多元统计
控制图
统计
休哈特个体控制图
统计过程控制
EWMA图表
计算机科学
多元分析
数学
过程(计算)
操作系统
作者
Paul Nomikos,John F. MacGregor
出处
期刊:Technometrics
[Taylor & Francis]
日期:1995-02-01
卷期号:37 (1): 41-59
被引量:1360
标识
DOI:10.1080/00401706.1995.10485888
摘要
The problem of using time-varying trajectory data measured on many process variables over the finite duration of a batch process is considered. Multiway principal-component analysis is used to compress the information contained in the data trajectories into low-dimensional spaces that describe the operation of past batches. This approach facilitates the analysis of operational and quality-control problems in past batches and allows for the development of multivariate statistical process control charts for on-line monitoring of the progress of new batches. Control limits for the proposed charts are developed using information from the historical reference distribution of past successful batches. The method is applied to data collected from an industrial batch polymerization reactor.
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