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
  • [11] Robust modeling and real time compensation for the thermal error on a large number of CNC turning centers
    Yang, JG
    Ren, YQ
    Du, ZC
    ADVANCES IN GRINDING AND ABRASIVE PROCESSES, 2004, 259-2 : 756 - 760
  • [12] Thermal Error Modeling and Compensation for an INDEX-G200 Turning Center
    Guo, Q. J.
    He, L.
    Zhu, G. M.
    DIGITAL DESIGN AND MANUFACTURING TECHNOLOGY II, 2011, 215 : 53 - 55
  • [13] A Novel Two-Mode Integral Approach for Thermal Error Modeling in CNC Milling-Turning Machining Center
    Lian, Wenwu
    Zhang, Lei
    Wang, Kun-Chieh
    Chen, Hong-Yi
    Yang, Chi-Hsin
    IEEE ACCESS, 2022, 10 : 85483 - 85492
  • [14] Thermal error modeling of CNC turning center using radial basis function neural network
    Du, Zheng-Chun
    Yang, Jian-Guo
    Dou, Xiao-Long
    Liu, Xing
    Shanghai Jiaotong Daxue Xuebao/Journal of Shanghai Jiaotong University, 2003, 37 (01): : 26 - 29
  • [15] Neuro-Fuzzy and Regression techniques for CNC thermal error compensation
    Dixon, W
    Mehdi, Q
    Gough, N
    Pitchford, J
    APPLICATIONS AND INNOVATIONS IN INTELLIGENT SYSTEMS VII, 2000, : 304 - 322
  • [16] Spindle axial thermal growth modeling and compensation on CNC turning machines
    Liu, Kuo
    Liu, Yu
    Sun, Mingjia
    Li, Xiaolei
    Wu, Yuliang
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2016, 87 (5-8): : 2285 - 2292
  • [17] Spindle axial thermal growth modeling and compensation on CNC turning machines
    Kuo Liu
    Yu Liu
    Mingjia Sun
    Xiaolei Li
    Yuliang Wu
    The International Journal of Advanced Manufacturing Technology, 2016, 87 : 2285 - 2292
  • [18] An improved method for straightness error modeling and compensation in CNC machining center
    Fan, Kaiguo
    Li, Haolin
    Yang, Jianguo
    2014 SECOND INTERNATIONAL CONFERENCE ON ENTERPRISE SYSTEMS (ES), 2014, : 174 - 178
  • [19] Real-time compensation method for the geometric and thermal error on CNC turning machine
    School of Mechanical Eng., Shanghai Jiaotong Univ., Shanghai 200240, China
    Sichuan Daxue Xuebao (Gongcheng Kexue Ban), 2008, 1 (163-166): : 163 - 166
  • [20] Robustness of thermal error compensation modeling models of CNC machine tools
    En-Ming Miao
    Ya-Yun Gong
    Peng-Cheng Niu
    Chang-Zhu Ji
    Hai-Dong Chen
    The International Journal of Advanced Manufacturing Technology, 2013, 69 : 2593 - 2603