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Extraction of Priority Rules for Boolean Induction in Distributed Manufacturing Control

Authors :
Bouziane Beldjilali
Baghdad Atmani
Damien Trentesaux
Nassima Aissani
Laboratoire d'Informatique d'Oran (LIO)
University of Oran Es-Senia [Oran] | Université d'Oran Es-Senia [Oran]
Laboratoire d'Automatique, de Mécanique et d'Informatique industrielles et Humaines - UMR 8201 (LAMIH)
INSA Institut National des Sciences Appliquées Hauts-de-France (INSA Hauts-De-France)-Centre National de la Recherche Scientifique (CNRS)-Université de Valenciennes et du Hainaut-Cambrésis (UVHC)
Borangiu
Trentesaux
Thomas
Source :
3rd International Workshop SOHOMA'13, 3rd International Workshop SOHOMA'13, Jun 2013, Valenciennes, France, Service Orientation in Holonic and Multi-Agent Manufacturing and Robotics, Borangiu, Trentesaux, Thomas. Service Orientation in Holonic and Multi-Agent Manufacturing and Robotics, 544, Springer International Publishing, pp.127-143, 2014, Studies in Computational Intelligence, ⟨10.1007/978-3-319-04735-5_9⟩, Studies in Computational Intelligence ISBN: 9783319047348
Publication Year :
2013
Publisher :
HAL CCSD, 2013.

Abstract

International audience; In reactive manufacturing control, the allocation of resources for tasks is achieved in real time. When a resource becomes available it chooses one of the tasks in its queue. This choice is made according to priority rules which are designed to optimize costs, time, etc. In this paper, the aim is to exploit a Job Shop scheduling log and simulations in order to extract knowledge enabling one to create rules for the selection of priority rules. These rules are implemented in a CASI cellular automaton. Firstly, symbolic modelling of the scheduling process is exploited to generate a decision tree from the log and simulations. Secondly, decision rules are extracted to select priority rules for execution in a specific situation. Finally, the rules are integrated in CASI which implements the decisional module of agents in a distributed manufacturing control system.

Details

Language :
English
ISBN :
978-3-319-04734-8
ISBNs :
9783319047348
Database :
OpenAIRE
Journal :
3rd International Workshop SOHOMA'13, 3rd International Workshop SOHOMA'13, Jun 2013, Valenciennes, France, Service Orientation in Holonic and Multi-Agent Manufacturing and Robotics, Borangiu, Trentesaux, Thomas. Service Orientation in Holonic and Multi-Agent Manufacturing and Robotics, 544, Springer International Publishing, pp.127-143, 2014, Studies in Computational Intelligence, ⟨10.1007/978-3-319-04735-5_9⟩, Studies in Computational Intelligence ISBN: 9783319047348
Accession number :
edsair.doi.dedup.....adf0e8cecdb2be82e98ec90a67c0fbe9
Full Text :
https://doi.org/10.1007/978-3-319-04735-5_9⟩