Injection Molding Process Optimization of Multi-Objective Based on MUD-RBFNN-GA

被引:1
|
作者
Sun, Baoshou [1 ,2 ]
Chen, Zhe [1 ]
Gu, Boqin [2 ]
Huang, Xiaodiao [2 ]
机构
[1] Ningbo Univ, Fac Mech Engn & Mech, Ningbo 315211, Zhejiang, Peoples R China
[2] Nanjing Univ Technol, Coll Mech & Power Engn, Nanjing 210009, Peoples R China
关键词
Injection molding; Multiple uniform designs; RBF neural network; Genetic algorithm; Process optimization;
D O I
10.4028/www.scientific.net/AMM.37-38.564
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The optimization algorithm of MUD-RBFNN-GA was proposed in this article. An injection molding process optimization model of multi-factor and multi-objective was also researched. The multiple uniform designs of experiment was applied to optimize the processing parameters. During this process, the RBF neural network was established, where the melt temperature, mold temperature and packing pressure were taken as the inputs, and warpage, area of air-traps and weld-line length as the outputs, and the Moldflow simulation analysis was used to obtain the output values. By combining the algorithm with genetic algorithm and global optimization in the networks, we can get the optimal process parameters. The results show that the multi-objective optimization based on MUD-RBFNN-GA is practically applicable, and it can reduce the molding defects effectively.
引用
收藏
页码:564 / +
页数:2
相关论文
共 50 条
  • [1] Multi-objective Optimization of an Injection Molding Process
    Alvarado-Iniesta, Alejandro
    Garcia-Alcaraz, Jorge L.
    Del Valle-Carrasco, Arturo
    Perez-Dominguez, Luis A.
    NEO 2015, 2017, 663 : 391 - 407
  • [2] Experimental-Based Multi-objective Optimization of Injection Molding Process Parameters
    Mukras, Saad M. S.
    Omar, Hanafy M.
    al-Mufadi, Fahad A.
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2019, 44 (09) : 7653 - 7665
  • [3] Experimental-Based Multi-objective Optimization of Injection Molding Process Parameters
    Saad M. S. Mukras
    Hanafy M. Omar
    Fahad A. al-Mufadi
    Arabian Journal for Science and Engineering, 2019, 44 : 7653 - 7665
  • [4] Multi-objective process parameter optimization for energy saving in injection molding process
    Lu, Ning-yun
    Gong, Gui-xia
    Yang, Yi
    Lu, Jian-hua
    JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE A, 2012, 13 (05): : 382 - 394
  • [5] Multi-objective process parameter optimization for energy saving in injection molding process
    Ningyun LU Guixia GONG Yi YANG Jianhua LU College of Automation EngineeringNanjing University of Aeronautics and AstronauticsNanjing China Department of Control Engineering and ScienceZhejiang UniversityHangzhou China School of Computer Science and EngineeringSoutheast UniversityNanjing China
    Journal of Zhejiang University-Science A(Applied Physics & Engineering), 2012, 13 (05) : 382 - 394
  • [6] Multi-objective process parameter optimization for energy saving in injection molding process
    Ning-yun Lu
    Gui-xia Gong
    Yi Yang
    Jian-hua Lu
    Journal of Zhejiang University SCIENCE A, 2012, 13 : 382 - 394
  • [7] Study on multi-objective optimization of the mechanical structure based on the RBFNN and the Pareto GA
    Liu Qian
    Shi Weijia
    Wang Jingang
    Tai Xiaohong
    Proceedings of the International Conference on Mechanical Transmissions, Vols 1 and 2, 2006, : 1448 - 1451
  • [8] Multi-objective optimization of MIMO plastic injection molding process conditions based on particle swarm optimization
    Gang Xu
    Zhi-tao Yang
    Guo-dong Long
    The International Journal of Advanced Manufacturing Technology, 2012, 58 : 521 - 531
  • [9] Multi-objective optimization of MIMO plastic injection molding process conditions based on particle swarm optimization
    Xu, Gang
    Yang, Zhi-tao
    Long, Guo-dong
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2012, 58 (5-8): : 521 - 531
  • [10] Multi-Objective Optimization of Injection Molding Process for Determination of Feasible Moldability Index
    Moayyedian, Mehdi
    Mamedov, Ali
    29TH CIRP DESIGN CONFERENCE 2019, 2019, 84 : 769 - 773