TY - JOUR
T1 - Extending Sim# for simulation-based optimisation of Semi-Automated machinery
AU - Karder, Johannes
AU - Scheibenpflug, Andreas
AU - Beham, Andreas
AU - Wagner, Stefan
AU - Affenzeller, Michael
N1 - Publisher Copyright:
© 2017 Inderscience Enterprises Ltd.
Copyright:
Copyright 2020 Elsevier B.V., All rights reserved.
PY - 2017
Y1 - 2017
N2 - Model building is a fundamental task in simulation-based optimisation. In this paper, we demonstrate the application of Sim# in combination with HeuristicLab to optimise semi-automated machinery. On top of Sim#, custom simulation extensions have been implemented and are used to create a simulation model of real world machinery. These extensions enable the design of simulation components that can be reused within different simulation models. This allows to easily create multiple model implementations that reflect different designs of a machine by using a combination of already existing and adapted components. The resulting model is used as an evaluation function for single-A nd multi-objective optimisation using HeuristicLab. Results for different optimisation targets, e.g., job order, and quality criteria such as setup time are compared.
AB - Model building is a fundamental task in simulation-based optimisation. In this paper, we demonstrate the application of Sim# in combination with HeuristicLab to optimise semi-automated machinery. On top of Sim#, custom simulation extensions have been implemented and are used to create a simulation model of real world machinery. These extensions enable the design of simulation components that can be reused within different simulation models. This allows to easily create multiple model implementations that reflect different designs of a machine by using a combination of already existing and adapted components. The resulting model is used as an evaluation function for single-A nd multi-objective optimisation using HeuristicLab. Results for different optimisation targets, e.g., job order, and quality criteria such as setup time are compared.
KW - Genetic Algorithms
KW - Heuristiclab
KW - Machinery
KW - Sim#
KW - Simulation-Based Optimisation
UR - http://www.scopus.com/inward/record.url?scp=85041697415&partnerID=8YFLogxK
U2 - 10.1504/IJSPM.2017.089634
DO - 10.1504/IJSPM.2017.089634
M3 - Article
SN - 1740-2131
VL - 12
SP - 485
EP - 497
JO - International Journal of Simulation and Process Modelling
JF - International Journal of Simulation and Process Modelling
IS - 6
ER -