Abstract
This paper proposes a technique for estimating steady-state quantiles from discrete-event simulation models, with particular attention paid to cycle time quantiles of manufacturing systems. The technique is based on the Cornish-Fisher expansion, justified through an extensive empirical study, and is supported with mathematical analysis. It is shown that the technique provides precise and accurate estimates for the most commonly estimated quantiles with minimal data storage and low computational requirements.
Original language | English (US) |
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Pages (from-to) | 31-44 |
Number of pages | 14 |
Journal | IIE Transactions (Institute of Industrial Engineers) |
Volume | 42 |
Issue number | 1 |
DOIs | |
State | Published - Jan 1 2010 |
Keywords
- Cornish-Fisher expansion
- Lead time setting
- Manufacturing
- Quantile estimation
- Simulation
ASJC Scopus subject areas
- Industrial and Manufacturing Engineering