Residential College | false |
Status | 已發表Published |
Design of Multiple Cause-Selecting Charts for Multistage Processes with Model Uncertainty | |
Lianjie Shu1; Fugee Tsung1; Kailash C. Kapur2 | |
2004 | |
Source Publication | Quality Engineering |
ISSN | 0898-2112; 1532-4222 |
Volume | 16Issue:3Pages:437-450 |
Abstract | The cause-selecting chart (CSC) is an effective statistical process control tool for monitoring multistage processes. The multiple cause-selecting chart (MCSC) is the further development of the CSC, which deals with the case when the output measure is a function of multiple input measures. In practice, the model relating the input and output measures often needs to be estimated before the MCSC is implemented. However, the traditional design of MCSCs does not take parameter uncertainties into account when estimating the control limits. The actual false-alarm rate can substantially differ from what is expected. This article presents the design and implementation of MCSCs using prediction limits to account for parameter uncertainties. These limits are developed using two types of procedures: the least-squares estimation and principal component regression. The simulation results show that the prediction limits are quite effective in terms of maintaining a desired false-alarm rate. |
Keyword | Principal Components Regression Statistical Process Control |
DOI | 10.1081/QEN-120027945 |
Language | 英語English |
Scopus ID | 2-s2.0-1942436723 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | DEPARTMENT OF ACCOUNTING AND INFORMATION MANAGEMENT |
Corresponding Author | Fugee Tsung |
Affiliation | 1.Department of Industrial Engineering and Engineering Management, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong 2.Department of Industrial Engineering, University of Washington, Seattle, Washington, USA |
Recommended Citation GB/T 7714 | Lianjie Shu,Fugee Tsung,Kailash C. Kapur. Design of Multiple Cause-Selecting Charts for Multistage Processes with Model Uncertainty[J]. Quality Engineering, 2004, 16(3), 437-450. |
APA | Lianjie Shu., Fugee Tsung., & Kailash C. Kapur (2004). Design of Multiple Cause-Selecting Charts for Multistage Processes with Model Uncertainty. Quality Engineering, 16(3), 437-450. |
MLA | Lianjie Shu,et al."Design of Multiple Cause-Selecting Charts for Multistage Processes with Model Uncertainty".Quality Engineering 16.3(2004):437-450. |
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