Metamodeling for cycle time-throughput-product mix surfaces using progressive model fitting

Yang, Feng and Liu, Jingang and Tongarlak, Mustafa and Ankenman, Bruce E. and Nelson, Barry L. (2011) Metamodeling for cycle time-throughput-product mix surfaces using progressive model fitting. Production Planning and Control, 22 (1). pp. 50-68. ISSN 0953-7287

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Abstract

A simulation-based methodology is proposed to map the mean of steady-state cycle time (CT) as a function of throughput (TH) and product mix (PM) for manufacturing systems. Nonlinear regression models motivated by queueing analysis are assumed for the underlying response surface. To ensure efficiency and control estimation error, simulation experiments are built up sequentially using a multi-stage procedure to collect data for fitting the models. The resulting response surface is able to provide a CT estimate for any TH and any PM, and thus allows the decision maker to instantly investigate options and trade offs regarding their production planning.

Item Type:
Journal Article
Journal or Publication Title:
Production Planning and Control
Uncontrolled Keywords:
/dk/atira/pure/subjectarea/asjc/1700/1706
Subjects:
ID Code:
65036
Deposited By:
Deposited On:
10 Jun 2013 10:58
Refereed?:
Yes
Published?:
Published
Last Modified:
23 Jan 2020 02:01