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基于知识图谱与用户兴趣的推荐算法
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作者 许天月 柳先辉 赵卫东 《计算机科学》 CSCD 北大核心 2024年第2期55-62,共8页
为了解决协同过滤推荐算法中存在的冷启动以及数据稀疏性等问题,文中引入了具有丰富语义信息和路径信息的知识图谱。基于其结构特征,将图神经网络应用于知识图谱的推荐算法得到了研究者的青睐。推荐算法的核心在于获取物品特征和用户特... 为了解决协同过滤推荐算法中存在的冷启动以及数据稀疏性等问题,文中引入了具有丰富语义信息和路径信息的知识图谱。基于其结构特征,将图神经网络应用于知识图谱的推荐算法得到了研究者的青睐。推荐算法的核心在于获取物品特征和用户特征,然而,该方面研究的重点在于更好地表达物品特征,而忽略了用户特征的表示。文中在知识图谱图神经网络的基础上,提出了一种基于知识图谱与用户兴趣的推荐算法。该算法通过引入一个独立的用户兴趣捕获模块,来学习用户历史信息,引入了用户兴趣,使得推荐算法在用户和物品两个方面都得到了良好表征。实验结果表明,在MovieLens数据集上,基于知识图谱与用户兴趣的推荐算法实现了数据的充分利用,具有良好的效果,对推荐准确性起到了促进作用。 展开更多
关键词 推荐算法 知识图谱 图神经网络 用户兴趣
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RESEARCH ON THE SELECTION OF FRICTION MODELS IN THE FINITE ELEMENT SIMULATION OF WARM EXTRUSION 被引量:3
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作者 X.B.Lin H.S.Xiao Z.L.Zhang 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2003年第2期90-96,共7页
During the process of finite element simulation of precision warm forging, the selection of friction models has a direct effect on the precision accuracy of finite element simulation results. Among all the factors whi... During the process of finite element simulation of precision warm forging, the selection of friction models has a direct effect on the precision accuracy of finite element simulation results. Among all the factors which influence the selection of friction models, the distribution rule of normal stress at the tool-workpiece interface is a key one. To find out the distribution rule of normal stress at the tool-workpiece interface, this paper has made a systematic research on three typical plastic deformation processes: forward extrusion, backward extrusion, and lateral extrusion by a method of finite element simulation. Then on the base of synthesizing and correcting traditional friction models, a new general friction model which is fit for warm extrusion is developed at last. 展开更多
关键词 friction model warm extrusion finite element simulation
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Research on metadata in manufacturing-oriented EAI 被引量:1
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作者 Wang Rui Li Congxin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第2期418-426,共9页
Enterprise application integration (EAI) focuses on the collaboration and interconnection of various information systems, so the basic problem to be solved is how EAI guarantees that the applications will produce co... Enterprise application integration (EAI) focuses on the collaboration and interconnection of various information systems, so the basic problem to be solved is how EAI guarantees that the applications will produce consistent presentation of data, message and transaction. The metadata methodology may give us certain good ideas. First, the metadata description method of manufacturing information resource, transaction process and message delivery is put forward on the basis of operation analysis of manufacturing-oriented EAI, and then the tree-structured XML schema of corresponding object is built and a framework of metadata application in the discrete Manufacturing-Oriented EAI is established. Finally, a practical enterprise information integration system in Shanghai Tobacco Machine Co., Ltd. is presented as an example to show how it functions. 展开更多
关键词 Discrete manufacturing Enterprise application integration METADATA XML schema.
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Research on the integration of Web_-CNC and EIS 被引量:1
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作者 Zou Zeming Li Congxin Ruan Xueyu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第4期894-900,共7页
During the time of building enterprise information System (EIS), agility of enterprise can' t be improved entirely just through implementing the system such as: ERP, PDM, CAPP and so on. There is an information ga... During the time of building enterprise information System (EIS), agility of enterprise can' t be improved entirely just through implementing the system such as: ERP, PDM, CAPP and so on. There is an information gap between bottom rnannfacturing equipment and the top EIS, that makes against elevating the agility of enterprise. Building Web- CNC and realizing its integration with EIS is an effect way to solve this problem. The architecture of Web- CNC, the integration of Web- CNC and EIS are detailed. Lastly, an instance is analyzed and discussed. 展开更多
关键词 enterprise information system information gap Web_ CNC integration.
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RESEARCH ON THE WARM FORGING OF ALUMINUM ALLOYS: DEVELOPMENT OF A FORMULA TO DESCRIBE THE SOFTENING BEHAVIOR OF A2011 IN FORGING PROCESS 被引量:1
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作者 X.H.Zhang K.Osakada X.Y.Ruan 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2003年第2期110-113,共4页
To understand the forming behaviour of aluminum alloys, the upsetting test of aluminum alloys at evaluated temperature is conducted. Because in warm forging the flow stress decreases with increasing straining, which i... To understand the forming behaviour of aluminum alloys, the upsetting test of aluminum alloys at evaluated temperature is conducted. Because in warm forging the flow stress decreases with increasing straining, which is so-called work softening, no appropriate material formulation is available. For the evaluation of flow stress of aluminum alloys in warm forging processes, in this paper, a formula is derived by analyzing the stress data measured at various temperatures. It is demonstrated that the formula fits the flow stress obtained from experiment. 展开更多
关键词 aluminum alloy flow stress warm forging work softening
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Experimental Research of Automotive Needlepunched Carpets at Thermoforming Temperatures
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作者 张云青 郭志英 +1 位作者 董湘怀 李德群 《Journal of Donghua University(English Edition)》 EI CAS 2007年第6期728-733,739,共7页
Tensile properties with different thermoforming conditions and deformation mechanism at thermoforming temperatures of automotive needlepunched carpets made up of three layers of different materials were reported.Inves... Tensile properties with different thermoforming conditions and deformation mechanism at thermoforming temperatures of automotive needlepunched carpets made up of three layers of different materials were reported.Investigations on the tensile properties were performed as a function of thermoforming temperature,extensile speed and fiber orientation based on an orthogonal experiment design.The experimental results show that the automotive carpets are rate-dependent anisotropic one and very sensitive to the forming temperature.The tensile properties are strongly depended on the forming temperature when compared with the extensile speed and the fiber orientation.Experiments only varying with the temperature were performed because of the dominative effect of the temperature.Different deformation performances were observed with different temperatures.Deformation mechanisms at the thermoforming temperatures were presented to explain the nonlinear trend of the ultimate elongation with the temperatures based on the combination of the experimental observations and the corresponding polymer theories. 展开更多
关键词 地毯 拉伸性能 变形机制 热成型温度
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Research on Intelligent Control of Roving Frame
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作者 王有庆 李从心 王占杭 《Journal of Donghua University(English Edition)》 EI CAS 2003年第4期141-144,共4页
A new model of roving frame FA467,which uses four frequency inverters to replace the complex mechanical transmission,is discussed.A Neuron-PID is designed to reduce the effect of various parametric variations such as ... A new model of roving frame FA467,which uses four frequency inverters to replace the complex mechanical transmission,is discussed.A Neuron-PID is designed to reduce the effect of various parametric variations such as load inertia.To ensure the constant spinning tension all over the spinning process,a feedforward controller using iterative learning control algorithm is designed to avoid disturbances caused by changes of temperature,humidity and so on.The simulation result is shown to illustrate the effectiveness of the proposed algorithm,and now the roving frame FA467 has been developed successfully. 展开更多
关键词 智能控制 频率变换器 参数变化 负载惯性 纺织工业 迭代控制算法 温度湿度 粗纱结构
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结合图注意力机制的知识图谱推荐算法 被引量:1
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作者 张小婉 邓秋军 柳先辉 《计算机科学》 CSCD 北大核心 2023年第S02期452-458,共7页
由于传统推荐算法存在数据稀疏性和冷启动问题,并且将物品作为单独的个体,没有考虑到物品之间存在的关系。为了解决这些问题,考虑引入知识图谱这一辅助信息。但现有的基于路径以及基于嵌入的知识图谱推荐算法没有考虑不同实体对于用户... 由于传统推荐算法存在数据稀疏性和冷启动问题,并且将物品作为单独的个体,没有考虑到物品之间存在的关系。为了解决这些问题,考虑引入知识图谱这一辅助信息。但现有的基于路径以及基于嵌入的知识图谱推荐算法没有考虑不同实体对于用户的重要性不同,导致重要性更低的实体对推荐结果的影响反而更大。针对这类局限性,文中提出了一种结合图注意力机制的知识图谱推荐系统,该推荐系统首先使用图嵌入方法生成用户和项目的初始表示,然后在表示传播时采用注意力机制区分不同邻居实体的重要性,通过权值加和来生成用户和项目的向量表示,最后预测层生成用户和项目的最终表示,并根据最终表示预测用户和项目交互的概率。在两个公开数据集Amazon-book和Last-fm上与其他算法进行对比实验,实验结果表明,该模型在指标recall,ndcg,precision,HR上均有提高,证明其能有效提高推荐的准确度。 展开更多
关键词 推荐系统 知识图谱 注意力机制 高阶连通性 实体传播
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MCNet: Multiscale Clustering Network for Two-View Geometry Learning and Feature Matching
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作者 Gang Wang Yufei Chen 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2023年第6期1507-1509,共3页
Dear Editor, The main components of multi-view geometry and computer vision are robust pose estimation and feature matching. This letter discusses how to recover two-view geometry and match features between a pair of ... Dear Editor, The main components of multi-view geometry and computer vision are robust pose estimation and feature matching. This letter discusses how to recover two-view geometry and match features between a pair of images, and presents MCNet(a multiscale clustering network) as an algorithm for extracting multiscale features. It can identify the true inliers from the established putative correspondences, where outliers may degenerate the geometry estimation. In particular, the proposed MCNet is based on graph clustering. 展开更多
关键词 NETWORK ESTIMATION COMPUTER
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一种前景和背景提取相结合的图像显著性检测 被引量:7
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作者 周强强 赵卫东 +1 位作者 柳先辉 王志成 《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2017年第8期1396-1407,共12页
为了获得更加精细化的显著目标检测结果,提出一种结合前景和背景信息的图像显著目标检测算法,将自底向上的粗糙显著区域提取和基于流形查询的自顶向下背景权重图的计算整合到统一的优化框架内.粗糙显著图主要融合了更符合生物心理学规... 为了获得更加精细化的显著目标检测结果,提出一种结合前景和背景信息的图像显著目标检测算法,将自底向上的粗糙显著区域提取和基于流形查询的自顶向下背景权重图的计算整合到统一的优化框架内.粗糙显著图主要融合了更符合生物心理学规则的局部对比图、频率先验图和全局颜色分布图这3个先验图;在背景权重图的计算中,首先根据超像素分割图构建一个无向图的邻接矩阵,然后基于边界背景先验知识选择位于图像边界的一些超像素作为初始流形查询向量进行图节点间关联度的传播计算,得到背景权重图.在MSRA1000和ECSSD这2个基准数据集上与当前主要的10种算法进行了对比实验,结果体现了文中算法的优异性. 展开更多
关键词 显著性检测 前景 背景权重图 流行查询 优化
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基于流形学习和稀疏约束的快速特征提取算法
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作者 任迎春 王志成 +2 位作者 陈宇飞 赵卫东 彭磊 《计算机科学》 CSCD 北大核心 2016年第8期277-281,296,共6页
针对稀疏保持投影算法在特征提取过程中无监督和L1范数优化的计算量较大的问题,提出一种基于流形学习和稀疏约束的快速特征提取算法。首先通过逐类PCA构造级联字典,并基于该字典通过最小二乘法快速学习稀疏保持结构;其次构造用于描述不... 针对稀疏保持投影算法在特征提取过程中无监督和L1范数优化的计算量较大的问题,提出一种基于流形学习和稀疏约束的快速特征提取算法。首先通过逐类PCA构造级联字典,并基于该字典通过最小二乘法快速学习稀疏保持结构;其次构造用于描述不同子流形距离的局部类间散度函数;然后整合所学习到的稀疏表示信息和局部类间散度信息以达到既考虑判别效率又保持稀疏表示结构的目的;所提算法最终转化为一个求解广义特征值问题。在公共人脸数据库(Yale,ORL和Extended Yale B)中的测试结果验证了该方法的可行性和有效性。 展开更多
关键词 特征提取 稀疏表示 主元分析 流形学习 人脸识别
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基于超点图的点云实例分割方法
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作者 王志成 余朝晖 +1 位作者 卫刚 孙雨 《同济大学学报(自然科学版)》 EI CAS CSCD 北大核心 2020年第9期1377-1384,共8页
提出一种基于超点图的点云实例分割(ISPG)方法。基于超点图结构提取点云对象相邻点之间的关联性特征,并且将传感器扫描的场景划分为均匀的几何元素,用来表示同属性的点云类,再由一个图卷积网络实现实例分割。结果表明:IoU阈值为0.5的情... 提出一种基于超点图的点云实例分割(ISPG)方法。基于超点图结构提取点云对象相邻点之间的关联性特征,并且将传感器扫描的场景划分为均匀的几何元素,用来表示同属性的点云类,再由一个图卷积网络实现实例分割。结果表明:IoU阈值为0.5的情况下,该方法在斯坦福大型三维(3D)室内空间数据集S3DIS上精度达到了48.9%。 展开更多
关键词 点云 超点图 实例分割 图卷积网络
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变形参数对AZ31B镁合金直齿圆柱齿轮热锻过程中变形和显微组织演变的影响(英文)
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作者 金朝阳 李南南 +2 位作者 张琦 严凯 崔振山 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2017年第10期2172-2180,共9页
应用有限元模拟和统计分析方法研究变形参数对直齿圆柱齿轮成形过程中变形和显微组织演变的影响。将有限元方法与显微组织演化模型相集成建立了基于浮动凹模设计的齿轮成形有限元模型。采用Gleeble热力模拟实验和定量金相分析技术获得... 应用有限元模拟和统计分析方法研究变形参数对直齿圆柱齿轮成形过程中变形和显微组织演变的影响。将有限元方法与显微组织演化模型相集成建立了基于浮动凹模设计的齿轮成形有限元模型。采用Gleeble热力模拟实验和定量金相分析技术获得镁合金高温流动应力曲线和动态再结晶模型。数值模拟和实验检验表明,由于齿轮形状复杂,且坯料与模具间存在接触摩擦,齿轮各部位变形和显微组织存在不均匀现象。变形温度降低或者变形速率增加,有利于获得平均晶粒尺寸细小的组织,但是变形和显微组织不均匀性增大,其原因和流动应力曲线特征有关。 展开更多
关键词 镁合金 直齿圆柱齿轮 锻造成形 有限元方法 显微组织演变
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基于图卷积循环神经网络的城市轨道客流预测 被引量:4
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作者 刘晓磊 段征宇 +2 位作者 余庆 毛孝鑫 马忠政 《华南理工大学学报(自然科学版)》 EI CAS CSCD 北大核心 2022年第3期21-27,共7页
客流预测对于城市轨道交通运行组织和管理具有重要的意义。本文中组合图卷积网络和循环神经网络构建图卷积循环神经网络GCGRU模型,借助图卷积网络学习城市轨道网络的复杂拓扑结构,进而捕捉空间关联特征,通过循环神经网络变体门控循环单... 客流预测对于城市轨道交通运行组织和管理具有重要的意义。本文中组合图卷积网络和循环神经网络构建图卷积循环神经网络GCGRU模型,借助图卷积网络学习城市轨道网络的复杂拓扑结构,进而捕捉空间关联特征,通过循环神经网络变体门控循环单元学习多特征客流量的趋势变化规律从而捕捉时间特征。利用上海市1年的全网地铁断面客流量展开研究,并应用随机森林的平均不纯度减少方法进行特征选择,实验结果表明:在大规模城市轨道交通客流预测中,GCGRU能够很好的捕捉城市轨道客流的时空相关性,具有良好的预测效果,预测精度达89%。模型预测结果可为管理者进行轨道交通客流管理与运行组织提供依据,为出行者提供乘车拥挤预警信息,保证城市轨道交通网络的安全高效运营。 展开更多
关键词 客流预测 图卷积网络 门控循环单元 时间特征 空间特征
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基于点云的复杂三维模型特征参数提取研究 被引量:5
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作者 曾定邦 李俊杰 周雄辉 《组合机床与自动化加工技术》 北大核心 2019年第10期1-5,9,共6页
着眼于通过采集到的三维点云数据来计算实体的特征参数,提出了一种基于横截面变化的自适应分层方法将点云模型分割切片,采用基于Delaunay三角化的曲线重建算法来将切片截面重构出轮廓线;提出了高精度的轮廓参数计算方法来识别和处理多... 着眼于通过采集到的三维点云数据来计算实体的特征参数,提出了一种基于横截面变化的自适应分层方法将点云模型分割切片,采用基于Delaunay三角化的曲线重建算法来将切片截面重构出轮廓线;提出了高精度的轮廓参数计算方法来识别和处理多轮廓截面,提取切片截面的面积和质心坐标,并累积计算出三维模型整体的特征参数。以汽车发动机曲轴的动平衡参数计算为实例,验证了算法的精确性和高效性,自适应分层算法在计算效率上的提升超过12%,最终各项参数的计算误差都在2%以内。 展开更多
关键词 三维点云 参数计算 自适应切片 轮廓重建
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基于单轴地磁信号的滚转角及转速解算 被引量:3
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作者 刘英 张嘉易 +2 位作者 郝永平 孙林 张继发 《传感器与微系统》 CSCD 2018年第3期141-144,共4页
深入分析了基于单轴地磁传感器的旋转体滚转角与转速的实时解算方法,采用改进的均值滤波方法,有效减少了地磁电压信号干扰误差;根据低成本地磁器件的特点,提出了利用地磁信号周期采样点数T和零点C进行旋转体转速和转角实时预测的方法;... 深入分析了基于单轴地磁传感器的旋转体滚转角与转速的实时解算方法,采用改进的均值滤波方法,有效减少了地磁电压信号干扰误差;根据低成本地磁器件的特点,提出了利用地磁信号周期采样点数T和零点C进行旋转体转速和转角实时预测的方法;推导了变周期下周期采样点数量计算公式。实验结果表明:在应用单轴低成本磁阻器件条件下,算法可以实现旋转体滚转角度和转速的实时解算,对降低检测成本具有现实意义。 展开更多
关键词 地磁信号 均值滤波 滚转角 采样周期
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CAN总线控制器IP设计 被引量:5
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作者 汪晓翔 马琪 《电子科技》 2018年第10期29-32,共4页
CAN总线是面向工业测控系统通信应用的有效解决方案,文中提出一种高可靠性、高实时性和低成本的CAN总线控制器IP核设计方案。该IP核采用Verilog硬件描述语言,实现了CAN2. 0数据链路层协议,具备查错纠错能力,总线参数灵活可配满足不同应... CAN总线是面向工业测控系统通信应用的有效解决方案,文中提出一种高可靠性、高实时性和低成本的CAN总线控制器IP核设计方案。该IP核采用Verilog硬件描述语言,实现了CAN2. 0数据链路层协议,具备查错纠错能力,总线参数灵活可配满足不同应用需求。此外,将CAN总线控制器集成到片上系统,搭建完整FPGA验证平台,设计的CAN总线控制器作为CAN总线上的一个节点,验证该IP核的功能。实验结果表明,该CAN总线满足应用需求,控制器传输速率达到1 Mbit·s^(-1),传输报文丢失率低。 展开更多
关键词 CAN总线控制器 IP核 片上系统 FPGA验证
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Continuous FEM simulation of multi-pass plate hot rolling suitable for plate shape analysis 被引量:8
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作者 张金玲 崔振山 《Journal of Central South University》 SCIE EI CAS 2011年第1期16-22,共7页
In order to continuously simulate multi-pass plate rolling process,a 3-D elastic hollow-roll model was proposed and an auto mesh-refining module with data passing was developed and integrated with FE software,Marc.The... In order to continuously simulate multi-pass plate rolling process,a 3-D elastic hollow-roll model was proposed and an auto mesh-refining module with data passing was developed and integrated with FE software,Marc.The hollow-roll model has equivalent stiffness of bending resistance and deformation to the real solid and much less meshes,so the computational time is greatly reduced.Based on these,the factors influencing plate profile,such as the roll-bending force,initial crown,thermal crown and heat transfer during rolling and inter-pass cooling can be taken into account in the simulation.The auto mesh-refining module with data passing can automatically refine and re-number elements and transfer the nodal and elemental results to the new meshes.Furthermore,the 3-D modeling routine is parametrically developed and can be run independently of Marc pre-processing program.A seven-pass industrial hot rolling process was continuously simulated to validate the accuracy of model.By comparison of the calculated results with the industrial measured data,the rolling force,temperature and plate profile are in good accordance with the measured ones. 展开更多
关键词 有限元模拟 热轧过程 板形 多道 前处理程序 轧制过程 集成模块 有限元软件
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MODELING OF MICROSTRUCTURAL EVOLUTION IN MICROALLOYED STEEL DURING HOT FORGING PROCESS 被引量:15
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作者 J. Wang J. Chen Z. Zhao X.Y. Ruan 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2006年第4期279-286,共8页
The microstractural evolution of microalloyed steel during hot forging process was investigated using physical simulation experiments. The dynamic recrystallized fraction was described by modifying Avrami's equation,... The microstractural evolution of microalloyed steel during hot forging process was investigated using physical simulation experiments. The dynamic recrystallized fraction was described by modifying Avrami's equation, the parameters of which were determined by single hit compression tests. Double hit compression tests were performed to model the equation describing the static recrystallized fraction, and the obtained predicted values were in good agreement with the measured values. Austenitic grain growth was modeled as: Dinc^5 = D0^5 + 1.6 × 10^32t·exp ( -716870/RT ) using isothermal tests. Furthermore, an equation describing the dynamic recrystallized grain size was given as Ddyn=3771·Z^-0.2. The models of microstructural evolution could be applied to the numerical simulation of hot forging. 展开更多
关键词 microalloyed forging steel flow stress recrystallized fraction grain size
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SIX SIGMA OPTIMIZATION IN SHEET METAL FORMING BASED ON DUAL RESPONSE SURFACE MODEL 被引量:13
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作者 LI Yuqiang CUI Zhenshan ZHANG Dongjuan RUAN Xueyu CHEN Jun 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2006年第2期251-255,共5页
Iterations in optimization and numerical simulation for the sheet metal forming process may lead to extensive computation. In addition, uncertainties in materials or processing parameters may have great influence on t... Iterations in optimization and numerical simulation for the sheet metal forming process may lead to extensive computation. In addition, uncertainties in materials or processing parameters may have great influence on the design quality. A six sigma optimization method is proposed, by combining the dual response surface method (DRSM) and six sigma philosophy, to save computation cost and improve reliability and robustness of parts. Using this method, statistical technology, including the design of experiment and analysis of variance, approximate model and six sigma philosophy are integrated together to achieve improved quality. Two sheet metal forming processes are provided as examples to illustrate the proposed method. 展开更多
关键词 Six sigma optimization Sheet metal forming Dual response surface
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