Title :
Identification of implicit strategies in production control
Author :
Reinhart, Gunther ; Gyger, Tobias
Author_Institution :
Inst. for Machine Tools & Ind. Manage. (iwb), Tech. Univ. Munchen, Munich, Germany
Abstract :
In an increasingly turbulent environment, convincing methods of production planning and control are required. Discrete event simulation has proven to be a suitable tool to fulfill this demand. However, as flows of materials are often influenced by ad-hoc decisions of workers, the quality of simulation models depends on the conformance of real-world decision strategies to the ones simulated. This article proposes a method for identifying dynamic workflows caused by decisions of human workers using methods of pattern recognition. For this purpose, underlying data from production data acquisition (PDA) shall be analyzed to identify patterns and to recognize human strategies and provide them for an automated generation of simulation models.
Keywords :
data acquisition; decision making; discrete event simulation; pattern recognition; production control; production facilities; production planning; software tools; discrete event simulation; dynamic workflow identification; human decision-making; human worker decision; manufacturing plant; off-the-shelf software tool; pattern recognition; production control; production data acquisition; production planning; simulation model quality; Automatic control; Discrete event simulation; Humans; Job shop scheduling; Pattern analysis; Pattern recognition; Production control; Production facilities; Production planning; Production systems; Discrete Event Simulation; Dynamic Workflow; Pattern Recognition; Production Planning and Control;
Conference_Titel :
Industrial Engineering and Engineering Management, 2008. IEEM 2008. IEEE International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-2629-4
Electronic_ISBN :
978-1-4244-2630-0
DOI :
10.1109/IEEM.2008.4737879