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Framework for Natural Language Processing to Automate Material Flow Simulation in Production System Planning

Korth, Merlin 1; Wurster, Marco 1; May, Marvin Carl ORCID iD icon 1; Lanza, Gisela 1
1 Institut für Produktionstechnik (WBK), Karlsruher Institut für Technologie (KIT)

Abstract:

An increasingly dynamic market environment is enforcing greater changeability and flexibility in production systems. To address this complexity with simulation models, expert knowledge needs to be externalized. Therefore, we propose a framework that converts expert discussions and written documents into textual requirements to create simulation configurations. This automates the manual and time-consuming process of specifying the scenario and instantiating simulation models. We discuss the overall architecture that is able to understand complex technical language and explain the approach that dynamically adapts to new requirements. The natural language processing-based framework promises great potential of a seamless setup up of a-priori evaluations of productions systems to enable a comprehensive deployment of digital twins.


Verlagsausgabe §
DOI: 10.5445/IR/1000191160
Veröffentlicht am 05.03.2026
Originalveröffentlichung
DOI: 10.1016/j.procir.2026.01.031
Cover der Publikation
Zugehörige Institution(en) am KIT Institut für Produktionstechnik (WBK)
Publikationstyp Zeitschriftenaufsatz
Publikationsjahr 2026
Sprache Englisch
Identifikator ISSN: 2212-8271
KITopen-ID: 1000191160
Erschienen in Procedia CIRP
Verlag Elsevier
Band 138
Seiten 174 - 179
Vorab online veröffentlicht am 12.02.2026
Nachgewiesen in Scopus
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