Title :
Performance effects of setup time reduction with and without decision variable re-optimization: A simulation-optimization study
Author :
Grewal, Chandandeep S. ; Enns, Silvanus T. ; Rogers, Paul
Author_Institution :
Dept. of Mech. & Manuf. Eng., Univ. of Calgary, Calgary, AB, Canada
Abstract :
This study investigates the benefits of setup time reduction in a simple, capacity-constrained supply chain using reorder point replenishment. A discrete-event simulation model was developed and linked to an optimization engine for simulation-optimization experiments. Performance trade-off curves between total inventory and customer service levels were generated under different setup times. Comparisons were made with and without re-optimizing the reorder point and lot size decision variables after reducing setups. It was found that the benefits of setup reduction can be amplified with re-optimizing. Analysis of variance (ANOVA) was used to analyze the main and interaction effects. The behavior of the optimal decision variables under setup time reduction was also examined. Insights should provide guidance for industrial practitioners wishing to maximize the benefits of setup time reduction.
Keywords :
discrete event simulation; lot sizing; optimisation; statistical analysis; supply chains; analysis of variance; capacity-constrained supply chain; discrete event simulation model; lot size decision variables; performance trade-off curves; reorder point replenishment; setup time reduction; simulation optimization experiments; Analysis of variance; Customer service; Discrete event simulation; Engines; Machinery production industries; Manufacturing industries; Queueing analysis; Response surface methodology; Supply chains; Virtual manufacturing;
Conference_Titel :
Simulation Conference (WSC), Proceedings of the 2009 Winter
Conference_Location :
Austin, TX
Print_ISBN :
978-1-4244-5770-0
DOI :
10.1109/WSC.2009.5429665