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- Title
On the Monitoring of Linear Profiles in Multistage Processes.
- Authors
Ghahyazi, Masoumeh Eghbali; Niaki, Seyed Taghi Akhavan; Soleimani, Paria
- Abstract
In most modern manufacturing systems, products are often the output of several correlated stages. Nevertheless, quality of a product or process in both single and multistage processes is usually expressed by a single quality characteristic, two or more characteristics, or profiles. Although there are many studies in univariate and multivariate-multistage process monitoring, fewer works focus on profile monitoring of multistage processes. This paper addresses the problem of monitoring a simple linear profile that is going through a multistage process in phase II. Using a first-order autoregressive correlation model, the relationship between the stages is first modeled. Then, the cascade effect of multistage processes on the performance of T2 control chart is studied. We show that the cascade property has a significant impact on the performances of the chart in downstream stages. Next, a U statistic is used to eliminate the cascade effect, and the control scheme is modified accordingly. Simulation studies reveal that the modified control chart performs well. Copyright © 2013 John Wiley & Sons, Ltd.
- Subjects
QUALITY control charts; MANUFACTURING processes; AUTOREGRESSIVE models; PRODUCTION engineering; INDUSTRIAL engineering research
- Publication
Quality & Reliability Engineering International, 2014, Vol 30, Issue 7, p1035
- ISSN
0748-8017
- Publication type
Article
- DOI
10.1002/qre.1531