Global sensitivity analysis of a CNC machine tool: application of MDRM

被引:24
|
作者
Zhang, Xufang [1 ]
Zhang, Yimin [1 ]
Pandey, Mahesh D. [2 ]
机构
[1] Northeastern Univ, Sch Mech Engn & Automat, Shenyang 110819, LN, Peoples R China
[2] Univ Waterloo, Dept Civil & Environm Engn, Waterloo, ON N2L 3G1, Canada
关键词
Multiplicative dimensional reduction method; Global sensitivity analysis; System reliability analysis; Error analysis; Kinematic analysis; ERROR COMPENSATION; RELIABILITY-ANALYSIS; MODELS; UNCERTAINTY;
D O I
10.1007/s00170-015-7128-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Understanding the error propagation mechanism of a CNC machine tool is a prerequisite to improve machine tool kinematic accuracy by other techniques. This paper presents system reliability and global sensitivity analyses of a machine tool with the multiplicative dimensional reduction method (M-DRM). Reliability of the machine tool is defined as the probability that output error remains within a specified limit in entire target trajectory of tool cutter. This reliability problem is formulated as a series reliability problem that is solved using probability distribution of the maximal positioning error. The variance-based global sensitivity analysis is preformed to screen significant error components of the system kinematic error model. The proposed method is illustrated by a three-axis vertical milling machine tool for system reliability and global sensitivity analyses. Results are verified by Monte-Carlo simulation method. The procedure would be easily applied for probability-based kinematic analysis of machine tools based on other error models.
引用
收藏
页码:159 / 169
页数:11
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