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Change point detection with robust control chart.


Citation

Ng, Kooi Huat and Midi, Habshah (2011) Change point detection with robust control chart. Mathematical Problems in Engineering, 2011. pp. 1-20. ISSN 1024-123X

Abstract

Monitoring a process over time using a control chart allows quick detection of unusual states. In phase I, some historical process data, assumed to come from an in-control process, are used to construct the control limits. In Phase II, the process is monitored for an ongoing basis using control limits from Phase I. In Phase II, observations falling outside the control limits or unusual patterns of observations signal that the process has shifted from in-control process settings. Such signals trigger a search for assignable cause and, if the cause is found, corrective action will be implemented to prevent its recurrence. The purpose of this paper is to introduce a new methodology appropriate for constructing a robust control chart when a nonnormal or a contaminated data that may arise in phase I state. Through extensive Monte Carlo simulations, we examine the behaviors and performances of the proposed MM robust control chart when there is a process shift in mean.


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Official URL or Download Paper: http://www.hindawi.com/journals/mpe

Additional Metadata

Item Type: Article
Divisions: Faculty of Science
Institute for Mathematical Research
DOI Number: https://doi.org/10.1155/2011/275686
Publisher: Hindawi Publishing Corporation
Keywords: Robust control chart; Change point detection.
Depositing User: Nur Farahin Ramli
Date Deposited: 27 Feb 2014 09:26
Last Modified: 10 Dec 2015 03:37
Altmetrics: http://www.altmetric.com/details.php?domain=psasir.upm.edu.my&doi=10.1155/2011/275686
URI: http://psasir.upm.edu.my/id/eprint/24975
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