Dynamic modeling and parameter updating of machine tool spindle system based on response surface methodology and genetic algorithm

被引：0
|
作者：
Chen C.-H. [1 ]
Yao G.-X. [1 ]
Jin T.-T. [1 ]
Shen G.-X. [1 ]
Yu L.-J. [1 ]
Tian H.-L. [1 ]
机构：
[1] Key Laboratory of CNC Equipment Reliability, Ministry of Education, Jilin University, Changchun
来源：
Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition) | 2022年 / 52卷 / 10期
关键词：
dynamics analysis; Key words; multi-objective genetic algorithm; response surface; spindle system;
D O I：
10.13229/j.cnki.jdxbgxb20210311
中图分类号：
学科分类号：
摘要：
Considering that the simplified processing in the process of establishing the dynamic model of the spindle system will lead to a large error，a dynamic modeling method based on response surface and genetic algorithm is proposed. Firstly，the dynamic model of the spindle system is established by considering the stiffness of the spindle-holder joint surface and the bearing support stiffness. Secondly，the main factors that affect the accuracy of dynamics analysis are developed by comparing the first three natural frequencies of the spindle system model with rigid and flexible connections. Then，sample points of contact stiffness are constructed based on the dynamics model of the spindle system，and the stiffness of the spindle-holder joint in the sample point is used as the input parameter，then the first，second，and third order natural frequency are used as the output parameters，and the non-parametric regression method is used to fit the response surface. The relative value of the determination coefficient and the root mean square error is used to test the accuracy of the response surface. The multi-objective genetic algorithm is used to update the stiffness of spindle-holder joint，which is used to update the dynamic model of the spindle system. Finally，a case study shows that the proposed method based on the fusion response surface methodology and optimization algorithm has higher analysis accuracy. © 2022 Editorial Board of Jilin University. All rights reserved.
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页码：2278 / 2286
页数：8
相关论文
共 22 条
  • [1] Yang Zhao-jun, Chen Chuan-hai, Chen Fei, Et al., Progress in the research of reliability technology of machine tools, Journal of Mechanical Engineering, 49, 20, pp. 130-139, (2013)
  • [2] Altintas Y., Manufacturing Automation: Metal Cut⁃ ting Mechanics, Machine Tool Vibrations, and CNC Design, (2000)
  • [3] Altintas Y, Cao Yu-zhong, A general method for the modeling of spindle-bearing systems[J], Journal of Mechanical Design, 126, 6, pp. 1089-1104, (2004)
  • [4] Traore M Magara, Traore M Magara, Pei Yong-chen, Tan Qingchang, Dynamic stress characteristic of high-speed micro-holedrill, Journal of Jilin University(Engi⁃ neering and Technology Edition), 35, 6, pp. 606-612, (2005)
  • [5] Jiang Shu-yun, Mao He-bing, Investigation of vari⁃ able optimum preload for a machine tool spindle, International Journal of Machine Tools & Manufac⁃ ture, 50, 1, pp. 19-28, (2010)
  • [6] Cai Li-gang, Ma Shi-ming, Zhao Yong-sheng, Et al., Finite element modeling and modal analysis of heavy-duty mechanical spindle under multiple constraints, Journal of Mechanical Engineering, 48, 3, pp. 165-173, (2012)
  • [7] Jiang Yan-cui, Liu Xian-li, Wu Shi, Et al., Dynamics characteristics of the spindle system with the interface and axial milling force, Journal of Mechanical Engi⁃ neering, 51, 19, pp. 66-74, (2015)
  • [8] Kim T R, Wu S M, Eman K F., Identification of joint parameters for a taper joint, Journal of Engineering for Industry, 111, 3, pp. 282-287, (1989)
  • [9] Sun Wei, Wang Bo, Wen Bang-chun, Comparative analysis of dynamics characteristics for static and oper⁃ ation state of high-speed spindle system, Journal of Mechanical Engineering, 48, 11, pp. 146-152, (2012)
  • [10] Hanna I M, Agapiou J S, Stephenson D A., Modeling the HSK toolholder-spindle interface, Journal of Manufacturing Science & Engineering, 124, 3, pp. 734-744, (2002)
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