An adaptive T2 chart for multivariate process monitoring and diagnosis

被引:16
|
作者
Zhu, Yongzhong [1 ]
Jiang, Wei [2 ]
机构
[1] Hohai Univ, Coll Sci, Nanjing, Peoples R China
[2] Hong Kong Univ Sci & Technol, Dept Ind Engn & Logist Management, Hong Kong, Hong Kong, Peoples R China
关键词
Average run length; M chart; regression-adjusted chart; statistical process control; U-2; chart; STATISTICAL PROCESS-CONTROL; QUALITY-CONTROL; IDENTIFICATION; VARIABLES; SIGNALS;
D O I
10.1080/07408170902942675
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Hotelling's T-2 chart is one of the most popular multivariate control charts for monitoring multiple variables simultaneously. The identification of response variables from T-2 charts is an area that is currently receiving considerable attention. This paper proposes an adaptive T-2 chart that combines process monitoring and diagnosis in a unified manner. The proposed procedure has a close relationship with the U-2 chart, but it is data oriented and does not have a priori knowledge of the potential shifts space. It can adaptively capture shift information from the sample data to construct the U-2 test statistic and is shown to be very competitive with other alternative charts for multivariate statistical process control in terms of both mean monitoring and fault diagnosis.
引用
收藏
页码:1007 / 1018
页数:12
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