• DocumentCode
    323439
  • Title

    A hierarchical intelligent control system for milling machine

  • Author

    Li, Zuo ; Tao, Cheng ; Jing, Zuo ; Yanming, Liu ; Shuzi, Yang

  • Author_Institution
    Sch. of Mech. Sci. & Eng., Huazhong Univ. of Sci. & Technol., Wuhan, China
  • Volume
    1
  • fYear
    1997
  • fDate
    28-31 Oct 1997
  • Firstpage
    813
  • Abstract
    A new intelligent adaptive CNC system designed for a milling machine is presented. It is the first time a neural network controller has been applied successfully in the milling process. The direct neural network controller can obtain a constant milling force under varying milling conditions and adjusts its weights on-line without a specific pretraining stage or plant modeling. For improving the system´s intelligence level and its practicability, an expert controller is added so that the control system has a hierarchical structure. The milling experimental results show that the system has better control characteristics and can raise machining efficiency and tool protection
  • Keywords
    adaptive control; computerised numerical control; hierarchical systems; intelligent control; machine tools; machining; neurocontrollers; CNC; computerised numerical control; constant milling force; expert controller; hierarchical intelligent control system; intelligent adaptive control; milling machine; milling process; neural network controller; tool protection; weight adjustment; Adaptive systems; Computer numerical control; Control systems; Force control; Intelligent control; Intelligent systems; Machine intelligence; Metalworking machines; Milling; Neural networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Processing Systems, 1997. ICIPS '97. 1997 IEEE International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    0-7803-4253-4
  • Type

    conf

  • DOI
    10.1109/ICIPS.1997.672903
  • Filename
    672903