• DocumentCode
    2920522
  • Title

    Parameters optimization of a multi-pass milling process based on imperialist competitive algorithm

  • Author

    Yang Yang ; Xinyu Li ; Liang Gao

  • Author_Institution
    State Key Lab. of Digital Manuf. Equip. & Technol., Huazhong Univ. of Sci. & Technol., Wuhan, China
  • fYear
    2013
  • fDate
    27-29 June 2013
  • Firstpage
    406
  • Lastpage
    410
  • Abstract
    In multi-pass milling, the selection of machining parameters is of great significance since the parameters affect the production time, quality, cost, and some other process performance measures greatly. However, the parameters optimization of the multi-pass milling process is a nonlinear constrained optimization problem. It is very difficult to obtain the satisfactory solutions by the traditional optimization methods. Therefore, in this paper, a new optimization technique based on imperialist competitive algorithm (ICA) is proposed to solve the parameters optimization problem in multi-pass milling process. The ICA is a population based meta-heuristic algorithm for unconstrained optimization problems. To address the constraints efficiently, the proposed approach introduces two constraints handling techniques, which include the penalty function method and the constraints handling strategy of ICA. A case study is presented to verify the effectiveness of the proposed method. The results show that the proposed method is better than other algorithms and achieves significant improvement.
  • Keywords
    computerised numerical control; milling; optimisation; ICA; imperialist competitive algorithm; machining parameters; multipass milling process; nonlinear constrained optimization problem; optimization technique; parameters optimization problem; penalty function method; unconstrained optimization problems; Genetic algorithms; Linear programming; Milling; Optimization; Sociology; constraints handling techniques; imperialist competitive algorithm; machining parameters optimization; multi-pass milling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Supported Cooperative Work in Design (CSCWD), 2013 IEEE 17th International Conference on
  • Conference_Location
    Whistler, BC
  • Print_ISBN
    978-1-4673-6084-5
  • Type

    conf

  • DOI
    10.1109/CSCWD.2013.6580997
  • Filename
    6580997