A factor-analysis method for diagnosing variability in multivariate manufacturing processes

被引:81
作者
Apley, DW [1 ]
Shi, JJ
机构
[1] Texas A&M Univ, Dept Ind Engn, College Stn, TX 77843 USA
[2] Univ Michigan, Dept Ind & Operat Engn, Ann Arbor, MI 48109 USA
关键词
fault diagnosis; multivariate analysis; principal components analysis; quality control; statistical process control;
D O I
10.1198/00401700152404354
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In many modern manufacturing processes, large quantities of multivariate process-measurement data are available through automated in-process sensing. This article presents a statistical technique for extracting and interpreting information from the data for the purpose of diagnosing root causes of process variability. The method is related to principal components analysis and factor analysis but makes more explicit use of a model describing the relationship between process faults and process variability. Statistical properties of the diagnostic method are discussed, and illustrative examples from autobody assembly are provided.
引用
收藏
页码:84 / 95
页数:12
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