Towards Model Transformation from a CBM Model to CEP Rules to Support Predictive Maintenance

Alexandre Sarazin, Sébastien Truptil, Aurélie Montarnal, Jacques Lamothe, Julien Commanay, Laurent Sagaspe

Abstract

Over the past decades, the development of predictive maintenance strategies, like Prognostics and Health Management (PHM), have brought new opportunities to the maintenance domain. However, implementing such systems addresses several challenges. First, all information related to the system description and failure definition must be collected and processed. In this regard, using an expert system (ES) seems interesting. The second challenge, when monitoring complex systems, is to deal with the high volume and velocity of the input data. To reduce them, Complex Event Processing (CEP) can be used to identify relevant events, based on predefined rules. These rules can be extracted from the ES knowledge base using model transformation. This process consists in transforming some concepts from a source to a target model using transformation rules. In this paper, we propose to transform a part of the knowledge from a condition-based maintenance (CBM) model into CEP rules. After further explaining the motivations behind this work and defining the principles behind model-driven architecture and model transformation, the transformation from a CBM model to a “generic rules” model will be proposed. This model will then be transformed into an Event Processing Language (EPL) model. Examples will be given as illustrations for each transformation.

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Paper Citation


in Harvard Style

Sarazin A., Truptil S., Montarnal A., Lamothe J., Commanay J. and Sagaspe L. (2020). Towards Model Transformation from a CBM Model to CEP Rules to Support Predictive Maintenance.In Proceedings of the 8th International Conference on Model-Driven Engineering and Software Development - Volume 1: MODELSWARD, ISBN 978-989-758-400-8, pages 205-215. DOI: 10.5220/0008880302050215


in Bibtex Style

@conference{modelsward20,
author={Alexandre Sarazin and Sébastien Truptil and Aurélie Montarnal and Jacques Lamothe and Julien Commanay and Laurent Sagaspe},
title={Towards Model Transformation from a CBM Model to CEP Rules to Support Predictive Maintenance},
booktitle={Proceedings of the 8th International Conference on Model-Driven Engineering and Software Development - Volume 1: MODELSWARD,},
year={2020},
pages={205-215},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0008880302050215},
isbn={978-989-758-400-8},
}


in EndNote Style

TY - CONF

JO - Proceedings of the 8th International Conference on Model-Driven Engineering and Software Development - Volume 1: MODELSWARD,
TI - Towards Model Transformation from a CBM Model to CEP Rules to Support Predictive Maintenance
SN - 978-989-758-400-8
AU - Sarazin A.
AU - Truptil S.
AU - Montarnal A.
AU - Lamothe J.
AU - Commanay J.
AU - Sagaspe L.
PY - 2020
SP - 205
EP - 215
DO - 10.5220/0008880302050215