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FAST ACCURATE PREDICTION OF BLANK SHAPE IN SHEET METAL FORMING 被引量:14
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作者 LiuYuqi LiZhigang YahYakun 《Acta Mechanica Solida Sinica》 SCIE EI 2004年第1期58-64,共7页
By using the Finite Element Inverse Approach based on the Hill quadratic anisotrop-ically yield criterion and the quadrilateral element, a fast analyzing software-FASTAMP for the sheet metal forming is developed. The ... By using the Finite Element Inverse Approach based on the Hill quadratic anisotrop-ically yield criterion and the quadrilateral element, a fast analyzing software-FASTAMP for the sheet metal forming is developed. The blank shapes of three typical stampings are simulated and compared with numerical results given by the AUTOFORM software and experimental results, respectively. The comparison shows that the FASTAMP can predict blank shape and strain distribution of the stamping more precisely and quickly than those given by the traditional methods and the AUTOFORM. 展开更多
关键词 sheet metal forming Finite Element Inverse Approach blank shape FASTAMP software
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Plasma-Jet Forming of Sheet Metal Shapes 被引量:1
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作者 A.T.Male Y.W.Chen +1 位作者 P.J.Li C.Pan and Y.M.Zhang Center for Robottes and Manufacturing Systems, University of Kentucky, Lexington, KY 40506-0108, USA 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2001年第1期115-116,共2页
Plasma-jet forming is a newly proposed flexible sheet metal forming process. A non-transferred arc plasma torch is used as a controllable heat source to produce internal stress in sheet metals, causing plastic deforma... Plasma-jet forming is a newly proposed flexible sheet metal forming process. A non-transferred arc plasma torch is used as a controllable heat source to produce internal stress in sheet metals, causing plastic deformation without the necessity of hard tooling. This method has potential for rapid prototyping of sheet metal parts by reducing development costs and lead times. A robotic system has been used to perform simple linear bends in several different alloys. In order to develop a controllable process and to improve the forming accuracy, the effects of various process parameters on the obtained shape changes and on the resulting structure and properties have been studied. The overall goal is to understand the roles of the forming parameters and their inter-relationship in optimizing the forming procedure-a high forming speed without damage to the material structure or properties. 展开更多
关键词 CIRP Plasma-Jet forming of Sheet Metal shapes CHEN
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Modeling of the Shape Forming of Composite Roll 被引量:2
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作者 Chengsong CUI, Zhenyu LI, Fuyang CAO and Qingchun LI (School of Materials Science and Engineering, Harbin Institute of Technology, 150001, China) 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2000年第3期337-340,共4页
A shape modeling of spray formed composite roll, which is utilized to predict the shape and dimension of roll during spray forming process, is developed in this paper. The influences of the principal spray forming par... A shape modeling of spray formed composite roll, which is utilized to predict the shape and dimension of roll during spray forming process, is developed in this paper. The influences of the principal spray forming parameters, such as the spatial distribution of melt mass flux, spray distance, rotating and translating speeds of substrate bar etc. , on the geometry and dimension of spray formed product were investigated. 展开更多
关键词 Modeling of the shape forming of Composite Roll
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Special-shaped tube drawing forming and conformal optimization of die cavity 被引量:1
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作者 齐红元 朱衡君 《中国有色金属学会会刊:英文版》 CSCD 2006年第A02期240-245,共6页
关键词 拉制 成型 异形管 拉模腔 共形映射 优化
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Method for near-net forming of a sand mold with digital flexible extrusion technology
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作者 Shuai Zhang Zhong-de Shan +1 位作者 Jing-wei Ji Zhao-xian Gu 《China Foundry》 SCIE 2017年第6期492-497,共6页
In order to further improve the precision forming efficiency of a sand mold digital patternless casting and reduce the amount of sand mold cutting, a method for near-net forming of the sand mold with digital flexible ... In order to further improve the precision forming efficiency of a sand mold digital patternless casting and reduce the amount of sand mold cutting, a method for near-net forming of the sand mold with digital flexible extrusion technology was put forward. The theory, optimization algorithm and technology for sand mold nearnet forming were studied. Experimental results show that the sand mold forming efficiency can be increased by 34%, and the molding sand can be reduced by 44%. The method for near-net forming of a sand mold with digital flexible extrusion technology can effectively promote the application of digital patternless casting technology in the mass production of castings and thus greatly improves the efficiency and automation of sand mold manufacturing. 展开更多
关键词 patternless casting technology near-net forming sand mold flexible extrusion technology geometric packing
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Heat shock behavior of permanent die during non-solid near-net forming process
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作者 张密兰 单忠德 +2 位作者 邢书明 姜超 许应 《中国有色金属学会会刊:英文版》 CSCD 2009年第S3期795-801,共7页
Heat shocks caused by alloy melt and coat spraying are the main reason of die plastic deformation and early fracture. Based on theoretical analysis of heat shock phenomenon, two characteristic parameters of die damage... Heat shocks caused by alloy melt and coat spraying are the main reason of die plastic deformation and early fracture. Based on theoretical analysis of heat shock phenomenon, two characteristic parameters of die damage caused by heat shock were proposed, which are heat shock plastic deformation index (HSPI) and heat shock crack index (HSCI). The effect of heat shock on die plastic deformation and fracture behaviors was described quantitatively by these two parameters. HSPI represents approaching of heat shock stress to die yield stress. Plastic deformation will happen on a die if this index reaches 1. HSCI represents approaching of heat shock stress to die tensile strength. Die fracture will happen if this index reaches 1. According to theoretical analysis of heat transfer, theoretical models of HSPI and HSCI were established. It is found that, the smaller the interfacial thermal resistance (ITR) is, the higher the pouring temperature and die temperature are before heat shock, and the greater the HSPI and HSCI are, which can be fitted as exponential curves, linear and cubic curves. 展开更多
关键词 non-solid near-net forming DIE HEAT shock HEAT shock plastic deformation INDEX HEAT shock crack INDEX
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Informal Settlements: A Shape Grammar Approach 被引量:1
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作者 Maria Angela Dias 《Journal of Civil Engineering and Architecture》 2014年第11期1389-1395,共7页
Informal urban development is seldomly covered in academic studies or professional architectural training. This article sets forth the first stage of a novel study that observes the informal city using the methodology... Informal urban development is seldomly covered in academic studies or professional architectural training. This article sets forth the first stage of a novel study that observes the informal city using the methodology of analysis of architecture called shape grammars. The idea is to recognize peculiarities in the occupation of the land and the volumetric features of the buildings. Rocinha favela, in Rio de Janeiro, Brazil, is taken as a case study with the primary aim of extrapolating a set of rules for its morphological features so that these rules can be used to generate new shapes, whilst bearing in mind the issues of adaptation and transformation which are so characteristic of informal settlements. There is some expectation that this study may help improve the housing and public space in the favela and enable new housing programs to observe the way the buildings and different architectural elements combined, forming a new channel of interchange with the spatial organization of the favela. 展开更多
关键词 shape grammar analysis of the form informal architecture.
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Modeling and experimental verification of tubular product formation during spray forming 被引量:1
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作者 刘东明 赵九洲 李木森 《中国有色金属学会会刊:英文版》 CSCD 2009年第3期661-667,共7页
A mathematical model is formulated to predict the shape evolution and the final geometry of a tubular product prepared by spray forming. The effects of several important processing parameters on the shape evolution of... A mathematical model is formulated to predict the shape evolution and the final geometry of a tubular product prepared by spray forming. The effects of several important processing parameters on the shape evolution of the tube are investigated. The model is validated against experiments of spray formed large diameter tubes. The experimental and the modeling results show that there are three distinct regions in the preform, i.e., the left transition region, the middle uniform diameter region and the right transition region. The results show that the atomization parameters as and bs, traversing speed v of the substrate, the outer diameter D0 of the substrate, and the initial deposition distance d0 play important roles in the contour and the wall thickness of the spray formed tube. But the angular velocity ω of the substrate has little effect on the buildup of the deposit. After a certain time from the beginning of the process, the deposit will come into a steady growth state. In addition, an equation is provided to estimate the wall thickness of the deposit under the steady growth state based on the mass conservation. 展开更多
关键词 喷射成形 验证实验 管状产品 建模 形状演化 数学模型 大直径管 工艺参数
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Shape formation of closed-cell aluminum foam in solid–liquid–gas coexisting state
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作者 Zhi-yong Liu Ying Cheng +3 位作者 Yan-xiang Li Xu Zhou Xiang Chen Ning-zhen Wang 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2018年第8期974-980,共7页
The mold pressing process was applied to investigate the formability of closed-cell aluminum foam in solid–liquid–gas coexisting state.Results show that the shape formation of closed-cell aluminum foam in the solid... The mold pressing process was applied to investigate the formability of closed-cell aluminum foam in solid–liquid–gas coexisting state.Results show that the shape formation of closed-cell aluminum foam in the solid–liquid–gas coexisting state was realized through cell wall deformation and cell movement caused by primary α-Al grains that slid,rotated,deformed,and ripened within cell walls.During formation,characteristic parameters of closed-cell aluminum foam were almost unchanged.Under proper forming conditions,shaped products of closed-cell aluminum foam could be fabricated through mold pressing. 展开更多
关键词 CLOSED-CELL aluminum foam shape forming microstructure solid–liquid–gas coexisting state
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Recognition in Shape and Form’s Characteristics of Japanese&Vietnamese Traditional Daily Products
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作者 Ngo Thi Thu Trang 《Journal of Literature and Art Studies》 2019年第7期720-736,共17页
This paper presents the major analyses carried out on shape and form’s characteristic database from Japanese and Vietnamese traditional daily products(TDPs).The aim of the research is to recognize the vital specifica... This paper presents the major analyses carried out on shape and form’s characteristic database from Japanese and Vietnamese traditional daily products(TDPs).The aim of the research is to recognize the vital specifications representing for a national style by comparing two different countries together.By using Quantification Theory Type III and Cluster analysis,firstly,the analyses were undergone separately for Japanese and then Vietnamese product data in succession so that a view of general direction for each country was caught.The result showing a difference in scale of“Complexity”and“Specification”axis between Japan and Vietnam leads to performance of the analysis done on combine database of the two countries to get a clearer view of correlation between them.However,the biggest difference between the two countries lies in“Form”(Geometric—Organic)axis.Continuously,for studying more deeply into outline of product shape,the main ratios that affect the appearance or gorgeousness of product’s outline were taken into account and analyzed.By comparing this result to the previous ones,finally a wider and more detail perspective of Japan and Vietnam shape’s specification in a mutual relationship was discovered. 展开更多
关键词 shape and form Japan and VIETNAM TRADITIONAL DAILY products national CHARACTERISTICS
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基于“阳化气,阴成形”理论辨治痿证
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作者 齐宝云 董兴鲁 高颖(指导) 《中国中医药信息杂志》 CAS CSCD 2024年第3期165-168,共4页
津气两伤是痿证的病变基础,亦是“阳化气,阴成形”失衡的结果。阳化气不足,阴成形失衡,而致脏腑功能失调,水饮痰瘀内生,四肢九窍失养,发为痿证。本文基于“阳化气,阴成形”理论,探讨高颖教授采用助阳化气法治疗阳化气不足的重症肌无力,... 津气两伤是痿证的病变基础,亦是“阳化气,阴成形”失衡的结果。阳化气不足,阴成形失衡,而致脏腑功能失调,水饮痰瘀内生,四肢九窍失养,发为痿证。本文基于“阳化气,阴成形”理论,探讨高颖教授采用助阳化气法治疗阳化气不足的重症肌无力,益肾调形法治疗阴成形失衡的多发性硬化,阴阳双补法治疗阴阳俱损的运动神经元病。治疗痿证,需审证求因,明辨阴阳,调整偏颇,在疾病早期给予中医药治疗,以延缓疾病演变进程、改善预后。 展开更多
关键词 阳化气 阴成形 痿证
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异形孔筒形锻件成形表面不平整度分析及验证
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作者 张庆玲 刘新宇 金淼 《塑性工程学报》 CAS CSCD 北大核心 2024年第10期27-34,共8页
针对异形孔筒形锻件成形过程中金属在反向流动中流速不均匀导致的锻件上表面产生不平整缺陷的问题,以椭圆孔筒形锻件为例,采用数值模拟与试验相结合的手段,探究了锻件上表面不平整现象的成因。分别从一维、二维、三维建立了异形孔筒形... 针对异形孔筒形锻件成形过程中金属在反向流动中流速不均匀导致的锻件上表面产生不平整缺陷的问题,以椭圆孔筒形锻件为例,采用数值模拟与试验相结合的手段,探究了锻件上表面不平整现象的成因。分别从一维、二维、三维建立了异形孔筒形锻件上表面不平整度的评判准则,进一步揭示了成形工艺参数对异形孔筒形锻件上表面不平整度的影响规律。结果表明:异形孔筒形锻件上表面不平整度随模具预热温度的升高而降低,随坯料始锻温度的升高而增大,始锻温度比模具预热温度对上表面不平整度的影响更大;提高成形速度可以降低金属的流动阻力,减小坯料的温降,改善坯料变形和温度分布的均匀性,从而降低异形孔筒形锻件上表面的不平整度;异形孔筒形锻件上表面不平整度还受椭圆孔短长轴比值的影响,凸模横截面积恒定时,随短长轴比值增大,不平整度评价指标均呈下降趋势;凸模短轴值恒定,长轴值超过锻件外径的2/3时,随短长轴比值增大,不平整度评价指标呈现先增大后减小的趋势,长轴值小于锻件外径的2/3时,不平整度评价指标随短长轴比值增大呈现下降趋势。 展开更多
关键词 异形孔 挤压成形 仿真 表面不平整度 工艺参数
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镁合金尾翼类构件径向同步加载工艺研究
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作者 张治民 贾晶晶 +1 位作者 董蓓蓓 薛勇 《精密成形工程》 北大核心 2024年第7期57-65,共9页
目的针对常规挤压工艺成形尾翼类构件飞行时翼片径向产生挠曲变形的问题,提出了一种可调控金属流动的径向同步加载成形方法。方法结合ANSYS、Deform-3D有限元模拟和物理实验,分析径向同步加载的金属流动行为、等效应变和金属流线分布,... 目的针对常规挤压工艺成形尾翼类构件飞行时翼片径向产生挠曲变形的问题,提出了一种可调控金属流动的径向同步加载成形方法。方法结合ANSYS、Deform-3D有限元模拟和物理实验,分析径向同步加载的金属流动行为、等效应变和金属流线分布,通过拉伸实验测试成形翼片挤压方向(Extrusion Direction,ED)和横截面方向(Transverse Direction,TD)的力学性能,并通过观察显微组织揭示径向强化机理。结果径向同步加载通过对坯料施加周向压应力促进了金属径向流动,形成了沿径向分布良好的金属流线,有利于提升径向力学性能;采用该工艺试制构件表面质量良好,无宏观缺陷,且形成沿径向分布的宏观流线;翼片径向力学性能显著提升,屈服强度提升了57.8 MPa,抗拉强度提升了80.1 MPa,延伸率提升了1.4%,其强塑性的提升与纤维组织和块状LPSO相的纤维强化密切相关。结论实现了尾翼类构件的径向同步加载整体成形,通过调控金属流动形成径向分布良好的金属流线,提升了成形翼片径向强度,为高性能镁合金尾翼类构件的整体成形提供了理论基础和技术支撑。 展开更多
关键词 尾翼类构件 径向同步加载 整体成形 金属流线 VW124A镁合金
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难变形金属小模数齿形件电流辅助分形旋压成形工艺优化
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作者 夏琴香 范旭东 +1 位作者 周昊阳 肖刚锋 《精密成形工程》 北大核心 2024年第7期66-75,共10页
目的针对30CrMnSiA合金结构钢小模数齿形件电流辅助分形旋压成形工艺,探究工艺参数对小模数齿形件成形质量的影响规律,分析工艺参数间的相关性,获得优化后的工艺参数组合。方法选取小模数齿形件齿廓偏差、齿距偏差、轮齿饱和度为成形质... 目的针对30CrMnSiA合金结构钢小模数齿形件电流辅助分形旋压成形工艺,探究工艺参数对小模数齿形件成形质量的影响规律,分析工艺参数间的相关性,获得优化后的工艺参数组合。方法选取小模数齿形件齿廓偏差、齿距偏差、轮齿饱和度为成形质量响应指标,以电流密度、占空比以及旋轮进给速度为影响因素,设计响应面试验方案;根据有限元模拟结果建立成形质量回归预测模型,分析电流密度、占空比以及旋轮进给速度对小模数齿形件成形质量的影响规律,计算获得最优的参数组合并进行试验验证。结果电流密度、脉冲占空比、旋轮进给速度对小模数齿形件成形质量有显著影响,成形质量随着电流密度与占空比的升高而升高,随旋轮进给速度的升高而先升高后降低;且电流密度与旋轮进给速度、脉冲占空比与旋轮进给速度在对轮齿饱和度的影响上有一定的交互性;通过建立的回归模型预测得到的优化工艺参数如下:电流密度为17.5 A/mm2、脉冲占空比为40%、旋轮进给速度为0.6 mm/min。结论回归模型预测值与试验值的相对误差小于8%,说明所构建的成形质量回归预测模型是准确的,利用优化后的参数可制备出成形质量良好的小模数齿形件。 展开更多
关键词 小模数齿形件 电流辅助成形 分形旋压 响应面法 工艺优化
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Ti_(2)AlNb合金粉末热等静压成形的组织和性能
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作者 吴杰 朱旭晖 +3 位作者 尹一峰 尚学文 卢正冠 徐磊 《航空制造技术》 CSCD 北大核心 2024年第17期50-58,共9页
分别采用等离子旋转电极雾化法(Plasma rotating electrode process,PREP)和无坩埚感应熔炼超声气体雾化法(Electrode induction melting gas atomization,EIGA)制备了Ti_(2)AlNb洁净预合金粉末,并对预合金粉末进行了表征。通过热等静压... 分别采用等离子旋转电极雾化法(Plasma rotating electrode process,PREP)和无坩埚感应熔炼超声气体雾化法(Electrode induction melting gas atomization,EIGA)制备了Ti_(2)AlNb洁净预合金粉末,并对预合金粉末进行了表征。通过热等静压(Hot isostatic pressing,HIP)工艺制备了Ti_(2)AlNb合金,研究了制粉工艺对Ti_(2)AlNb合金显微组织与力学性能的影响。试验结果表明,与PREP法相比,EIGA法制备的Ti_(2)AlNb粉末振实密度更高;基于粉末热等静压近净成形技术,在1030℃/140 MPa/3 h的条件下开展了Ti_(2)AlNb叶轮的成形研究,有限元模拟结果显示,粉末振实密度越高,部件热等静压后变形程度越小,综合考虑构件成形,优选振实密度更高的EIGA制粉工艺制备Ti_(2)AlNb粉末合金复杂部件。 展开更多
关键词 Ti_(2)AlNb合金 粉末冶金 热等静压 近净成形 有限元仿真
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修形斜齿轮成形磨削中齿廓精度补偿方法 被引量:1
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作者 张浩 苏建新 +1 位作者 邓效忠 韩正阳 《机械传动》 北大核心 2024年第2期142-147,共6页
建立了斜齿轮齿廓修形的坐标方程与成形磨削砂轮修整的几何算法,优化出齿廓修形后的砂轮截面廓形;通过数值模拟分析,得到了机床位置误差与齿廓偏差之间的耦合关系;编制了成形磨削齿廓精度调整软件,计算出斜齿轮修形与之对应的成形砂轮... 建立了斜齿轮齿廓修形的坐标方程与成形磨削砂轮修整的几何算法,优化出齿廓修形后的砂轮截面廓形;通过数值模拟分析,得到了机床位置误差与齿廓偏差之间的耦合关系;编制了成形磨削齿廓精度调整软件,计算出斜齿轮修形与之对应的成形砂轮廓形和齿廓精度调整参数。通过修形斜齿轮的成形磨削试验,验证了砂轮廓形修整的正确性和齿廓精度调整的有效性。 展开更多
关键词 斜齿轮 修形 砂轮廓形 成形磨削 齿廓精度
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Near net shape casting process for producing high strength 6xxx aluminum alloy automobile suspension parts 被引量:3
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作者 郭世杰 徐义 +3 位作者 韩逸 刘金炎 薛冠霞 长海博文 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2014年第7期2393-2400,共8页
The automobile suspension parts of a high strength 6xxx aluminum alloy were produced using a novel technique known as near net shape casting for forging stock preparation. Based on the outline dimension of the forging... The automobile suspension parts of a high strength 6xxx aluminum alloy were produced using a novel technique known as near net shape casting for forging stock preparation. Based on the outline dimension of the forging stock, the shape of the ingot was designed as the near net shape and its casting process was studied by the numerical simulation and experimental investigation. The results show that the shrinkage of the ingot was highly correlated to its shape parameters and could be successfully forecast by the stimulation model. The casting parameters of the near net shape ingot were optimized and the near net shape 6xxx aluminum alloy ingots free of defects were cast in the laboratory. In order to obtain high performance forged suspension parts, the hot compression tests of the ingot were carried out. The results show that the subgrain fraction of the forged ingot was strongly affected by Zener-Hollomon parameters (Z parameters). The intermediate Z parameters, 1.09×10^16 s^-1, will contribute to the larger number fraction of subgrains inside the forged ingot, which contributes to the high performance of the forged products. 展开更多
关键词 near-net shape DC casting Z parameter SUBGRAINS automobile suspension part aluminum alloy
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基于节点构形度的自由曲面网壳结构形态优化研究 被引量:1
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作者 朱南海 张文强 《计算力学学报》 CAS CSCD 北大核心 2024年第2期233-240,共8页
为获得形式自由且受力性能合理的自由曲面单层网壳结构形态,以单位力作用下的位移响应作为结构连接性能的衡量参数,同时为保证结构曲面的光顺性引入NURBS技术,基于考虑荷载作用的结构节点构形度评价指标,提出了相应的自由曲面结构形态... 为获得形式自由且受力性能合理的自由曲面单层网壳结构形态,以单位力作用下的位移响应作为结构连接性能的衡量参数,同时为保证结构曲面的光顺性引入NURBS技术,基于考虑荷载作用的结构节点构形度评价指标,提出了相应的自由曲面结构形态优化方法。将结构控制点的坐标作为优化变量,节点构形度最小值的最大化作为优化目标,综合结构总用钢量、最大节点位移和构件长细比等约束条件,采用遗传算法对结构的曲面形态进行优化。结果表明,节点构形度可以准确反映节点的连接性能,采用遗传优化算法优化结构的曲面形态,可获得杆件以受轴压为主的结构形态,受力模式得到有效改善,受力合理,保证了结构极限承载力及其安全性。 展开更多
关键词 自由曲面 形态优化 NURBS曲面 节点构形度 遗传算法
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冷弯薄壁C型钢-混凝土组合梁抗弯性能试验研究及有限元分析 被引量:1
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作者 时圣占 李建雄 +2 位作者 王铎 朱坚强 霍兵 《建筑结构》 北大核心 2024年第8期35-43,128,共10页
为探究冷弯薄壁C型钢-混凝土组合梁受弯性能,制作并设计了5个不同断面组合形式的组合梁试件,并对其进行抗弯性能试验研究,分析其承载性能、破坏机理。在试验基础上,通过有限元分析软件ABAQUS对此组合梁进行非线性分析,对其进行参数分析... 为探究冷弯薄壁C型钢-混凝土组合梁受弯性能,制作并设计了5个不同断面组合形式的组合梁试件,并对其进行抗弯性能试验研究,分析其承载性能、破坏机理。在试验基础上,通过有限元分析软件ABAQUS对此组合梁进行非线性分析,对其进行参数分析,研究材料、尺寸对组合梁性能的影响。基于试验研究与有限元模拟分析,建立冷弯薄壁C型钢-混凝土组合梁的承载力模型,对其承载力、刚度进行理论分析。结果表明:各组合梁的主要破坏形式均属于延性破坏;采用ABAQUS建立的组合梁有限元模型能较好地模拟冷弯薄壁C型钢-混凝土组合梁的受力过程。随着C型钢屈服强度的增加,极限荷载最高提高56.5%;C型钢厚度每增加1mm,极限荷载平均提高28.5%;截面高度每增加50mm,极限荷载提高20%左右。但是提高混凝土的强度等级对组合梁的承载力影响较小;推导出了适用于此种冷弯薄壁C型钢-混凝土组合梁的抗弯承载力及其刚度计算方法,发现计算结果与试验结果吻合较好。 展开更多
关键词 冷弯薄壁C型钢 组合梁 抗弯承载力 刚度计算
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基于机器学习嵌接有限元的蠕变时效成形全过程形性演变预测
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作者 雷超 李小龙 +4 位作者 刘君 边天军 李恒 贾磊 唐文亭 《塑性工程学报》 CAS CSCD 北大核心 2024年第1期60-70,共11页
针对蠕变时效成形中存在的蠕变变形和时效强化动态交互耦合作用导致成形精度难以准确预测和控制问题,提出了一种基于机器学习的方法来预测蠕变时效过程中的形性演变。利用单向拉伸蠕变时效实验数据训练神经网络(NN)模型,用以描述蠕变时... 针对蠕变时效成形中存在的蠕变变形和时效强化动态交互耦合作用导致成形精度难以准确预测和控制问题,提出了一种基于机器学习的方法来预测蠕变时效过程中的形性演变。利用单向拉伸蠕变时效实验数据训练神经网络(NN)模型,用以描述蠕变时效本构关系。对比统一本构模型、反向传播NN(BPNN)模型、粒子群优化BPNN(PSO-BPNN)模型、遗传算法优化BPNN(GA-BPNN)模型对形性演变的预测效果,发现GA-BPNN和PSO-BPNN模型分别对蠕变应变和屈服强度具有较高的拟合精度。通过子程序将NN模型与有限元程序嵌接,实现了蠕变时效成形全过程的模拟,预测了铝合金板材蠕变变形和屈服强度的演变。针对回弹,相较于统一本构模型26.5%的误差,GA-BPNN模型的预测精度有较大提高,误差仅为5.1%。证明了采用机器学习的方法探寻蠕变时效本构关系并通过BPNN模型嵌接有限元模拟实现形性演变精确预测具有可行性。 展开更多
关键词 蠕变时效成形 形性演变 机器学习 神经网络 有限元
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