A practical approach for interpreting multivariate T-2 control chart signals

被引:185
作者
Mason, RL [1 ]
Tracy, ND [1 ]
Young, JC [1 ]
机构
[1] MCNEESE STATE UNIV,LAKE CHARLES,LA 70609
关键词
Hotelling's T-2 statistic; multiple regression; multivariate control charts;
D O I
10.1080/00224065.1997.11979791
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
A persistent problem in multivariate control chart procedures is the interpretation of a signal. Determining which variable or group of variables is contributing to the signal can be a difficult task for the practitioner. However, a procedure for decomposing the T-2 statistic into orthogonal components greatly aids the interpretation effort. In this paper, a series of examples illustrates the usefulness of this interpretation scheme and relates it to the familiar concept of a statistical distance measure. The relationship between the T-2 decomposition procedure and a regression of one variable on a subset of other variables is also demonstrated, and used to aid signal interpretation. Recommendations are made and steps are suggested to provide a faster sequential computation scheme for the decomposition.
引用
收藏
页码:396 / 406
页数:11
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