Optimal design of acceleration test of motorized spindle of numerical control Machine Tool considering parameter weight

被引:0
|
作者
Zhao H.-X. [1 ,2 ]
Yang Z.-J. [1 ,2 ]
Chen C.-H. [1 ,2 ,3 ]
Tian H.-L. [1 ,2 ]
Wang L.-P. [4 ]
机构
[1] Key Laboratory of Numerical Control Equipment Reliability, Ministry of Education, Jilin University, Changchun
[2] College of Mechanical and Aerospace Engineering, Jilin University, Changchun
[3] Chongqing Research Institute, Jilin University, Chongqing
[4] Department of Mechanical Engineering, Tsinghua University, Beijing
关键词
Accelerated degradation test; Motorized spindle; Numerical control machine; Optimal design; Reliability;
D O I
10.13229/j.cnki.jdxbgxb20211148
中图分类号
学科分类号
摘要
In order to solve the problem of low estimation accuracy of some model parameters in the multi stress step stress accelerated degradation test of motorized spindle, a new optimal design method of multi stress step stress accelerated degradation test scheme is proposed in this paper. The sensitivity analysis method and the comprehensive importance of stress are used to determine the weight of each parameter of the acceleration model in the accelerated degradation test, A new optimal design criterion is proposed based on Ds-optimality and parameter weight; the optimization process is given combined with genetic algorithm. Finally, taking the motorized spindle made in China as an example, the accelerated degradation test scheme is optimized, and the results are compared with the existing criteria, verify the effectiveness of the method. © 2022, Jilin University Press. All right reserved.
引用
收藏
页码:409 / 416
页数:7
相关论文
共 16 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] Yang Zuo-wei, Yin Guo-fu, Shang Xin, Et al., Coupling analysis model of thermal and dynamic characteristics of high-speed motorized spindle, Journal of Jilin University(Engineering and Technology Edition), 41, 1, pp. 100-105, (2011)
  • [3] Zheng Yu-bin, Yang Bin, Wang Xiao-feng, Et al., Design of accelerated life test time of motorized spindle based on weibull distribution, Journal of Jilin University(Engineering and Technology Edition), 48, 3, pp. 767-772, (2018)
  • [4] Nelson W., Analysis of performance degradation data from accelerated tests, IEEE Transactions on Reliability, 30, 2, pp. 149-155, (1981)
  • [5] Nelson W., Accelerated Testing: Statistical Methods, Test Plans, and Data Analysis, (1990)
  • [6] Ge Zheng-zheng, Jiang Tong-min, Han Shao-hua, Et al., Design of accelerated degradation testing with multiple stresses based on D optimality, Systems Engineering and Electronic Technology, 34, 4, pp. 846-853, (2012)
  • [7] Han Shao-hua, Ge Zheng-zheng, Jiang Tong-min, Et al., CSADT design based on D optimization method, Equipment Environmental Engineering, 9, 4, pp. 82-87, (2012)
  • [8] Zhang C F, Shi Y., Optimum simple accelerated life tests based on progressively Type-I hybrid censoring, International Journal of System Assurance Engineering and Management, 8, 2, pp. 849-856, (2017)
  • [9] Huang T, Jiang T., Optimum design of equivalent accelerated life testing plans based on proportional hazards-proportional odds model, Journal of Systems Engineering and Electronics, 22, pp. 871-878, (2011)
  • [10] Toyoda M, Shen T., A receding horizon D-optimization approach for model identification-oriented input design and application in combustion engines, Applied Mathematical Modelling, 42, pp. 175-187, (2017)