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Metamodeling: a state of the art review

60 citations0/0 files storedWinter Simulation Conference

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Simulation Techniques and Applications Optimal Experimental Design Methods Advanced Multi-Objective Optimization Algorithms

Abstract

The simulation community has used metamodels to study the behavior of computer simulations for over twenty-five years. The most popular techniques have been based on parametric polynomial response surface approximations. In this state of the art review, we present recent developments in this area, with a particular focus on new developments in the experimental designs employed.

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1989Design and Analysis of Computer Experiments 1979Statistics for Experimenters 1988Empirical Model Building and Response Surfaces 2002Response Surface Methodology 1993Orthogonal Array-Based Latin Hypercubes 1993Bayesian Design and Analysis of Computer Experiments: Use of Derivatives in Surface Prediction 1988Response Surfaces: Designs and Analyses.1992Metamodels for simulation input-output relations

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