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Optimized plastic injection molding process and minimized the warpage and volume shrinkage by response surface methodology with genetic algorithm and firefly algorithm techniques

机译:优化的塑料注塑工艺,并通过遗传算法和Firefly算法技术最小化响应表面方法的翘曲和体积收缩

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摘要

This goal of this paper is an optimization approach to generate suitable process setting of multi responses of the minimization of warpage and volume shrinkage in the plastic injection molding (PIM). Central composite design (CCD) was employed to handle the orthogonal array for experimental test runs and using the response surface methodology (RSM) to construct response surface equation model. Then the optimization methods of firefly algorithm (FA) that have never been applied to minimize warpage and volume shrinkage in the plastic injection molding (PIM) and genetic algorithm (GA) were employed to optimal parameter conditions with fitness function generated from RSM. Simulation software Moldex 3D and plastic injection machine were used as the experimental tests to show the comparison of the optimal performance of both metaheuristic algorithms. The results showed that the firefly algorithm created the suitable process parameters to meet the minimization of warpage and volume shrinkage better than the popular genetic algorithm for this study. It can be concluded that FA is very proper to approach the good performance in PIM.
机译:本文的这一目标是一种优化方法,可以在塑料注射成型(PIM)中产生最小化翘曲和体积收缩的多响应的合适处理设定。采用中央复合设计(CCD)来处理正交阵列进行实验测试运行,并使用响应面方法(RSM)来构建响应面方程模型。然后,从未应用以最小化塑料注射成型(PIM)和遗传算法(GA)中从未应用的萤火虫算法(FA)的优化方法用于最佳参数条件,具有从RSM产生的健身功能。仿真软件模型3D和塑料注射机用作实验测试,以显示了综合算法的最佳性能的比较。结果表明,萤火虫算法创造了合适的工艺参数,以满足比本研究的流行遗传算法更大的翘曲和体积收缩的最小化。可以得出结论,FA在PIM中接近良好表现是非常合适的。

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