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Influence of Machining Parameter on Tool Life While Machining Hybrid Metal Matrix Composites 被引量:1
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作者 C. R. Prakash Rao V. Ravi Kumar +3 位作者 D. V. Ravi Kumar Poorna Chandra M. Vedavyasa M. S. Rajagopal 《Journal of Minerals and Materials Characterization and Engineering》 2020年第6期440-458,共19页
<span style="font-family:Verdana;">A metal matrix composite constitutes a continuous metallic matrix and a </span><span style="font-family:Verdana;">discontinuous phase known as r... <span style="font-family:Verdana;">A metal matrix composite constitutes a continuous metallic matrix and a </span><span style="font-family:Verdana;">discontinuous phase known as reinforcement. The hybrid metal matrix composites</span><span style="font-family:Verdana;"> (Hmmcs) have been used to manufacture drive shafts, disc brake rotors, brake drums, connecting rods pistons, engine block cylinder liners for automotive and rail vehicle applications. The Hmmcs castings of diameter 120 mm and length 300 mm were prepared through sand mould technique following stir casting methodology. The cast components further subjected to evaluation of physical properties and machining tests using two grades of coated inserts and PCD inserts. The experiments were carried out following ISO 3685 standards. The coating thickness of the TiN coated and TiAlN coated inserts were measured using Kalo testing method</span></span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;">;</span></span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;"> the results of the test show that the interface of the substrate and coating was free from the porosity, and the coating thickness of TiN coating was 4.84 microns and TiAlN coating was measured 4.6 microns. The results of the experiments show that performance of the PCD insert was better than coated inserts at 0.1 mm/rev feed</span></span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;">;</span></span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;"> however at 0.2 mm/revolution feed PCD insert failed by micro chipping of cutting edge while machining Hmmcs. When TiAlN coated inserts were used to machine Hmmcs the coated inserts failed by gradual wear and BUE formation. 展开更多
关键词 COMPOSITES Hybrid Metal Matrix Composites Coated Inserts PCD Inserts TURNING tool life Testing
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Tool life modeling for evaluating the effects of cutting speed and reinforcements on the machining of particle reinforced metal matrix composites
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作者 Metin Kk 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2010年第3期353-362,共10页
The wear of cutting tools in the machining of 2024Al alloy composites reinforced with Al2O3 particles using varying sizes and volume fractions of particles up to 23.3vol% was investigated by a turning process using co... The wear of cutting tools in the machining of 2024Al alloy composites reinforced with Al2O3 particles using varying sizes and volume fractions of particles up to 23.3vol% was investigated by a turning process using coated carbide tools K10 and TP30 at different cut- ting speeds. Machining tests were performed with a plan of experiments based on the Taguchi method. The tool life model was developed in terms of cutting speed, size, and volume fraction of particles by multiple linear regressions. The analysis of variance (ANOVA) was also employed to carry out the effects of these parameters on the cutting tool life. The test results show that the tool life decreases with the increase of cutting speed for both cutting tools K10 and TP30, and the tool life of the K10 tool is significantly longer than that of the TP30 tool. For the tool life, cutting speed is found to be the most effective factor followed by particle content and particle size, respectively. The predicted tool life of cutting tools is found to be in very good agreement with the experimentally observed ones. 展开更多
关键词 metal matrix composites analysis of variance mathematical modeling tool life
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Research on the Seebeck effect in efficient turning process and improving tool life
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作者 吴明阳 程耀楠 刘献礼 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2012年第6期59-62,共4页
In this paper, for the tool wear problem of the cutting process, the study on improving tool life has been done through the analysis of the Seebeck effect in the efficient turning process. The generation principle of ... In this paper, for the tool wear problem of the cutting process, the study on improving tool life has been done through the analysis of the Seebeck effect in the efficient turning process. The generation principle of the self-excited electric current in the cutting process is studied, and also its effect on the life of the turning cutter is studied, so as to reveal the mechanism of the self-excited electric current accelerating the wear of cutting tools. The study results show that the self-excited electric current which is generated during the cutting process is one of the main reasons that cause both the accelerated hardening and the low life of cutting tools to happen. Thus, if the generation of self-excited current is avoided and reduced, the cutting performance of cutting tools can be effectively improved, so to improve the tool life. The study can provide the anti-friction and anti-wear theory basis for the design of the efficient cutting tools. 展开更多
关键词 seebeck effect efficient turning self-excited electric current tool life
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Influence of Machining Parameter on Surface Roughness and Tool Life While Machining EN24 Grade Alloy Steel
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作者 Chand R. Prem T. V. Sreerama Reddy 《Journal of Minerals and Materials Characterization and Engineering》 2022年第3期242-253,共12页
The requirements of high quality machined surface as well as demand of enhanced contact time of cutting tools drive towards adopting multilayer coated carbide inserts. The industry requires higher productivity, hence ... The requirements of high quality machined surface as well as demand of enhanced contact time of cutting tools drive towards adopting multilayer coated carbide inserts. The industry requires higher productivity, hence higher machining parameters need to be used in order to meet the industry requirements. The alloy steel material used to fabricate machine parts consists of alloying elements like nickel, chromium and molybdenum difficult to machine, since the cutting tool fails by high tool wear, if we use uncoated carbide inserts to machine alloy steels. Hence in the present research work it is intended to use tungsten carbide inserts coated with different coatings for the experiments. The turning experiments were carried out using different grades of uncoated and coated carbide inserts of identical tool signature. The cutting speed selected for the experiments was 100 to 500 m/min in steps of 100 m/min, and the feed per revolution was 0.1 mm to 0.4 mm in step of 0.1 mm. The experimentation was carried out following ISO3685 standards. The results of the experiments revealed that the surface roughness measured was the least at cutting speed 500 m/min and feed per revolution of 0.1 mm, however the chip breaking found better when the feed used was greater than 0.2 mm/revolution. 展开更多
关键词 EN24 Uncoated Inserts Coated Inserts TURNING Surface Roughness tool life Test
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Investigation on tool wear and tool life prediction in micro-milling of Ti-6Al-4V 被引量:5
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作者 Amin Dadgari Dehong Huo David Swailes 《Nanotechnology and Precision Engineering》 EI CAS CSCD 2018年第4期218-225,共8页
Short tool life and rapid tool wear in micromachining of hard-to-machine materials remain a barrier to the process being economically viable. In this study, standard procedures and conditions set by the ISO for tool l... Short tool life and rapid tool wear in micromachining of hard-to-machine materials remain a barrier to the process being economically viable. In this study, standard procedures and conditions set by the ISO for tool life testing in milling were used to analyze the wear of tungsten carbide micro-end-milling tools through slot milling conducted on titanium alloy Ti-6 Al-4 V. Tool wear was characterized by flank wear rate,cutting-edge radius change, and tool volumetric change. The effect of machining parameters, such as cutting speed and feedrate, on tool wear was investigated with reference to surface roughness and geometric accuracy of the finished workpiece. Experimental data indicate different modes of tool wear throughout machining, where nonuniform flank wear and abrasive wear are the dominant wear modes. High cutting speed and low feedrate can reduce the tool wear rate and improve the tool life during micromachining.However, the low feedrate enhances the plowing effect on the cutting zone, resulting in reduced surface quality and leading to burr formation and premature tool failure. This study concludes with a proposal of tool rejection criteria for micro-milling of Ti-6 Al-4 V. 展开更多
关键词 MICRO-MILLING tool WEAR tool life FLANK WEAR titanium alloy surface ROUGHNESS
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WEAR AND LIFE OF PCBN TOOLS WHEN DRY-CUTTING BEARING STEEL GCr15 被引量:3
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作者 Liu Xianli Zhang Zhongmin Li ZhenjiaDepartment of Mechanical Engingeering, Harbin University of Science and Technology,Harbin 150080, ChinaLiu Linjiang Yuan ZhejunJilin University Harbin Institute of Technology 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2002年第3期218-221,共4页
The wear forms and reasons of PCBN tools when dry-cutting bearing steel GCr15are studied systematically. The effect law of the workpiece hardness on PCBN tools is gained andtool wearing with the quickest speed at the ... The wear forms and reasons of PCBN tools when dry-cutting bearing steel GCr15are studied systematically. The effect law of the workpiece hardness on PCBN tools is gained andtool wearing with the quickest speed at the workpiece critical hardness is proved. The life equationat two kinds of workpiece hardness demonstrates that the effect of the cutting speed on the PCBNtool life is less than that of carbide tools and ceramic tools. 展开更多
关键词 Dry-cutting PCBN tool tool wear tool life Bearing steel GCR15
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Multi-verse optimizer based parameters decision with considering tool life in dry hobbing process 被引量:1
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作者 Heng-Xin Ni Chun-Ping Yan +2 位作者 Shen-Fu Ni Huan Shu Yu Zhang 《Advances in Manufacturing》 SCIE EI CAS CSCD 2021年第2期216-234,共19页
Dry hobbing has received extensive attention for its environmentally friendly processing pattern.Due to the absence of lubricants,hobbing process is highly dependent on process parameters combination since using unrea... Dry hobbing has received extensive attention for its environmentally friendly processing pattern.Due to the absence of lubricants,hobbing process is highly dependent on process parameters combination since using unreasonable parameters tends to affect the machining performance.Besides,the consideration of tool life is frequently ignored in gear hobbing.Thus,to settle the above issues,a multiobjective parameters decision approach considering tool life is developed.Firstly,detailed quantitative analysis between process parameters and hobbing performance,i.e.,machining time,production cost and tool life is introduced.Secondly,a multi-objective parameters decision-making model is constructed in search for optimum cutting parameters(cutting velocity v,axial feed rate f_(a))and hob parameters(hob diameter d_(0),threads z_(0)).Thirdly,a novel algorithm named multi-objective multi-verse optimizer(MOMVO)is utilized to solve the presented model.A case study is exhibited to show the feasibility and reliability of the proposed approach.The results reveal that(i)a balance can be achieved among machining time,production cost and tool life via appropriate process parameters determination;(ii)optimizing cutting parameters and hob parameters simultaneously contributes to optimal objectives;(iii)considering tool life provides usage precautions support and process parameters guidance for practical machining. 展开更多
关键词 Process parameters DECISION-MAKING tool life Dry hobbing Multi-objective multi-verse optimizer(MOMVO)
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Comparative study on machinability improvement in hard turning using coated and uncoated carbide inserts: part II modeling, multi-response optimization, tool life, and economic aspects
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作者 Ramanuj Kumar Ashok Kumar Sahoo +1 位作者 Purna Chandra Mishra Rabin Kumar Das 《Advances in Manufacturing》 SCIE CAS CSCD 2018年第2期155-175,共21页
The present study focused on mathematical modeling, multi response optimization, tool life, and eco- nomical analysis in finish hard turning of AISI D2 steel ((55 4- 1) HRC) using CVD-coated carbide (TiN/TiCN/ A1... The present study focused on mathematical modeling, multi response optimization, tool life, and eco- nomical analysis in finish hard turning of AISI D2 steel ((55 4- 1) HRC) using CVD-coated carbide (TiN/TiCN/ A1203) and uncoated carbide inserts under dry environ- mental conditions. Regression methodology and the grey relational approach were implemented for modeling and multi-response optimization, respectively. Comparative economic statistics were carried out for both inserts, and the adequacy of the correlation model was verified. The experimental and predicted values for all responses were very close to each other, implying the significance of the model and indicating that the correlation coefficients were close to unity. The optimal parametric combinations for A1203 coated carbide were dl-fl-v2 (depth of cut = 0.1 mm, feed = 0.04 mm/r and cutting speed = 108 m/min), and those for the uncoated tool were dl-(0.1 mm)-fl (0.04 mm/r)-vl (63 rn/min). The observed tool life for the coated carbide insert was 15 times higher than that for the uncoated carbide insert, considering flank wear criteria of 0.3 mm. The chip volume after machining for the coated carbide insert was 26.14 times higher than that of the uncoated carbide insert and could be better utilized for higher material removal rate. Abrasion, diffusion, notch- ing, chipping, and built-up edge have been observed to be the principal wear mechanisms for tool life estimation. Use of the coated carbide tool reduced machining costs by about 3.55 times compared to the use of the uncoated carbide insert, and provided economic benefits in hard turning. 展开更多
关键词 MACHINABILITY Hard turning Regression Grey relational analysis tool life Economic analysis
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MODELING AND OPTIMIZATION OF THE CUTTING FLUID FLOW AND PARAMETERS FOR INCREASING TOOL LIFE IN SLOT MILLING ON St52
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作者 AMIR MAHYAR KHORASANI ALEX KOOTSOOKOS 《International Journal of Modeling, Simulation, and Scientific Computing》 EI 2013年第2期63-73,共11页
In this paper the CNC machining of St52 was modeled using an artificial neural network(ANN)in the form of a four-layer multi-layer perceptron(MLP).The cutting parameters used in the model were cutting fluid flow,feed ... In this paper the CNC machining of St52 was modeled using an artificial neural network(ANN)in the form of a four-layer multi-layer perceptron(MLP).The cutting parameters used in the model were cutting fluid flow,feed rate,spindle speed and the depth of cut and the model output was the tool life.For obtaining more accuracy and spending less time Taguchi design of experiment(DOE)has been used and correlation between the output of the ANN and the experimental results was 96%.Further optimization process has been done by use of a genetic algorithm(GA).After optimization process tool life was increased about 8%equal to 33 min and was corroborated by experimental tests.This demonstrates that the coupling of an ANN with the GA optimization technique is a valid and useful approach to use. 展开更多
关键词 Cutting fluid flow tool life optimization slot milling artificial neural networks.
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铣削高温合金GH3039刀具寿命预测及磨损机理 被引量:1
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作者 于凤云 王菁 +1 位作者 熊涛 杨伟 《黑龙江科技大学学报》 CAS 2024年第1期53-60,共8页
为揭示高温合金GH3039铣削参数对刀具寿命的影响规律,采用正交试验法对其进行铣削试验,运用多元回归法建立刀具寿命预测模型,分析铣削参数对刀具寿命的影响规律,通过观测铣刀后刀面的磨损情况,探究不同主轴转速下铣刀的磨损机理。结果表... 为揭示高温合金GH3039铣削参数对刀具寿命的影响规律,采用正交试验法对其进行铣削试验,运用多元回归法建立刀具寿命预测模型,分析铣削参数对刀具寿命的影响规律,通过观测铣刀后刀面的磨损情况,探究不同主轴转速下铣刀的磨损机理。结果表明:主轴转速对刀具寿命的影响程度最大,最小为轴向切深;当主轴转速为750 r/min时,铣刀磨损区域主要以黏结磨损和磨粒磨损为主;当铣削速度为950 r/min时,氧化磨损与扩散磨损开始增强;当铣削速度为1 180 r/min时,磨粒磨损与黏结磨损开始减弱甚至消失,氧化磨损与扩散磨损占据主导地位。 展开更多
关键词 高温合金GH3039 铣刀 刀具寿命 刀具磨损 磨损机理
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Influences of Tool Wear on Residual Stress and Fatigue Life of Workpiece in Hard Cutting Process 被引量:1
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作者 Caixu Yue Lei Zhu +3 位作者 Lei Feng Jun Liu Shengyu Hao Guangxu Ren 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2018年第5期61-69,共9页
Tool wear has an important influence on the residual stress distribution on the machined surface.Also,it will influence the fatigue life of finished workpiece. In this research,the hard turning process of hardened die... Tool wear has an important influence on the residual stress distribution on the machined surface.Also,it will influence the fatigue life of finished workpiece. In this research,the hard turning process of hardened die steel Cr12 MoV was studied by using PCBN tool with considering tool wear. Based on the numerical treatment of residual stress,the dispersion and distribution curves of different tool wear were fitted,and the influence mechanism of tool wear on the residual stress distribution of machined surface was analyzed.Based on the theory of fatigue mechanics and mathematical statistics,the mathematical model for difference of stress dispersion and fatigue life was established. The rotating and bending tests were carried out on the standard parts after cutting process for the workpiece. The influence of tool wear on fatigue life was revealed by fracture surface morphology and fatigue life study. The results provide theoretical support for control of residual stress and the fatigue property of the machined surface under the actual working conditions. 展开更多
关键词 hard TURNING PROCESS tool wear surface RESIDUAL STRESS RESIDUAL STRESS dispersion fatigue life
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基于刀具寿命的新型螺旋槽丝锥设计
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作者 王春焱 杨林建 周乐安 《工具技术》 北大核心 2024年第6期137-140,共4页
以螺旋槽丝锥参数分析为依据,对M24螺旋槽丝锥的材料选用、表面状态、热处理方法和工艺、刀具结构参数、切削液的选择和刀具寿命进行了研究和优化设计。分析了M24螺旋槽丝锥的热处理工艺参数和金相组织。通过寿命分析发现,研制的丝锥切... 以螺旋槽丝锥参数分析为依据,对M24螺旋槽丝锥的材料选用、表面状态、热处理方法和工艺、刀具结构参数、切削液的选择和刀具寿命进行了研究和优化设计。分析了M24螺旋槽丝锥的热处理工艺参数和金相组织。通过寿命分析发现,研制的丝锥切削扭矩、排屑能力、切屑情况及刀具耐用度与进口丝锥基本相当。本文研究具有一定的应用价值。 展开更多
关键词 螺旋槽丝锥 热处理 金相分析 刀具寿命
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我国绿色建筑政策研究:基于扩展钻石模型和政策工具
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作者 邓娇娇 耿林静 +1 位作者 蓝美珍 张云翼 《工程管理学报》 2024年第3期24-29,共6页
构建绿色建筑扩展钻石模型,明确了绿色建筑行业发展的关键要素与政府的核心效能。基于此,进一步构建绿色建筑“政策工具—全生命周期”二维分析框架,利用Nvivo12软件对62份政策文本进行编码统计与分析。研究发现,现有政策工具针对需求... 构建绿色建筑扩展钻石模型,明确了绿色建筑行业发展的关键要素与政府的核心效能。基于此,进一步构建绿色建筑“政策工具—全生命周期”二维分析框架,利用Nvivo12软件对62份政策文本进行编码统计与分析。研究发现,现有政策工具针对需求条件、生产要素、企业战略与支持性产业的影响有限。并提出政策建议未来的着力方向:拓展运营维护阶段政策的使用,加大需求端的激励措施;提升生产要素供应能力与质量,重视人才培养和企业能力建设;健全全流程精准管控体系,增强企业金融激励;落实技术创新扶持,完善全产业链政策体系。 展开更多
关键词 绿色建筑 扩展钻石模型 政策工具 全生命周期
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基于未知函数泰勒展开的GH4169插铣刀具寿命预测
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作者 王禄 《山东工业技术》 2024年第5期66-73,共8页
科学实验和生产实践中经常研究变量间的关系,获得相关变量的不规则的散点数据,多数情况下,这些变量之间的函数关系是未知的。本文通过泰勒展开给出了通用的函数公式,并尝试通过拟合获得相关系数(通常只选取部分最有效的加和项系数作拟... 科学实验和生产实践中经常研究变量间的关系,获得相关变量的不规则的散点数据,多数情况下,这些变量之间的函数关系是未知的。本文通过泰勒展开给出了通用的函数公式,并尝试通过拟合获得相关系数(通常只选取部分最有效的加和项系数作拟合),使公式能很好地适应数据。获得能适应数据的合适的泰勒展开式,即是获得了变量之间的函数关系,将给研究和使用带来极大方便。本文研究了GH4169插铣刀具寿命的泰勒展开模型,验证了泰勒展开式预测结果优于插值和RBF网络预测结果。GH4169插铣刀具寿命的泰勒展开模型是三元函数,为便于研究,固定两个参数,只研究一个参数变化对刀具寿命的影响,所获得的规律与文献的研究结果相符。 展开更多
关键词 GH4169 插铣加工 刀具寿命 泰勒展开 拟合 插值 RBF网络
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地中海贫血病人健康相关生活质量评估工具的研究进展
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作者 张悦 吕启圆 +3 位作者 许敏仪 刘辉忠 邓阳凡 曾庆威 《循证护理》 2024年第19期3520-3523,共4页
对地中海贫血病人健康相关生活质量(HRQoL)常用评估工具进行综述,概述评估工具的发展、主要内容及应用现状,分析评估工具的特点与不足,旨在为临床选择合适的评估工具提供借鉴,为我国地中海贫血病人HRQoL评估工具的研制以及个体化护理提... 对地中海贫血病人健康相关生活质量(HRQoL)常用评估工具进行综述,概述评估工具的发展、主要内容及应用现状,分析评估工具的特点与不足,旨在为临床选择合适的评估工具提供借鉴,为我国地中海贫血病人HRQoL评估工具的研制以及个体化护理提供参考。 展开更多
关键词 地中海贫血 生活质量 评估工具 综述
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不孕(育)症夫妻二元应对异质性研究及相关因素分析
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作者 奚慧琴 田梅梅 +4 位作者 谢雷 徐于睿 黄欣 徐颖 章雅青 《上海交通大学学报(医学版)》 CAS CSCD 北大核心 2024年第6期746-754,共9页
目的·采用潜在剖面分析法探索辅助生殖技术(assisted reproductive technology,ART)治疗前不孕(育)症夫妻二元应对水平的潜在剖面,并探讨不同剖面间的差异及相关因素。方法·招募2023年9月至11月在上海交通大学医学院附属仁济... 目的·采用潜在剖面分析法探索辅助生殖技术(assisted reproductive technology,ART)治疗前不孕(育)症夫妻二元应对水平的潜在剖面,并探讨不同剖面间的差异及相关因素。方法·招募2023年9月至11月在上海交通大学医学院附属仁济医院生殖医学中心接受ART治疗的不孕(育)症初诊夫妇,应用一般资料问卷、生育压力量表(Fertility Problem Inventory,FPI)、二元应对评估工具(Dyadic Coping Inventory,DCI)、生育生活质量量表(Fertility Quality of Life Tool,FertiQoL量表)进行评估。采用潜在剖面分析探索不孕(育)症夫妻治疗前二元应对的剖面类型,比较不同剖面之间的一般特征,及FPI和FertiQoL量表得分;采用多元Logistic回归分析不同二元应对剖面的相关因素。结果·共纳入257对不孕(育)症夫妻,女性平均年龄(30.15±3.07)岁,男性平均年龄(31.82±3.82)岁,平均婚龄(3.75±2.16)年,平均不孕(2.90±1.92)年;男方导致不孕118对、女方导致不孕109对、男女共患不孕(育)症30对;男性DCI平均得分(128.25±19.15)分,女性(129.91±18.32)分。根据二元应对水平,257对夫妻可分为4个潜在剖面:共同积极组(153对,59.5%)、共同消极组(85对,33.1%)、男方积极组(12对,4.7%)及男方消极组(7对,2.7%);不同剖面不孕(育)症夫妻的年龄、FPI得分、FertiQoL量表得分、再婚比例间差异均具有统计学意义(均P<0.05)。多元Logistic回归分析结果显示,以共同积极组为参照,共同消极组的男方年龄更大(OR=1.122,95%CI 1.004~1.254,P=0.036)、男女双方FPI得分更高(男:OR=1.019,95%CI 1.003~1.035,P=0.018;女:OR=1.020,95%CI 1.004~1.036,P=0.015)、男方FertiQoL量表得分更低(OR=0.966,95%CI 0.937~0.996,P=0.029)。结论·接受ART治疗前不孕(育)症夫妻的二元应对水平可分为4个剖面类型;与共同积极应对夫妻相比,男性生育压力大、年龄大、感知的生育生活质量低,以及女性生育压力大均是夫妻共同消极应对的危险因素。 展开更多
关键词 二元应对 不孕(育)症 潜在剖面分析 生育压力量表 生育生活质量量表
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刀具剩余使用寿命多传感器融合预测及试验验证
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作者 王美姣 马澄宇 +1 位作者 薛誓颖 任艳艳 《机械管理开发》 2024年第10期21-22,25,共3页
为了提高刀具剩余使用寿命预测的预测能力,设计了一种面向多传感器融合的剩余使用寿命预测方法。借助多传感器数据实现模型的联合动态更新,融合多传感器数据,对剩余使用寿命作出准确预测,并铣床刀具磨损试验数据的实际案例分析。研究结... 为了提高刀具剩余使用寿命预测的预测能力,设计了一种面向多传感器融合的剩余使用寿命预测方法。借助多传感器数据实现模型的联合动态更新,融合多传感器数据,对剩余使用寿命作出准确预测,并铣床刀具磨损试验数据的实际案例分析。研究结果表明:以敏感测点数据为基础在线更新模型状态和参数信息,从而获取到机械装备剩余使用寿命实时预测结果。经过对六组刀具的寿命预测结果曲线进行分析后发现,与传感器融合预测方法的预测结果具有很高的优势,可见提出方法预测结果是准确度较高的。 展开更多
关键词 机械装备 剩余使用寿命 传感器融合 刀具 预测
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基于GA-BP与NSGA-Ⅱ的数控铣削参数优化研究 被引量:2
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作者 李超文 尹瑞雪 《工具技术》 北大核心 2024年第3期86-92,共7页
高效低碳制造是可持续发展的关键,而数控铣削作为常用的金属表面加工方法存在刀具寿命短、碳排放量高的问题。提出基于NSGA-Ⅱ的GA-BP多目标优化方法,通过分析不同加工参数条件下的数控铣削刀具寿命及碳排放数据集,建立GA-BP神经网络刀... 高效低碳制造是可持续发展的关键,而数控铣削作为常用的金属表面加工方法存在刀具寿命短、碳排放量高的问题。提出基于NSGA-Ⅱ的GA-BP多目标优化方法,通过分析不同加工参数条件下的数控铣削刀具寿命及碳排放数据集,建立GA-BP神经网络刀具寿命及碳排放预测模型。基于NSGA-Ⅱ算法建立以刀具寿命、碳排放量为目标的主体优化模型,调用构建的GA-BP神经网络模型作为目标函数进行优化求解,得到Pareto最优解集。对Pareto最优解集进行TOPSIS最优解决策,得到综合优化刀具寿命与碳排放量的加工参数组合。优化结果表明:该方法既可以对数控铣削刀具寿命及碳排放量进行准确预测,还可以对两者进行有效优化,对数控铣削参数优化具有一定的理论指导意义。 展开更多
关键词 数控铣削 刀具寿命 碳排放 低碳优化 GA-BP NSGA-Ⅱ
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骨质疏松症患者生活质量评估工具的研究 被引量:1
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作者 王晶 罗碧华 肖水源 《广西医科大学学报》 CAS 2024年第1期131-136,共6页
骨质疏松症(OP)是老年人常见的慢性疾病,其引发的脆性骨折、疼痛等并发症严重威胁患者的生活质量,目前国内对OP患者生活质量测评研究较少。本文通过文献复习,阐述各评估工具适用人群、测评内容、特点、应用情况及优势与不足,旨在为OP患... 骨质疏松症(OP)是老年人常见的慢性疾病,其引发的脆性骨折、疼痛等并发症严重威胁患者的生活质量,目前国内对OP患者生活质量测评研究较少。本文通过文献复习,阐述各评估工具适用人群、测评内容、特点、应用情况及优势与不足,旨在为OP患者生活质量评估工具的研制及应用提供参考。 展开更多
关键词 骨质疏松症 生活质量 评估工具 综述
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肛瘘病人生活质量评估工具的研究进展 被引量:1
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作者 李水林 黄兴 周金艳 《护理研究》 北大核心 2024年第3期468-471,共4页
对现有肛瘘病人生活质量评估工具进行综述,概述肛瘘病人普适性、疾病特异性生活质量评估工具的主要内容及应用现状,分析评估工具的特点及局限性,旨在为临床选择恰当的评估工具提供借鉴,为研发符合我国文化背景的肛瘘病人生活质量评估工... 对现有肛瘘病人生活质量评估工具进行综述,概述肛瘘病人普适性、疾病特异性生活质量评估工具的主要内容及应用现状,分析评估工具的特点及局限性,旨在为临床选择恰当的评估工具提供借鉴,为研发符合我国文化背景的肛瘘病人生活质量评估工具提供参考。 展开更多
关键词 肛瘘 生活质量 评估工具 综述
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