Title :
Indirect estimation of cycle time quantiles from discrete event simulation models using the Cornish-Fisher expansion
Author :
McNeill, Jennifer E. ; Mackulak, Gerald T. ; Fowler, John W.
Author_Institution :
Ind. Eng. Dept., Arizona State Univ., Tempe, AZ, USA
Abstract :
We introduce a new technique for estimating cycle time quantiles from discrete event simulation models run at a single traffic intensity. The Cornish-Fisher expansion is used as a vehicle for this approximation, and it is shown that for an M/M/1 system and a full factory simulation model, the technique provides accurate results with low variability for the most commonly estimated quantiles without requiring unreasonable sample sizes. Additionally, the technique provides the advantages of being easy to implement and providing multiple cycle time quantiles from a single set of simulation runs.
Keywords :
discrete event simulation; estimation theory; manufacturing systems; queueing theory; Cornish-Fisher expansion; M/M/1 system; cycle time quantile estimation; discrete event simulation model; factory simulation model; Customer service; Discrete event simulation; Industrial engineering; Large-scale systems; Memory; Production facilities; Statistics; Tiles; Traffic control; Vehicles;
Conference_Titel :
Simulation Conference, 2003. Proceedings of the 2003 Winter
Print_ISBN :
0-7803-8131-9
DOI :
10.1109/WSC.2003.1261578