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PETRA: Process Evolution using a TRAce-based system on a maintenance platform

Karray, Mohamed Hedi and Chebel-Morello, Brigitte and Zerhouni, Noureddine PETRA: Process Evolution using a TRAce-based system on a maintenance platform. (2014) Knowledge-Based Systems, 68. 21-39. ISSN 0950-7051

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Official URL: http://dx.doi.org/10.1016/j.knosys.2014.03.010

Abstract

To meet increasing needs in the field of maintenance, we studied the dynamic aspect of process and services on a maintenance platform, a major challenge in process mining and knowledge engineering. Hence, we propose a dynamic experience feedback approach to exploit maintenance process behaviors in real execution of the maintenance platform. An active learning process exploiting event log is introduced by taking into account the dynamic aspect of knowledge using trace engineering. Our proposal makes explicit the underlying knowledge of platform users by means of a trace-based system called “PETRA”. The goal of this system is to extract new knowledge rules about transitions and activities in maintenance processes from previous platform executions as well as its user (i.e. maintenance operators) interactions. While following a Knowledge Traces Discovery process and handling the maintenance ontology IMAMO, “PETRA” is composed of three main subsystems: tracking, learning and knowledge capitalization. The capitalized rules are shared in the platform knowledge base in order to be reused in future process executions. The feasibility of this method is proven through concrete use cases involving four maintenance processes and their simulation.

Item Type:Article
Additional Information:Thanks to Elsevier editor. The definitive version is available at : http://www.sciencedirect.com/science/journal/09507051?sdc=1. Source : http://www.sherpa.ac.uk/romeo/search.php
Audience (journal):International peer-reviewed journal
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Other partners > Ecole Nationale Supérieure de Mécanique et des Microtechniques - ENSMM (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
Other partners > Université de Franche-Comté (FRANCE)
Other partners > Université de Technologie de Belfort-Montbéliard - UTBM (FRANCE)
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Deposited By: Hedi Karray
Deposited On:21 Jul 2017 11:40

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