Grey relational analysis coupled with principal component analysis for optimization design of the cutting parameters in high-speed end milling

被引:122
|
作者
Lu, H. S. [1 ]
Chang, C. K. [2 ]
Hwang, N. C. [1 ]
Chung, C. T. [3 ]
机构
[1] Natl Formosa Univ, Dept Mech & Comp Aided Engn, Huwei 632, Yunlin, Taiwan
[2] Natl Kaohsiung First Univ Sci & Technol, Inst Engn Sci & Technol, Kaohsiung 811, Taiwan
[3] Natl Formosa Univ, Dept Vehicle Engn, Huwei 632, Yunlin, Taiwan
关键词
High-speed end milling; Grey relational analysis; Principal component analysis; Optimization; MULTIRESPONSE OPTIMIZATION; TAGUCHI METHOD; COMPOSITES;
D O I
10.1016/j.jmatprotec.2008.08.030
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper investigates optimization design of the cutting parameters for rough cutting processes in high-speed end milling on SKD61 tool steel. The major characteristics indexes for performance selected to evaluate the processes are tool life and metal removal rate, and the corresponding cutting parameters are milling type, spindle speed, feed per tooth, radial depth of cut, and axial depth of cut. In this study, the process is intrinsically with multiple performance indexes so that grey relational analysis that uses grey relational grade as performance index is specially adopted to determine the optimal combination of cutting parameters. Moreover, the principal component analysis is applied to evaluate the weighting values corresponding to various performance characteristics so that their relative importance can be properly and objectively described. The results of confirmation experiments reveal that grey relational analysis coupled with principal component analysis can effectively acquire the optimal combination of cutting parameters. Hence, this confirms that the proposed approach in this study can be an useful tool to improve the cutting performance of rough cutting processes in high-speed end milling process. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:3808 / 3817
页数:10
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