Entwicklung einer integrierten Lösung für das Data Farming und die Wissensentdeckung in Simulationsdaten = Development of an integrated solution for data farming and knowledge discovery in simulation data
Simulation is an established methodology for planning and evaluating manufacturing and logistics systems. In contrast to classical simulation studies, the method of knowledge discovery in simulation data uses a simulation model as a data generator (data farming). Subsequently, hidden, previously unk...
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| Veröffentlicht in: | ASIM-Fachtagung Simulation in Produktion und Logistik (19. : 2021 : Online) Simulation in Produktion und Logistik 2021 |
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| Weitere Verfasser: | , , , |
| Pages: | 2021 |
| Format: | UnknownFormat |
| Sprache: | ger |
| Veröffentlicht: |
2021
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Tag hinzufügen | Zusammenfassung: | Simulation is an established methodology for planning and evaluating manufacturing and logistics systems. In contrast to classical simulation studies, the method of knowledge discovery in simulation data uses a simulation model as a data generator (data farming). Subsequently, hidden, previously unknown and potentially useful cause-effect relationships can be uncovered on the generated data using data mining and visual analytics methods. So far, however, there is a lack of integrated, easy-to-use software solutions for the application of the data farming in operational practice. This paper presents such an integrated solution, which allows for generating experiment designs, implements a method to distribute the necessary experiment runs, and provides the user with tools to analyze and visualize the result data. |
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| Beschreibung: | Literaturangaben |
| Beschreibung: | Illustrationen |
| ISBN: | 9783736974791 3736974795 |