%到14.5%;其中氢气还原气氛下脱脂后的抗弯强度最接近未添加制粒剂的试验块。 展开更多
关键词 铁基胎体粉料 粉末制粒 脱脂工艺 物理性能 金刚石串珠 BR118制粒剂
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Au nanospheres modified boron-doped diamond microelectrode grown via hydrogen plasma etching solid doping source for dopamine detection 被引量:4
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作者 Kaili Yao Xiaojun Tan +7 位作者 Bing Dai Jie Bai Qiaoyang Sun Wenxin Cao Jiwen Zhao Lei Yang Jiecai Han Jiaqi Zhu 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2020年第14期42-46,共5页
Boron doped diamond(BDD)electrode is a promising electrochemical material for detecting dopamine level in the human’s body.In this work,we developed a new doping source-graphite and solid boron oxide powders to synth... Boron doped diamond(BDD)electrode is a promising electrochemical material for detecting dopamine level in the human’s body.In this work,we developed a new doping source-graphite and solid boron oxide powders to synthesize BDD film with microwave plasma chemical vapor deposition,so as to avoid using toxic or corrosive dopants,such as boroethane and trimethylborate.The synthesized BDD film is pinhole free and with high doping density of 8.44×10^20 cm^-3 calculated from the Raman spectroscopy.Subsequently,Au nanospheres were decorated on the surface of BDD film to improve electrochemical performance of the BDD film.The Au nanoparticles modified BDD electrode demonstrates an excellent electrochemical response,a high sensitivity(in the range of 5μM-1 m M),and a low detection limit(~0.8μM)for detecting dopamine. 展开更多
关键词 Boron doped diamond Graphite powders Boron oxide powders Optical emission spectroscopy DOPAMINE
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Profiling interfacial reaction features between diamond and Cu-Sn-Ti active filler metal brazed at 1223 K 被引量:3
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作者 Yonggang Fan Kenan Li +1 位作者 Haodong Li Cong Wang 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2022年第36期100-105,共6页
Diamond/Cu-Sn-Ti composites have been successfully prepared by cold-press forming in conjunction with high-temperature vacuum active brazing at 1223 K.Ensuing wetting behaviors between diamond and filler metal,interfa... Diamond/Cu-Sn-Ti composites have been successfully prepared by cold-press forming in conjunction with high-temperature vacuum active brazing at 1223 K.Ensuing wetting behaviors between diamond and filler metal,interfacial characteristics of the reaction layer,and wear resistance of the bulky composite have been fully investigated.It is revealed that all diamond particles can only be fully coated when the TiH_(2)content exceeds 5 wt%,below which sharp edges on diamond can still be observed.The interfacial reaction layer is found to be composed of TiC,the thickness of which is demonstrated to increase as a function of TiH_(2)content,arriving at the peak value of 1.70μm and remaining almost constant afterwards.It is further shown that the maximum wear resistance occurs approaching 5 wt%TiH_(2)content.Potential mechanisms responsible for such interesting phenomena have been postulated. 展开更多
关键词 diamond Cu-Sn-Ti BRAZING Interfacial layer powder metallurgy
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Study on the diamond/ultrafine WC-Co cermets interface formed in a SPS consolidated composite 被引量:1
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作者 SHI Xiaoliang SHAO Gangqin DUAN Xinglong YUAN Runzhang 《Rare Metals》 SCIE EI CAS CSCD 2006年第2期150-155,共6页
Nanocrystalline WC-Co composite powder and coated tungsten diamond by using vacuum vapor deposition were consolidated by the spark plasma sintering (SPS) process to prepare diamond-enhanced WC-Co cemented carbide co... Nanocrystalline WC-Co composite powder and coated tungsten diamond by using vacuum vapor deposition were consolidated by the spark plasma sintering (SPS) process to prepare diamond-enhanced WC-Co cemented carbide composite materials. The interface microstructures between coated tungsten diamond and WC-Co cemented carbide matrix were investigated by scanning electron microscopy (SEM) and energy dispersive X-ray spectroscopy (EDXS). The results showed that there is a transitional layer between the diamond and the matrix, in which the carbon content is 62.97wt.%, and the content of cobalt in the transitional zone is 6.19wt.%; the content of cobalt in the WC-Co cemented carbide matrix is 6.07wt.%, in which the carbon content is 15.95wt.%, and the content of cobalt on the surface of diamond is 7.30wt.%, in which the carbon content is 80.38wt.%. The transitional zone prevents the carbon atom of the diamond from spreading to the matrix, in which the carbon content does coincide with the theoretical value of the raw nanocomposite powders, and the carbon content forms a graded distribution among the matrix, transitional zone, and the surface of diamond; after the 1280℃ SPS consolidated process the diamond still maintains a very good crystal shape, the coated tungsten on the surface of the diamond improves thermal stability of the diamond and increases the bonding strength of the interface between the diamond and the matrix. 展开更多
关键词 diamond nanocrystalline WC-Co composite powders INTERFACE spark plasma sintering
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New Nanocrystalline Matrix Materials for Sintered Diamond Tools 被引量:2
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作者 Janusz Konstanty Andrzej Romanski 《Materials Sciences and Applications》 2012年第11期779-783,共5页
The work presents the possibility of substitution of expensive, wear resistant Co-WC powders, that have been traditionally used in the production of sintered diamond tools, with cheap iron-base counterparts manufactur... The work presents the possibility of substitution of expensive, wear resistant Co-WC powders, that have been traditionally used in the production of sintered diamond tools, with cheap iron-base counterparts manufactured by ball milling. It has been shown that ball-milled Fe-Ni-Cu-Sn-C powders can be consolidated to a virtually pore-free condition by hot pressing at 900 ℃. The as-consolidated material has nanocrystalline structure and is characterised by a combination of high hardness, mechanical strength and excellent resistance to abrasion. Its properties can be widely modified by changing the milling conditions. 展开更多
关键词 PM diamond TOOLS Metal MATRIX Nonocrystalline powder
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Experiment and Simulation for Rolling of Diamond–Cu Composites 被引量:1
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作者 Yun-Long Wang Kai-Kun Wang +1 位作者 Yu-Wei Wang Guang-Chen Li 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2017年第8期791-800,共10页
We demonstrate an innovative preparation approach of diamond/Cu composites by powder-in-tube technique and rolling. A small copper tube was loaded with Ti- and Cu-coated diamond particles, mad then the diamond particl... We demonstrate an innovative preparation approach of diamond/Cu composites by powder-in-tube technique and rolling. A small copper tube was loaded with Ti- and Cu-coated diamond particles, mad then the diamond particles were combined with Cu matrix by composite rolling. The morphology and element distribution of the interface between diamond and Cu were determined by scanning electron microscopy and energy-dispersive spectrometer. Finite element method (FEM) simulation was used to analyze the rolling process associated with experiment by DEFORM-3D. The final experimental results showed that homogeneous distribution of diamond particles could be observed in the center layer of the composites. According to the contrast experiments, the sample, whose diamond particle size is 0.12-0.15 mm and thickness of pre-rolling is 1.2 mm, showed relatively complete morphologies and homogeneous distribution. Experimental results indicated a poor efficacy of excessive rolling reduction. The thermal conductivity of the composites is about 453 W (m K)-1 by theoretical calculation. For FEM simulation, roiling strain and temperature field of the composites were simulated by DEFORM-3D. Simulation results were interpreted, and numerical results verified the reliability of the model. The simulation predicted that the local area of large strain, indicative of the strain along the thickness direction, could be intensified by adding diamond particles. 展开更多
关键词 diamond/Cu composites powder-in-tube technique (PIT) ROLLING Finite element method(FEM) simulation
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Study on ceramic photonic bandgap structure with three-dimensional diamond lattice
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作者 Haiqing Yin Wenbin Cao Y. Miyamoto 《Journal of University of Science and Technology Beijing》 CSCD 2006年第5期461-464,共4页
A novel process, which was based on powder injection molding, was investigated for the fabrication of ceramic photonic bandgap structure with three-dimensional diamond lattice. The SiO2-TiO2 ceramic powder was mixed w... A novel process, which was based on powder injection molding, was investigated for the fabrication of ceramic photonic bandgap structure with three-dimensional diamond lattice. The SiO2-TiO2 ceramic powder was mixed with a water-soluble agent to produce slurry. The slurry was then injected into an epoxy mold with inverse diamond lattice, fabricated by the stereolitographic rapid prototyping process. To increase the density of the green compact, cold isostatic pressing was applied on the unit. Using thermal debinding, the water-soluble agent and the epoxy were extracted at 360 and 650 K, respectively. Sintering was immediately done at 950 K for 5 h and the desired three-dimensional ceramic structure was obtained. The calculated band diagram for this structure indicated the existence of an absolute photonic bandgap for all wave vectors. At 14.7-18.5 GHz, a complete band gap was located with a maximum attenuation of 30 dB at 17 GHz, when transmission was measured in the 〈100〉 direction between 10 and 20 GHz. 展开更多
关键词 photonic crystals (PCs) powder injection molding ceramic powder diamond lattice
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Designing of concrete diamond sawblade
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作者 ZHANG Shao-he DING Xin-yu ZHOU Jia-xiang 《Journal of Central South University of Technology》 2005年第z1期173-176,共4页
By analyzing the abrasive theory of concrete diamond sawblade, the proposal that the diamond should be selected by its function in cutting concrete is presented. The part of the big grit diamonds cut rock, and the par... By analyzing the abrasive theory of concrete diamond sawblade, the proposal that the diamond should be selected by its function in cutting concrete is presented. The part of the big grit diamonds cut rock, and the part of the small grit diamonds improve the wearability of the matrix. The contrast tests are done with different shapes of sawbaldes in split segment, slant "U" slot segment, sandwich segment, turbo segment and three-slot segment. The special shapes of sawblades can improve the effect of cooling and the removing ability of the rock powder. The data of tests show that the efficiency of cutting and the life of sawblades are improved by designing the diamond prescription and using the especial geometry of segment. 展开更多
关键词 diamond CONCRETE sawblade COOLING removing ROCK powder
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基于人工神经网络的金刚石微粉化学镀镍层性能预测
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作者 方莉俐 刘韩 姜羽飞 《金刚石与磨料磨具工程》 北大核心 2025年第2期197-204,共8页
用化学镀方法在M1/2、M6/12、M20/30金刚石微粉表面镀镍,并用人工神经网络预测金刚石颗粒粒径、次亚磷酸钠浓度、镀液温度、镀液pH值等化学镀工艺参数,对镀层沉积速率、镀层密度、镀层耐腐蚀性等镀层性能的影响。结果表明:构建的BP神经... 用化学镀方法在M1/2、M6/12、M20/30金刚石微粉表面镀镍,并用人工神经网络预测金刚石颗粒粒径、次亚磷酸钠浓度、镀液温度、镀液pH值等化学镀工艺参数,对镀层沉积速率、镀层密度、镀层耐腐蚀性等镀层性能的影响。结果表明:构建的BP神经网络模型和GRNN模型,经过样本数据训练学习后适用于金刚石微粉化学镀镍层性能的预测;训练完成的BP神经网络和GRNN预测值与实际样品测量值相对误差绝对值的平均值分别为9.14%和5.07%,两者都有较好的预测效果;且在金刚石微粉化学镀镍层性能预测中,GRNN的预测性能优于BP神经网络的预测性能。 展开更多
关键词 金刚石微粉 化学镀镍 镀层性能 BP神经网络 GRNN
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基于改进Mask RCNN的金刚石微粉分割算法
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作者 李文开 王莉 +1 位作者 牛群峰 王涛 《现代电子技术》 北大核心 2025年第11期51-56,共6页
针对金刚石微粉形状复杂多变、颜色相似度高以及相互粘连导致的分割困难等问题,文中提出基于改进Mask RCNN的金刚石微粉分割算法。首先,在原有主干网络的基础上重新设计残差结构,引入高效通道注意力机制,在不增加网络参数的情况下增强... 针对金刚石微粉形状复杂多变、颜色相似度高以及相互粘连导致的分割困难等问题,文中提出基于改进Mask RCNN的金刚石微粉分割算法。首先,在原有主干网络的基础上重新设计残差结构,引入高效通道注意力机制,在不增加网络参数的情况下增强模型的复杂特征提取能力;其次,根据金刚石微粉实际尺寸和形状不规则性优化Anchor box框,增强检测框切合度,进一步提高模型的图像分割精度;最后,采用DIoU-NMS模块改进检测框筛选方式,避免粘连金刚石微粉漏检现象。实验结果表明,在自建的金刚石微粉数据集上,改进后的Mask RCNN算法对金刚石微粉的平均精度均值(mAP)为75.51%,比标准Mask RCNN算法提升了2.86%,分割精度得到显著提升,为精准分割金刚石微粉提供了一种可行性方法。 展开更多
关键词 深度学习 实例分割 金刚石微粉 注意力机制 Mask RCNN DIoU-NMS
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硅片切割废料再生制备高纯硅研究进展
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作者 韩士锋 杨时聪 +1 位作者 魏奎先 马文会 《中南大学学报(自然科学版)》 北大核心 2025年第8期3422-3439,共18页
在金刚石线切割工艺生产硅片的过程中,约30%的6N级高纯硅以硅片切割废料的形式损失,导致出现高纯硅资源浪费、成本升高、经济损失以及环境污染问题。硅片切割废料具有高纯硅含量高和金属杂质含量低的特点,因此,再生制备高纯硅具有经济... 在金刚石线切割工艺生产硅片的过程中,约30%的6N级高纯硅以硅片切割废料的形式损失,导致出现高纯硅资源浪费、成本升高、经济损失以及环境污染问题。硅片切割废料具有高纯硅含量高和金属杂质含量低的特点,因此,再生制备高纯硅具有经济和技术优势,如何使硅片切割废料再生已成为研究热点。本文系统综述了硅片切割废料的形成机制与物理化学特性,总结了硅片切割废料用于再生制备高纯硅的研究进展,阐述了湿法浸出、火法精炼及联合工艺的优缺点,并对硅片切割废料提纯未来发展趋势进行了展望。 展开更多
关键词 硅片切割废料 高纯硅 硅资源利用 硅提纯
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