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Research on optimization design of the heating/cooling channels for rapid heat cycle molding based on response surface methodology and constrained particle swarm optimization

机译:基于响应面法和约束粒子群算法的快速热循环成型加热/冷却通道优化设计研究

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摘要

The aim of this work is to optimize the layout of the heating/cooling channels for rapid heat cycle molding with hot medium heating and coolant cooling by using response surface methodology and optimization technique. By means of a Box-Behnken experiment design technique, an experiment matrix with three factors and three levels was designed. The design variables including the diameter of the heating/cooling channels, distances from the wall of heating/cooling channel to the cavity surface and between the adjacent heating/cooling channels were used to describe the layout and shape of the heating/cooling channels. The heating efficiency, standard deviation of the cavity surface temperature and the maximum von-mises stress were considered as the model variables. Thermal response and structural strength analyses of the mold based on FEM were conducted to acquire the objective variables for combination of process parameters. Some mathematical models of response surface were created by the mixed regression model and response surface method. The analysis of variance (AN0VA) method was used to check the accuracy of the developed mathematical models. With these mathematical models, the layout of the heating/cooling channels was then optimized to minimize the required heating time within reasonable temperature distribution and structural strength of the cavity by coupling the developed response surface (RS) models with the particle swarm optimization (PSO) method.
机译:这项工作的目的是通过使用响应曲面方法和优化技术来优化热/加热通道的布局,以进行热介质加热和冷却剂冷却的快速热循环成型。利用Box-Behnken实验设计技术,设计了具有三个因素,三个层次的实验矩阵。设计变量包括加热/冷却通道的直径,从加热/冷却通道的壁到腔表面的距离以及相邻的加热/冷却通道之间的距离,用于描述加热/冷却通道的布局和形状。将加热效率,腔体表面温度的标准偏差和最大冯·米塞斯应力作为模型变量。进行了基于有限元分析的模具热响应和结构强度分析,以获取工艺参数组合的客观变量。通过混合回归模型和响应面方法建立了一些响应面数学模型。方差分析(AN0VA)方法用于检查开发的数学模型的准确性。利用这些数学模型,然后通过将已开发的响应面(RS)模型与粒子群优化(PSO)耦合,优化了加热/冷却通道的布局,以在合理的温度分布和腔体结构强度内将所需的加热时间最小化。方法。

著录项

  • 来源
    《Expert Systems with Application》 |2011年第6期|p.6705-6719|共15页
  • 作者单位

    Key Laboratory for Liquid-Solid Structural Evolution and Processing of Materials (Ministry of Education), Shandong University, Jinan, Shandong 250061, PR China Engineering Research Center for Mold and Die Technologies, Shandong University, Jinan, Shandong 250061, PR China;

    Key Laboratory for Liquid-Solid Structural Evolution and Processing of Materials (Ministry of Education), Shandong University, Jinan, Shandong 250061, PR China Engineering Research Center for Mold and Die Technologies, Shandong University, Jinan, Shandong 250061, PR China;

    Key Laboratory for Liquid-Solid Structural Evolution and Processing of Materials (Ministry of Education), Shandong University, Jinan, Shandong 250061, PR China Engineering Research Center for Mold and Die Technologies, Shandong University, Jinan, Shandong 250061, PR China;

    Key Laboratory for Liquid-Solid Structural Evolution and Processing of Materials (Ministry of Education), Shandong University, Jinan, Shandong 250061, PR China Engineering Research Center for Mold and Die Technologies, Shandong University, Jinan, Shandong 250061, PR China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    injection molding; rapid heat cycle molding (RHCM); steam heating; response surface methodology (RSM); particle swarm optimization (PSO);

    机译:注射成型;快速热循环成型(RHCM);蒸汽加热;响应表面方法(RSM);粒子群优化(PSO);

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