TY - GEN
T1 - Automated Model Development and Parametrization of Material Flow Simulations
AU - Milde, Michael
AU - Reinhart, Gunther
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/12
Y1 - 2019/12
N2 - Material flow simulations are a powerful tool for planning and improving complex production systems. In practice, however, the potential of simulations cannot be exploited. Long development times and high efforts complicate a successful realization of simulation projects. In this paper we present a new approach to automate time-consuming steps in simulation projects. Based on general tracking and tracing data, our approach reduces the efforts in the area of data acquisition and automates the steps of model development, model parameterization and model implementation. The approach automatically identifies a material flow model, classifies and parametrizes the identified material flow elements and extracts basic control policies. A first prototypical implementation confirms the validity of the approach. The results show that the simulation models can be successfully created automatically with low manual effort.
AB - Material flow simulations are a powerful tool for planning and improving complex production systems. In practice, however, the potential of simulations cannot be exploited. Long development times and high efforts complicate a successful realization of simulation projects. In this paper we present a new approach to automate time-consuming steps in simulation projects. Based on general tracking and tracing data, our approach reduces the efforts in the area of data acquisition and automates the steps of model development, model parameterization and model implementation. The approach automatically identifies a material flow model, classifies and parametrizes the identified material flow elements and extracts basic control policies. A first prototypical implementation confirms the validity of the approach. The results show that the simulation models can be successfully created automatically with low manual effort.
UR - http://www.scopus.com/inward/record.url?scp=85081138846&partnerID=8YFLogxK
U2 - 10.1109/WSC40007.2019.9004702
DO - 10.1109/WSC40007.2019.9004702
M3 - Conference contribution
AN - SCOPUS:85081138846
T3 - Proceedings - Winter Simulation Conference
SP - 2166
EP - 2177
BT - 2019 Winter Simulation Conference, WSC 2019
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2019 Winter Simulation Conference, WSC 2019
Y2 - 8 December 2019 through 11 December 2019
ER -