Modeling approach of regression orthogonal experiment design for the thermal error compensation of a CNC turning center

被引:34
|
作者
Du, ZC [1 ]
Yang, JG [1 ]
Yao, ZQ [1 ]
Xue, BY [1 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200030, Peoples R China
关键词
regression orthogonal; thermal error compensation; robust modeling; CNC machine tool;
D O I
10.1016/S0924-0136(02)00668-4
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Thermally induced errors can account for as much as 70% of the dimensional errors of a workpiece. Accurate modeling of errors is an essential part of error compensation. Based on analyzing the existing approaches of thermal error modeling for machine tools, a new approach of regression orthogonal design is proposed, which combines statistical theory with machine structures, surrounding conditions, engineering judgements, and experience in modeling. A whole computation and analysis procedure is given. The model obtained from this method is more robust and practical than those that obtained from the method that depends completely on the modeling data. More than 100 applications of a CNC turning center with only one thermal error model are given. The cutting diameter variation reduces from more than 35 to about 12 gm with orthogonal regression modeling and compensation of thermal error. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:619 / 623
页数:5
相关论文
共 50 条
  • [21] Robustness of thermal error compensation modeling models of CNC machine tools
    Miao, En-Ming
    Gong, Ya-Yun
    Niu, Peng-Cheng
    Ji, Chang-Zhu
    Chen, Hai-Dong
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2013, 69 (9-12): : 2593 - 2603
  • [22] The neural-fuzzy thermal error compensation controller on CNC machining center
    Tseng, PC
    Chen, SL
    JSME INTERNATIONAL JOURNAL SERIES C-MECHANICAL SYSTEMS MACHINE ELEMENTS AND MANUFACTURING, 2002, 45 (02) : 470 - 478
  • [23] Application of projection pursuit regression to thermal error modeling of a CNC machine tool
    Guo Qianjian
    Yang Jianguo
    The International Journal of Advanced Manufacturing Technology, 2011, 55 : 623 - 629
  • [24] Application of projection pursuit regression to thermal error modeling of a CNC machine tool
    Guo Qianjian
    Yang Jianguo
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2011, 55 (5-8): : 623 - 629
  • [25] Generalising capability of neuro-fuzzy and regression techniques for thermal error compensation in CNC machines
    Dixon, W
    Mehdi, Q
    Gough, N
    Pitchford, J
    SIMULATION IN INDUSTRY'99: 11TH EUROPEAN SIMULATION SYMPOSIUM 1999, 1999, : 410 - 414
  • [26] Synthesis modeling and real-time compensation of geometric error and thermal error for CNC machine tools
    Wang, Wei
    Yang, Jianguo
    Yao, Xiaodong
    Fan, Kaiguo
    Li, Zihan
    Jixie Gongcheng Xuebao/Journal of Mechanical Engineering, 2012, 48 (07): : 165 - 170
  • [27] Clustering Regression Modeling for Gear Hobbing Machine Thermal Error Compensation
    Guo, Qianjian
    Qi, Xiaoni
    ADVANCES IN GRINDING AND ABRASIVE TECHNOLOGY XV, 2009, 416 : 401 - +
  • [28] Two-dimensional thermal error compensation modeling for worktable of CNC machine tools
    Xinyuan Wei
    Enming Miao
    Hui Liu
    Shanlin Liu
    Suxin Chen
    The International Journal of Advanced Manufacturing Technology, 2019, 101 : 501 - 509
  • [29] Sub-regional thermal error compensation modeling for CNC machine tool worktables
    Wei, Xinyuan
    Feng, Xugang
    Miao, Enming
    Qian, Muyun
    Pan, Qiaosheng
    PRECISION ENGINEERING-JOURNAL OF THE INTERNATIONAL SOCIETIES FOR PRECISION ENGINEERING AND NANOTECHNOLOGY, 2022, 73 : 313 - 325
  • [30] Two-dimensional thermal error compensation modeling for worktable of CNC machine tools
    Wei, Xinyuan
    Miao, Enming
    Liu, Hui
    Liu, Shanlin
    Chen, Suxin
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2019, 101 (1-4): : 501 - 509