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对人工神经网络技术在注塑成形研究中的主要应用和发展概况进行了综述,并将神经网络技术与正交试验设计方法、CAE模拟技术相结合,建立了注塑工艺参数与制品翘曲变形量关系的BP神经网络模型. 相似文献
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基于CAE,通过Taguchi实验分析注塑工艺参数对PP制品沉降斑的影响,找出其中影响较大的因素作为重点关注参数,实现了注塑工艺的优化,改善了制品表面沉降斑,从而明显提高了制品的表面质量。 相似文献
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翘曲变形是注塑制品常见的质量缺陷,阐述了制件翘曲变形的基本理论模型,介绍了翘曲分析流程,以鼠标下盖为例,运用MPI对其进行翘曲变形分析,同时通过优化工艺参数,以达到降低制品的翘曲量的目的,提高产品的成型质量,说明了MPI在注塑模具优化设计中的可靠性与实用性。 相似文献
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针对注塑成型缺陷成因求解的模糊性与不确定性,综合运用规则推理、模糊推理等人工智能技术,完成了注塑成型缺陷诊断及工艺优化系统的总体结构设计。通过采用规则推理和Mamdani模糊推理分别进行了注塑制品缺陷成因判定和工艺参数智能优化,详细阐述了模糊推理用于优化注塑成型工艺参数的整个过程。基于上述理论及VisualProlog应用平台,采用人工智能系统语言Prolog开发了注塑成型缺陷诊断及工艺优化专家系统,并给出应用实例。结果表明,此系统具备较好的注塑制品缺陷诊断及工艺优化能力,有一定的推广应用前景。 相似文献
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Patrick Hergan Julia Beter Steffen Stelzer Ewald Fauster Ralf Schledjewski 《Production Engineering》2018,12(2):185-194
This paper is dealing with the influence of processing parameters for manufacturing of steel–carbon-fiber-reinforced-plastic (CFRP) hybrid plates by using the one-shot-hybrid resin-transfer-moulding (OSH-RTM) process. A design of experiments study was carried out. The quality of the manufactured parts was quantified by the bending modulus, the apparent interlaminar shear strength (ILSS), the maximum deflection and the density of the CFRP. The following changeable processing parameters were chosen: mould temperature, resin temperature, change in mass flow and maximum injection pressure. It is shown that the mould temperature and the change in mass flow show significant impact on the flexural modulus, density and maximum deflection of the plate while there is no significant impact on the apparent ILSS. Furthermore, the interaction between the mould temperature and resin temperature is having an influence on the flexural modulus and density. 相似文献
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残余壁厚是衡量水辅助成型制品质量的重要指标,研究工艺参数对残余壁厚的影响规律对生产工艺具有重要指导意义。基于流体体积法,应用计算流体力学(CFD)计算软件分析了工艺参数对水辅助注塑三维弯管残余壁厚的影响。仿真分析中为了完整描述熔体黏度在实际成型中的变化,利用软件中的用户定义功能(UDF)完成对熔体黏度模型的定义。模拟分析表明:注水速率与熔体注射量是影响水管件成型质量的主要因素。提高注水速率,使得短时间内有更多熔体被推向前方,形成更小的残余壁厚。提高熔体注射量会降低水体穿透空间,得到的水管件残余壁厚更大。另一方面,本次模拟分析中诸如注水温度、模具温度、熔体温度等因素对残余壁厚影响并不大。 相似文献
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Warpage of injection-molded thermoplastics parts: Numerical simulation and experimental validation 总被引:3,自引:0,他引:3
Zhiying Guo Xueyu Ruan Yinghong Peng Dequn Li 《Journal of Materials Engineering and Performance》2002,11(2):138-144
A mathematical model and the integrated simulation program for predicting part warpage, which arises during injection molding
of thermoplastic polymers, were developed. To build the model, the finite element method (FEM) was used and the theory of
shells, represented as an assembly of flat elements formed by combining the constant strain triangular element and the discrete
Kirchhoff triangular element, was applied. This shell theory is well suited for thin injection molded products of complex
shape. Furthermore, in this work, experimental research on flat plates was performed to study the effect of the plastic material,
the mold structure, and certain key processing parameters on warpage. The investigated processing parameters include injection
pressure, packing pressure, injection time, packing time, cooling time, and melting temperature. Different examples were presented
to examine the developed simulation software, and results predicted from the simulation program were verified in the above
experiments and showed reasonable accuracy compared with experiment data. 相似文献
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Nik Mizamzul Mehat Shahrul Kamaruddin 《Journal of Materials Processing Technology》2011,211(12):1989-1994
The large amount of plastic products presently produced necessitates recycling and reuse of these non-biodegradable materials. However, the degradation in the mechanical properties of products made from recycled plastic is a major drawback that limits their use. This study aims to improve the mechanical properties of products made from recycled plastic by utilizing the Taguchi optimization method, instead of coupling the products with additives. By adopting L9 Taguchi OA, products made from various compositions of virgin and recycled plastic are produced by injection moulding. Four controllable factors (i.e., melt temperature, packing pressure, injection time, and packing time), each at three levels, are tested to determine the optimal combination of factors and levels in the manufacturing process. By determining the optimal combination of factors and levels, the appropriate blending ratio of virgin and recycled plastic can be evaluated from the mechanical performance exhibited by the compound. The effects of the optimal processing parameters and the addition of recycled plastic in various compositions on the mechanical properties and melt flow index of the produced parts are also investigated. The results reveal that the product made of 25% recycled polypropylene (PP) and 75% virgin PP exhibits a better flexural modulus compared to the virgin form. The same product exhibits a 3.4% decrease in flexural strength. The degradation in mechanical properties of products produced from recycled plastic can be improved by optimizing the influence processing parameters during the manufacturing process. 相似文献
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针对塑料直尺注射成型容易产生翘曲变形的问题,对其注射成型过程进行了优化分析,以降低注射成型中塑件的模内残留应力,提高塑件质量。采用正交优化方法和Minitab统计分析软件,将塑件的模内残留应力作为优化目标、对成型过程中影响塑件模内残留应力的模具温度、熔体温度、注射速率、保压压力与注射压力比和保压时间等5个工艺参数进行了优化分析。在此基础上,选取熔体温度、注射速率和保压时间这3个对优化目标有显著影响的工艺参数进行了二次优化,得到最优组合。最后进行试验,验证了数值模拟的合理性和优化分析的有效性。 相似文献
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介绍了基于UV-LIGA技术的导光板微结构注射成型工艺过程,对注射模型芯制作关键工艺进行了分析与研究,在优选关键制备环节工艺参数的基础上,制作了带有微结构的导光板镍型芯,并通过在精密注塑机上设置温度250℃、注射速度85 mm/s、保压压力80 MPa、保压时间7 s、模具温度80℃、冷却时间30 s的注射工艺参数,成功注射出了PMMA导光板微结构,微结构表面光滑,形貌理想。 相似文献
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注塑产品的翘曲是由于塑料的体积收缩、结晶和分子定向所引起的变形现象。以目前应用广泛的CAE软件MPI/warpage为工具详尽地分析了手机电池盖的翘曲变形情况,指出了的翘曲变形原因,并结合产品的分析结果对产品的精密注塑提出了相应的改进方案。 相似文献