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Optimization approach for processing design in the extrusion process of plastic profile with metal insert

机译:带金属嵌件的塑料型材挤压工艺中加工设计的优化方法

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The extrusion process of plastic profile with metal insert is a kind of novel and advanced plastic processing method which requires rigorous control on processing conditions to ensure the quality and performance of final products. However, it is still difficult to achieve an optimal processing design by using traditional “trial and error” method. An optimization approach for the processing design in the extrusion process of plastic profile with metal insert is proposed based on finite element simulation, back propagation neural network and genetic algorithm in the study. The finite element simulation is conducted to predict polymer melts flow in the extrusion process. The simulated results are extracted for the establishment of neural network. The genetic algorithm is performed for the search of globally optimal design variable with its objective function evaluated by using the established neural network model. The proposed approach is adopted for the optimization of processing conditions in the extrusion process of plastic profile with metal insert. According to the flow balance principle, the uniformity of outlet flow distribution is taken as the optimization objective with a constraint condition on the maximum shear stress. The optimization of two processing parameters including the volume flow rate and the metal insert moving velocity is conducted in the extrusion process of plastic profile with metal insert and the optimization objective is successfully achieved.
机译:带金属嵌件的塑料型材的挤压工艺是一种新颖,先进的塑料加工方法,需要严格控制加工条件以确保最终产品的质量和性能。但是,仍然难以通过使用传统的“尝试和错误”方法来实现最佳处理设计。在研究的基础上,基于有限元模拟,反向传播神经网络和遗传算法,提出了一种金属嵌件塑料异型材挤压工艺设计的优化方法。进行有限元模拟以预测挤出过程中聚合物熔体的流动。提取仿真结果以建立神经网络。使用建立的神经网络模型,通过遗传算法搜索目标函数来评估全局最优设计变量。所提出的方法被采用来优化具有金属嵌件的塑料型材的挤压工艺中的加工条件。根据流量平衡原理,以最大剪切应力为约束条件,以出口流量的均匀性为优化目标。在带金属嵌件的塑料异型材挤压工艺中,对体积流量和金属嵌件移动速度这两个加工参数进行了优化,成功达到了优化目的。

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