Simulation-based cycle-time quantile estimation in manufacturing settings employing non-FIFO dispatching policies

Jennifer Bekki, John Fowler, G. T. Mackulak, M. Kulahci

Research output: Contribution to journalArticle

15 Scopus citations

Abstract

Previous work shows that a combination of the Cornish-Fisher Expansion (CFE) with discrete-event simulation produces accurate and precise estimates of cycle-time quantiles with very little data storage, provided all workstations in the model are operating under the first-in-first-out (FIFO) dispatching rule. The accuracy of the approach degrades, however, as non-FIFO dispatching policies are employed in at least one workstation. This paper proposes the use of a power transformation for use in combination with the CFE to combat these accuracy problems. The suggested approach is detailed, and three methods for selecting the λ parameter of the power transformation are given. The results of a thorough empirical evaluation of each of the three approaches are given, and the advantages and drawbacks of each approach are discussed. Results show that the combination of the CFE with a power transformation generates cycle-time quantile estimates with high accuracy even for non-FIFO systems.

Original languageEnglish (US)
Pages (from-to)69-83
Number of pages15
JournalJournal of Simulation
Volume3
Issue number2
DOIs
StatePublished - Jan 1 2009

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ASJC Scopus subject areas

  • Software
  • Modeling and Simulation

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