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首页> 外文期刊>The International Journal of Advanced Manufacturing Technology >An effective warpage optimization method in injection molding based on the Kriging model
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An effective warpage optimization method in injection molding based on the Kriging model

机译:基于克里格模型的一种有效的注塑翘曲优化方法

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摘要

In this paper, an effective optimization method using the Kriging model is proposed to minimize the warpage in injection molding. The warpage deformations are nonlinear, implicit functions of the process conditions, which are typically evaluated by the solution of finite element (FE) equations, a complicated task which often involves huge computational effort. The Kriging model can build an approximate function relationship between warpage and the process conditions, replacing the expensive FE reanalysis of warpage in the optimization. In addition, a “space-filing” sampling strategy for the Kriging model, named rectangular grid, is modified. Moldflow Corporation’s Plastics Insight software is used to analyze the warpage deformations of the injection-molded parts. As an example, the warpage of a cellular phone cover is investigated, where the mold temperature, melt temperature, injection time, and packing pressure are regarded as the design variables. The result shows that the proposed optimization method can effectively decrease the warpage deformations of the cellular phone cover and that the injection time has the most important influence on warpage in the chosen range.
机译:本文提出了一种使用克里格模型的有效优化方法,以最大程度地减少注塑成型中的翘曲。翘曲变形是过程条件的非线性隐式函数,通常通过有限元(FE)方程的解来评估,这是一项复杂的任务,通常涉及大量的计算工作。克里格模型可以建立翘曲和工艺条件之间的近似函数关系,从而替代了优化过程中昂贵的有限元翘曲重新分析。此外,还修改了克里格模型的“空间归档”采样策略,即矩形网格。 Moldflow Corporation的Plastics Insight软件用于分析注模零件的翘曲变形。例如,研究了手机外壳的翘曲,其中将模具温度,熔融温度,注射时间和包装压力视为设计变量。结果表明,所提出的优化方法可以有效地减少手机外壳的翘曲变形,并且注射时间在所选范围内对翘曲影响最大。

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