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Multi-objective optimization of cutting parameters in high-speed milling based on grey relational analysis coupled with principal component analysis
Fu T(付涛); Zhao JB(赵吉宾); Liu WJ(刘伟军)
作者部门装备制造技术研究室
关键词High-speed Milling Grey Relational Analysis Principal Component Analysis Parameters Optimization
发表期刊Frontiers of Mechanical Engineering
ISSN2095-0233
2012
卷号7期号:4页码:445-452
收录类别CSCD
CSCD记录号CSCD:4694536
产权排序1
摘要This paper investigates optimization problem of the cutting parameters in high-speed milling on NAK80 mold steel. An experiment based on the technology of Taguchi is performed. The objective is to establish a correlation among spindle speed, feed per tooth and depth of cut to the three directions of cutting force in the milling process. In this study, the optimum cutting parameters are obtained by the grey relational analysis. Moreover, the principal component analysis is applied to evaluate the weights so that their relative significance can be described properly and objectively. The results of experiments show that grey relational analysis coupled with principal component analysis can effectively acquire the optimal combination of cutting parameters and the proposed approach can be a useful tool to reduce the cutting force.
语种英语
引用统计
文献类型期刊论文
条目标识符http://ir.sia.cn/handle/173321/10282
专题装备制造技术研究室
推荐引用方式
GB/T 7714
Fu T,Zhao JB,Liu WJ. Multi-objective optimization of cutting parameters in high-speed milling based on grey relational analysis coupled with principal component analysis[J]. Frontiers of Mechanical Engineering,2012,7(4):445-452.
APA Fu T,Zhao JB,&Liu WJ.(2012).Multi-objective optimization of cutting parameters in high-speed milling based on grey relational analysis coupled with principal component analysis.Frontiers of Mechanical Engineering,7(4),445-452.
MLA Fu T,et al."Multi-objective optimization of cutting parameters in high-speed milling based on grey relational analysis coupled with principal component analysis".Frontiers of Mechanical Engineering 7.4(2012):445-452.
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