Robust individual control chart for change point model
Control charts are used to monitor for changes in a process by distinguishing between common and special causes of variability. When a control chart signals, process engineers must initiate a search for the special cause of the process disturbance. Identifying which combination of the many process...
| Main Authors: | , |
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| Format: | Article |
| Language: | English English |
| Published: |
World Scientific and Engineering Academy and Society
2010
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| Online Access: | http://psasir.upm.edu.my/id/eprint/16590/ http://psasir.upm.edu.my/id/eprint/16590/1/Robust%20individual%20control%20chart%20for%20change%20point%20model.pdf |
| _version_ | 1848843004206383104 |
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| author | Ng, Kooi Huat Midi, Habshah |
| author_facet | Ng, Kooi Huat Midi, Habshah |
| author_sort | Ng, Kooi Huat |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | Control charts are used to monitor for changes in a process by distinguishing between common and special causes of variability. When a control chart signals, process
engineers must initiate a search for the special cause of the process disturbance. Identifying which combination of the many process variables is responsible for a change in the process allows engineers to improve quality by preventing or avoiding changes in those variables which lead to poor quality. We examine a process-monitoring tool that not only provides speedy detection regardless of the magnitude of the process shift, but also provides useful
change point statistics. Robustness against assignable causes of variation appears to be important and a likelihood ratio method is used to develop test statistics for step change shifts.The performance of the proposed methodology is demonstrated with numerical example and
simulation studies. |
| first_indexed | 2025-11-15T08:08:08Z |
| format | Article |
| id | upm-16590 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-15T08:08:08Z |
| publishDate | 2010 |
| publisher | World Scientific and Engineering Academy and Society |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-165902015-12-16T08:28:11Z http://psasir.upm.edu.my/id/eprint/16590/ Robust individual control chart for change point model Ng, Kooi Huat Midi, Habshah Control charts are used to monitor for changes in a process by distinguishing between common and special causes of variability. When a control chart signals, process engineers must initiate a search for the special cause of the process disturbance. Identifying which combination of the many process variables is responsible for a change in the process allows engineers to improve quality by preventing or avoiding changes in those variables which lead to poor quality. We examine a process-monitoring tool that not only provides speedy detection regardless of the magnitude of the process shift, but also provides useful change point statistics. Robustness against assignable causes of variation appears to be important and a likelihood ratio method is used to develop test statistics for step change shifts.The performance of the proposed methodology is demonstrated with numerical example and simulation studies. World Scientific and Engineering Academy and Society 2010 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/16590/1/Robust%20individual%20control%20chart%20for%20change%20point%20model.pdf Ng, Kooi Huat and Midi, Habshah (2010) Robust individual control chart for change point model. WSEAS Transactions on Mathematics, 9 (7). pp. 499-508. ISSN 1109-2769 Process control — Statistical methods Outliers Mathematical statistics English |
| spellingShingle | Process control — Statistical methods Outliers Mathematical statistics Ng, Kooi Huat Midi, Habshah Robust individual control chart for change point model |
| title | Robust individual control chart for change point model |
| title_full | Robust individual control chart for change point model |
| title_fullStr | Robust individual control chart for change point model |
| title_full_unstemmed | Robust individual control chart for change point model |
| title_short | Robust individual control chart for change point model |
| title_sort | robust individual control chart for change point model |
| topic | Process control — Statistical methods Outliers Mathematical statistics |
| url | http://psasir.upm.edu.my/id/eprint/16590/ http://psasir.upm.edu.my/id/eprint/16590/1/Robust%20individual%20control%20chart%20for%20change%20point%20model.pdf |