Multi-Objective Optimization of Single Point Incremental Sheet Forming of AA5052 using Taguchi based Grey Relational Analysis Coupled with Principal Component Analysis

被引:40
|
作者
Chinnaiyan, Pandivelan [1 ]
Jeevanantham, A. K. [1 ]
机构
[1] VIT Univ, Mfg Div, Sch Mech & Bldg Sci, Vellore 632014, Tamil Nadu, India
关键词
Incremental sheet forming; Formability; Surface roughness; Grey relational analysis; Principal component analysis; MULTIRESPONSE OPTIMIZATION; METAL; PARAMETERS; FORMABILITY;
D O I
10.1007/s12541-014-0595-3
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper presents a detailed experimental investigation on single point incremental forming (SPIF) of AA5052 sheet. In order to investigate the effects of incremental forming parameters, a straight-groove test was designed using L-18 orthogonal array (OA) and groves were performed along the rolling, transverse and 45 degrees (diagonal) directions on the cold-rolled sheets. The sum of major strain and minor strain as a measure of formability and the surface roughness were measured. These multi-objective responses were normalized using grey relational analysis (GRA). Moreover, the principal component analysis (PCA) was applied to evaluate the weighting values corresponding to each performance characteristics. The variability caused by the input parameters was apportioned using analysis of variance (ANOVA). Thus, the Taguchi method (TM) based GRA coupled with PCA was specifically adopted to determine the optimal combination of forming parameters. The confirmation experiment shows an average improved formability of 56.37% and surface roughness of 93.68%.
引用
收藏
页码:2309 / 2316
页数:8
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