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  4. Ontology-based Synchronization of Automated Production Systems and their Simulation Models
 
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2022
Conference Paper
Title

Ontology-based Synchronization of Automated Production Systems and their Simulation Models

Abstract
Using discrete-event simulation (DES) in the operational phase of an automated production system (APS) places high demands on the accuracy of a simulation model to obtain valid results. A continuous adaptation of the model's parameters is necessary to reduce the deviation between the simulation and the real production system. In a preliminary study, we presented the WMS4SimPar system that uses a hybrid approach with production data and knowledge from workers on the shop floor. This paper presents a detailed presentation of the use and integration of an ontology within the system and the recommender system that uses the ontology to adapt the simulation parameters. We implemented the recommender system for a use case from a research project. The evaluation of the recommender system shows that 13 of 16 domain experts were satisfied with the recommendations.
Author(s)
Vernickel, Kilian  
Fraunhofer-Institut für Gießerei-, Composite- und Verarbeitungstechnik IGCV  
Singh, Manish K.
Fraunhofer-Institut für Gießerei-, Composite- und Verarbeitungstechnik IGCV  
Konersmann, Marco
Jürjens, Jan  
Fraunhofer-Institut für Software- und Systemtechnik ISST  
Mainwork
IEEE International Conference on Industrial Engineering and Engineering Management, IEEM 2022  
Conference
International Conference on Industrial Engineering and Engineering Management 2022  
DOI
10.1109/IEEM55944.2022.9989593
Language
English
Fraunhofer-Institut für Gießerei-, Composite- und Verarbeitungstechnik IGCV  
Fraunhofer-Institut für Software- und Systemtechnik ISST  
Keyword(s)
  • Inconsistency

  • knowledge management

  • manufacturing systems

  • material flow simulation

  • ontology

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