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Extraction of Priority Rules for Boolean Induction in Distributed Manufacturing Control
- 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.
- Subjects :
- 0209 industrial biotechnology
Engineering
inductive learning
Job shop scheduling
business.industry
Distributed computing
Decision tree
Scheduling (production processes)
Dynamic scheduling
02 engineering and technology
Dynamic priority scheduling
Decision rule
computer.software_genre
[SPI.AUTO]Engineering Sciences [physics]/Automatic
020901 industrial engineering & automation
Control system
priority rules
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Data mining
distributed manufacturing control
business
Queue
computer
Distributed manufacturing
Subjects
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⟩