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Lognormal Ordinary Kriging Metamodel in Simulation Optimization

Authors: Muzaffer Balaban; Berna Dengiz;

Lognormal Ordinary Kriging Metamodel in Simulation Optimization

Abstract

ABSTRACT This paper presents a lognormal ordinary kriging (LOK) metamodel algorithm and its application to optimize a stochastic simulation problem. Kriging models have been developed as an interpolation method in geology. They have been successfully used for the deterministic simulation optimization (SO) problem. In recent years, kriging metamodeling has attracted a growing interest with stochastic problems.SO researchers have begun using ordinary kriging through global optimization in stochastic systems. The goals of this study are to present LOK metamodel algorithm and to analyze the result of the application step-by-step. The results show that LOK is a powerful alternative metamodel in simulation optimization when the data are too skewed.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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