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

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 explain ing 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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https://hal-mines-albi.archives-ouvertes.fr/hal-02545409
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Submitted on : Friday, April 17, 2020 - 9:43:34 AM
Last modification on : Wednesday, June 24, 2020 - 4:18:44 PM

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Alexandre Sarazin, Sébastien Truptil, Aurelie Montarnal, Jacques Lamothe, Julien Commanay, et al.. Towards Model Transformation from a CBM Model to CEP Rules to Support Predictive Maintenance. MODELSWARS 2020 - The 8th International Conference on Model-Driven Engineering and Software Development, Feb 2020, Valette, Malta. pp.205-215, ⟨10.5220/0008880302050215⟩. ⟨hal-02545409⟩

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