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Authors: Mohamed Amine Atoui ; Sylvain Verron and Abdessamad Kobi

Affiliation: L’UNAM University, France

ISBN: 978-989-8565-71-6

Keyword(s): FDD, Data-Driven Methods, Model-based Methods, Incidence Matrix, Bayesian Networks, Water Heater System.

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

Abstract: In this paper, we present an original FDD method. The interest of this method is her ability to coexist residuals and measures, under a same and a single tool. Indeed, our proposal is to combine two different Bayesian networks to FDD. A model-based method is associated to a data-driven method to enhance decision making on the system operating state. This method is evaluated on a simulation of a water heater system in some various circumstances.

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Paper citation in several formats:
Amine Atoui, M.; Verron, S. and Kobi, A. (2013). A Bayesian Approach to FDD Combining Two Different Bayesian Networks Modeling a Data-Driven Method and a Model-based Method.In Proceedings of the 10th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO, ISBN 978-989-8565-71-6, pages 162-168. DOI: 10.5220/0004432101620168

@conference{icinco13,
author={Mohamed Amine Atoui. and Sylvain Verron. and Abdessamad Kobi.},
title={A Bayesian Approach to FDD Combining Two Different Bayesian Networks Modeling a Data-Driven Method and a Model-based Method},
booktitle={Proceedings of the 10th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,},
year={2013},
pages={162-168},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004432101620168},
isbn={978-989-8565-71-6},
}

TY - CONF

JO - Proceedings of the 10th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,
TI - A Bayesian Approach to FDD Combining Two Different Bayesian Networks Modeling a Data-Driven Method and a Model-based Method
SN - 978-989-8565-71-6
AU - Amine Atoui, M.
AU - Verron, S.
AU - Kobi, A.
PY - 2013
SP - 162
EP - 168
DO - 10.5220/0004432101620168

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