中国塑料 ›› 2018, Vol. 32 ›› Issue (08): 94-104.DOI: 10.19491/j.issn.1001-9278.2018.08.016

• 加工与应用 • 上一篇    下一篇

遗传算法在动态黏弹性模型参数拟合中的应用研究

程军飞1,陈兴2,邓益民2,李德群3   

  1. 1. 宁波大学机械工程与力学学院
    2. 华中科技大学材料科学与工程学院
  • 收稿日期:2018-01-09 修回日期:2018-02-08 出版日期:2018-08-26 发布日期:2018-09-26
  • 基金资助:
    华中科技大学材料成型与模具技术国家重点实验室开放基金

Study on Application of Genetic Algorithm in Parameters Fitting of Dynamic Viscoelastic Model

  • Received:2018-01-09 Revised:2018-02-08 Online:2018-08-26 Published:2018-09-26

摘要: 为了研究聚合物材料弹性变形对微结构成型制品变形的影响,采用仿真分析手段对环烯烃类共聚物(TOPAS-COC)材料的滚动热压成型进行了模拟计算,并对TOPAS-COC聚合物材料黏弹性模型参数进行了拟合。通过比较改进的遗传算法和最小二乘法拟合的结果,发现遗传算法在寻找动态黏弹性模型参数中具有很好的寻优功能。利用平移原理获得参考温度下主曲线,将拟合得到的模型参数输入非线性有限元软件Abaqus中进行仿真模拟,正交实验结果表明,适当增加温度、减小预压紧量以及减小滚动速度可以降低弹性回复对微结构弹性变形的影响。

Abstract: To study the effect of the elastic deformation of polymeric materials on the deformation of microstructured products, a computational simulation was conducted to investigate the hot rolling press of a TOPAS-COC polymer. Moreover, based on the data fitting of the viscoelastic generalized-Maxwell model for the TOPAS-COC polymers, an improved genetic algorithm was proposed. By comparing the genetic algorithm and least-squares fitting results, it was found that the improved genetic algorithm was superior to the least-square method to accurately obtain model parameters of dynamic viscoelastic model. In addition, the principle of translation was used to obtain the master curve at a reference temperature, and the model parameters were input into Abaqus finite element software for simulation. The effects of the process parameters were analyzed on the basis of orthogonal experimental design, and the results indicated that the elastic recovery of the microstructure due to the elastic deformation could be reduced by improving temperature or reducing the preloading amount and rolling speed decreases with higher temperature, lower preload amount and the rolling speed.