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首页> 外文期刊>Journal of mechanical and production engineering >OPTIMIZATION OF CNC END MILLING OF BRASS USING HYBRID TAGUCHI METHOD USING PCA AND GREY RELATIONAL ANALYSIS
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OPTIMIZATION OF CNC END MILLING OF BRASS USING HYBRID TAGUCHI METHOD USING PCA AND GREY RELATIONAL ANALYSIS

机译:基于PCA和灰色关联分析的混合Taguchi法优化黄铜的数控铣削

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摘要

In order to improve the quality and productivity the present study highlights the optimization of CNC end milling process parameters to provide good surface finish. The surface finish has been identified as one of the main quality attribute and is directly related to the productivity of a machine. In this paper an attempt has been made to optimize the process such that the best surface roughness value can be obtained in a process. Hence a multi objective optimization problem has been obtained which can be solved by the hybrid Taguchi method comprising of principal components analysis as well as utility theory. To meet the basic assumption of taguchi method in the present work individual response correlation has been eliminated first by means of Principal components analysis (PCA). Correlated responses have been transformed into uncorrelated quality indices called as principal components. From the principal components the quality loss estimates have been calculated and the Grey relational values are found out for the quality loss estimates. Then the overall grey relational grade has been calculated. Finally taguchi method has been used to solve the optimization problem. Simultaneous optimization of huge number of responses can be done using the aforesaid method.
机译:为了提高质量和生产率,本研究着重于优化CNC端铣削工艺参数以提供良好的表面光洁度。表面光洁度已被确定为主要质量属性之一,并且直接关系到机器的生产率。在本文中,已尝试优化工艺,以使工艺中可获得最佳的表面粗糙度值。因此,获得了一个多目标优化问题,可以通过包含主成分分析和效用理论的混合Taguchi方法解决该问题。为了满足Taguchi方法在当前工作中的基本假设,首先通过主成分分析(PCA)消除了个体反应相关性。相关的响应已转换为不相关的质量指标,称为主要成分。从主成分中计算出质量损失估算值,并为质量损失估算值找到灰色关联值。然后计算了总体灰色关联度。最后,Taguchi方法已用于解决优化问题。使用上述方法可以同时优化大量响应。

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