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Simulation-based cycle-time quantile estimation in manufacturing settings employing non-FIFO dispatching policies
Arizona State University, Polytechnic Campus, Mesa, AZ.
Arizona State University, Tempe.
Arizona State University, Tempe.
Technical University of Denmark, Lyngby.ORCID-id: 0000-0003-4222-9631
2009 (engelsk)Inngår i: Journal of Simulation, ISSN 1747-7778, Vol. 3, nr 2, s. 69-83Artikkel i tidsskrift (Fagfellevurdert) Published
Abstract [en]

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.

sted, utgiver, år, opplag, sider
2009. Vol. 3, nr 2, s. 69-83
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URN: urn:nbn:se:ltu:diva-5733DOI: 10.1057/jos.2008.19Lokal ID: 3e9c4ee5-9e23-44ca-a593-2fffd2901c55OAI: oai:DiVA.org:ltu-5733DiVA, id: diva2:978608
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Upprättat; 2009; 20150527 (andbra)Tilgjengelig fra: 2016-09-29 Laget: 2016-09-29 Sist oppdatert: 2018-03-16bibliografisk kontrollert

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