Warpage optimization with dynamic injection molding technology and sequential optimization method

被引:1
|
作者
Xinyu Wang
Junfeng Gu
Changyu Shen
Xicheng Wang
机构
[1] Dalian University of Technology,The State Key Laboratory of Structural Analysis for Industrial Equipment, Department of Engineering Mechanics
关键词
Dynamic injection molding technology; Warpage optimization; Kriging surrogate model; Expected improvement method; Sequential optimization;
D O I
暂无
中图分类号
学科分类号
摘要
Warpage is one of the serious defects for thin wall plastic injected component. This paper employs dynamic filling and packing process parameters as the new design variables to perform the optimization on warpage for the first time. In this paper, several numerical implementations for dynamic filling and packing are discussed in detail. The unclear functional relationship between the objective (maximum warpage) and 12 process parameters is characterized by the Kriging surrogate model approximately. These process parameters not only include the conventional process parameters, like melt temperature, filling time, packing pressure etc., but also include the new dynamic process parameters involving amplitude, frequency, and phase of vibration. Subsequently, the efficient global optimization method (expected improvement-based method) is used for searching the optimum solution sequentially. Final results suggest a set of process parameters of the dynamic injection molding technology with which the maximum warpage of a plastic part is greatly reduced. By comparison with the corresponding conventional injection, injecting pressure of the optimized system fluctuates with the same frequency as dynamic flow rate during filling, which plays a significant role for the warpage reduction.
引用
收藏
页码:177 / 187
页数:10
相关论文
共 50 条
  • [21] A Warpage Optimization method for Injection Molding Using Artificial Neural Network Combined Weighted Expected Improvement
    Shi, H.
    Wang, X.
    Xie, S.
    [J]. INTERNATIONAL POLYMER PROCESSING, 2012, 27 (03) : 341 - 347
  • [22] Warpage Optimization in Injection Molding Using MPSO-HNN and MPSO Algorithm
    Li, Xuejuan
    Ouyang, Jie
    Yang, Binxin
    Jiang, Tao
    [J]. POLYMER-PLASTICS TECHNOLOGY AND ENGINEERING, 2010, 49 (12) : 1247 - 1256
  • [23] Process Optimization and Effects of Material Properties on Numerical Prediction of Warpage for Injection Molding
    Gao, Yuehua
    Turng, Lih-Sheng
    Wang, Xicheng
    [J]. ADVANCES IN POLYMER TECHNOLOGY, 2008, 27 (04) : 199 - 216
  • [24] A minimum warpage design method for injection molding
    Gao Yuehua
    Wang Xicheng
    [J]. CJK-OSM 4: The Fourth China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, 2006, : 403 - 408
  • [25] A MULTICRITERIA SIMULATION OPTIMIZATION METHOD FOR INJECTION MOLDING
    Villarreal-Marroquin, Maria G.
    Castro, Jose M.
    Cabrera-Rios, Mauricio
    [J]. PROCEEDINGS OF THE 2011 WINTER SIMULATION CONFERENCE (WSC), 2011, : 2390 - 2402
  • [26] IMPOS: A method and system for injection molding optimization
    Bai, L.
    Gong, L.
    Chen, S.
    [J]. ICIEA 2006: 1ST IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-3, PROCEEDINGS, 2006, : 1003 - 1007
  • [27] A multicriteria simulation optimization method for injection molding
    Villarreal-Marroquin, Maria G.
    Cabrera-Rios, Mauricio
    Castro, Jose M.
    [J]. JOURNAL OF POLYMER ENGINEERING, 2011, 31 (05) : 397 - 407
  • [28] IMPOS: A method and system for injection molding optimization
    Bai, L.
    Gong, L.
    Chen, S.
    [J]. 2006 1ST IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-3, 2006, : 604 - +
  • [29] Sequential optimization of the injection molding gate locations using parallel efficient global optimization
    Yuan-Ming Hsu
    Xiaodong Jia
    Wenzhe Li
    Panayotis Manganaris
    Jay Lee
    [J]. The International Journal of Advanced Manufacturing Technology, 2022, 120 : 3805 - 3819
  • [30] Optimization of the Reduction of Shrinkage and Warpage for Plastic Parts in the Injection Molding Process by Extended Adaptive Weighted Summation Method
    Hiyane-Nashiro, Guillermo
    Hernandez-Hernandez, Maricruz
    Rojas-Garcia, Jose
    Rodriguez-Resendiz, Juvenal
    Manuel Alvarez-Alvarado, Jose
    [J]. POLYMERS, 2022, 14 (23)