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Authors: Sylvain Verron ; Teodor Tiplica and Abdessamad Kobi

Affiliation: LASQUO/ISTIA, France

Keyword(s): SPC, Bayesian network, multivariate control charts, T 2 , MEWMA.

Related Ontology Subjects/Areas/Topics: Informatics in Control, Automation and Robotics ; Intelligent Control Systems and Optimization ; Intelligent Fault Detection and Identification

Abstract: The purpose of this article is to present an approach allowing the fault detection of a multivariate process with a bayesian network. As a discriminant analysis is easily modeled with a bayesian network, we will show that we we can consider the multivariate T 2 and MEWMA control charts as particular cases of the discriminant analysis. So, we give the structure of the bayesian network as well as the parameters of the network in order to detect faults in the multivariate space in the same manners as if we used multivariate control charts. The resulting bayesian network, with a computed threshold, is similar to the multivariate control charts.

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Paper citation in several formats:
Verron, S.; Tiplica, T. and Kobi, A. (2007). MULTIVARIATE CONTROL CHARTS WITH A BAYESIAN NETWORK. In Proceedings of the Fourth International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO, ISBN 978-972-8865-82-5; ISSN 2184-2809, pages 228-233. DOI: 10.5220/0001641702280233

@conference{icinco07,
author={Sylvain Verron. and Teodor Tiplica. and Abdessamad Kobi.},
title={MULTIVARIATE CONTROL CHARTS WITH A BAYESIAN NETWORK},
booktitle={Proceedings of the Fourth International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,},
year={2007},
pages={228-233},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001641702280233},
isbn={978-972-8865-82-5},
issn={2184-2809},
}

TY - CONF

JO - Proceedings of the Fourth International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,
TI - MULTIVARIATE CONTROL CHARTS WITH A BAYESIAN NETWORK
SN - 978-972-8865-82-5
IS - 2184-2809
AU - Verron, S.
AU - Tiplica, T.
AU - Kobi, A.
PY - 2007
SP - 228
EP - 233
DO - 10.5220/0001641702280233

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