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Aluminum-zinc alloy squeeze casting technological parameters optimization based on PSO and ANN 总被引:1,自引:0,他引:1
SHU Fu-hua 《中国铸造》2007,4(3):202-205
This paper presents a kind of ZA27 squeeze casting process parameter optimization method using artificial neural network (ANN) combined with the particle swarm optimizer (PSO). Regarding the test data as samples and using neural network create ZA27 squeeze casting process parameters and mechanical properties of nonlinear mapping model. Using PSO optimize the model and obtain the optimum value of the process parameters. Make full use of the non-neural network mapping capabilities and PSO global optimization capability. The network uses the radial direction primary function neural network, using the clustering and gradient method to make use of network learning, in order to enhance the generalization ability of the network. PSO takes dynamic changing inertia weights to accelerate the convergence speed and avoid a local minimum. 相似文献
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Li Yuanyuan ;Zhang Weiwen ;Zhao Haidong ;You Dongdong ;Zhang Datong ;Shao Ming ;Zhang Wen 《中国铸造》2014,(4):239-246
Squeeze casting is a technology with short route,high efficiency and precise forming,possessing features of casting and plastic processing.It is widely used to produce high performance metallic structural parts.As energy conservation and environmental protection concerns have risen,lightweight and high performance metal parts are urgently needed,which accelerated the development of squeeze casting technology over the past two decades in China.In this paper,research progress on squeeze casting alloys,typical parts manufacturing and development of squeeze casting equipment in China are introduced.The future trend and development priorities of squeeze casting are discussed. 相似文献
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板坯热送热装或连铸连轧技术逐渐被越来越多的钢厂采用,然而其进一步发展受到连铸坯质量的制约。故针对连铸坯缺陷的有效判断可避免存在质量问题的铸坯进入轧制环节,从而降低额外的能耗。基于对铸坯质量的在线检测困难这一问题,从生产大数据的角度建立了板坯热轧卷的质量预测模型。首先根据正常与缺陷产品高度不平衡的数据特点,提出了相关性分析、不平衡数据随机分类与主成分数据降维三者相结合的数据预处理方法,随后选择GA-BP神经网络算法构建了针对低碳钢、包晶钢和中碳钢的热轧卷质量预测模型。预测模型具有较高的准确率,其中低碳钢模型总体预测准确率达到94.7%,缺陷预测准确率为82.8%;包晶钢模型总体预测准确率达到93.3%,缺陷预测准确率为87.5%;中碳钢模型总体预测准确率为85.4%,缺陷预测准确率为87.3%。最后,基于Python语言编写了热轧卷质量在线预测软件,可对热轧卷质量进行实时预测,方便快速地溯源缺陷发生原因。 相似文献
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文章针对目前应用共享的国内外研究现状,从应用共享的原理入手,对应用共享的一个核心问题--共享机制以及按共享机制的分类进行了分析和研究,进而讨论了应用共享的实现过程所涉及到应用共享实现方法.并通过协同设计工具及系统的开发对实现应用共享过程中遇到的问题,提出了一些相对较优的解决办法. 相似文献
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汽车压铸及铸造铝合金 总被引:1,自引:0,他引:1
介绍了汽车铝合金中压铸、铸造合金的比例,变化趋势,在某些国家地区的产量。详细介绍了日本和美国近些年来各类汽车铝材的发货量,中国和日本压铸、铸造铝合金的化学成分、性能、特点及应用,各种铸造铝合金的热处理规范,汽车用高强度铸造铝合金的特点,典型汽车铸造铝产品的选材、生产与性能。介绍了压力铸造、金属型低压铸造、科斯沃斯法、气化模铸造工艺,列出了低压铸造工艺生产的各类铸件特征、材料和工艺。预测了汽车用铝的前景。 相似文献
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1 .IntroCtion Seleetive Laser Sintering(SLS)15 an imPortant field ofRaPid PrototyPing(RP),due to its caPability ofProeessinga very wide range ofmaterialsinadireetway.AtPresent,most of sintering materials are nonmetallie, 相似文献
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高拉速连铸具有高效、低成本的特点,是未来连铸的发展方向。以常规板坯结晶器为研究对象,采用大涡模拟方法对结晶器内的卷渣现象深入分析。结果表明,在连铸坯拉速较低的情况下,结晶器流场较为稳定,钢液冲击速度较小,上返流速度较小,界面波动幅度不大。在高拉速的情况下,钢液冲击速度增加,渣金界面速度及卷渣数量明显提高。通过界面最大速度分析,建立了一个临界卷渣速度的计算准则,发现不同拉速情况下的临界卷渣速度是不一样的,造成这种现象的原因在于卷渣机理的不同。本模型对控制常规板坯高拉速连铸生产具有一定指导意义。 相似文献
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论述了建立制造企业网与Web数据库的必要性。分析了互联网络环境中柔性加工单元的制造模式。详细讨论了用JDBC编写Web数据库应用程序的原理。最后分析了Web数据库存在的安全防护问题 相似文献
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S queeze casting has been widely used for automotive struc tural parts because it offers a vast material selection from aluminum and magnesium alloys. In comparison with low pressure die casting, squeeze casting also overcomes many fluidity problems and thus it can use both hypereutectic and hypoeutectic alloys such as 319, 383 and 390. Squeeze casting can also apply “spot solidification” technology in addition to directional solidification method. The shortcoming of directional solidificati… 相似文献
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Tilt casting is a process with the unique feature that, in principle, liquid metal can be transferred into a mould by simple mechanical means under the action of gravity, but without surface turbulence. It therefore has the potential to produce very high quality castings. Even so, the process is not often optimised in the industrial environment. This investigation represents an attempt to investigate some fundamental problems associated with the process.A computer controlled, programmable roll-over casting wheel with a diameter of 1 m was used to produce sand castings in an Al-4.5% Cu alloy. The filling of the mould was studied using realtime X-ray radiography. Real-time X-ray radiography revealed that the molten metal could exhibit tranquil, turbulent or chaotic flow into the mould during tilt casting, depending on (i) the angle of tilt of the mould at the start of casting, and (ii) the tilting speed. Essentially horizontal transfer of the melt could achieve tranquil filling of the mould with minimum surface turbulence by a tilt starting position above the horizontal. The tensile properties of castings made using various starting conditions and rotation rates were measured and the results analysed using Weibull statistics to quantify reliability. Results are summarised on a map of the various operating regimes for tilt casting. An operational window for the production of reliable castings has been defined for the first time. 相似文献
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I t is of great im portance to investigate the casting processes forhigh precision thin wallferrous m etalparts because the processes are helpful in reducing energy consum ption,saving raw m aterials and decreasing m achine weight.To achieve these objectives,m any casting m ethods have been developed.Vacuum -sealed m olding process,the V-processforshort,iswidely used to m ake iron castingswith relatively thin wall,high precision and sm ooth surface [1-4]. H owever,the process cannotbe used to … 相似文献
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Microstructures of electromagnetic casting and direct chill casting LY12 aluminum alloys 总被引:1,自引:0,他引:1
1 INTRODUCTIONElectromagneticcasting (EMC)isatechnologydevelopedbythecombinationofmagnetohy drodynamics (MHD )andcastingengineering[13] .TheEMCtechnologydependsontheelectromagneticforcetopreventthemetalfromtouchingthemold .Dependingontheinteractionofeddycurrentsinducedinthemetalandthemagneticfieldoftheinductor ,theliquidmetalcolumniskeptstable[4 6 ] .Thecon tactlesscastingofEMCmayeliminatetheliquidationbuild upsandfeathercrystals ,relievethescalpingop erationbeforethehotrollprocess … 相似文献