State-of-the-art review: a user's guide to the brave new world of designing simulation experiments

JPC Kleijnen, SM Sanchez… - INFORMS Journal …, 2005 - pubsonline.informs.org
Many simulation practitioners can get more from their analyses by using the statistical theory
on design of experiments (DOE) developed specifically for exploring computer models. We …

Metamodel-based simulation optimization

RR Barton, M Meckesheimer - Handbooks in operations research and …, 2006 - Elsevier
Simulation models allow the user to understand system performance and assist in behavior
prediction, to support system diagnostics and design. Iterative optimization methods are …

Metamodels for computer-based engineering design: survey and recommendations

TW Simpson, JD Poplinski, PN Koch… - Engineering with …, 2001 - Springer
The use of statistical techniques to build approximations of expensive computer analysis
codes pervades much of today's engineering design. These statistical approximations, or …

Simulation optimization: A comprehensive review on theory and applications

E Tekin, I Sabuncuoglu - IIE transactions, 2004 - Taylor & Francis
For several decades, simulation has been used as a descriptive tool by the operations
research community in the modeling and analysis of a wide variety of complex real systems …

Experimental design for sensitivity analysis, optimization and validation of simulation models

JPC Kleijnen - 1997 - research.tilburguniversity.edu
This chapter gives a survey on the use of statistical designs for what-if analysis in simula-
tion, including sensitivity analysis, optimization, and validation/verification. Sensitivity …

On the use of statistics in design and the implications for deterministic computer experiments

TW Simpson, J Peplinski… - … and Information in …, 1997 - asmedigitalcollection.asme.org
Perhaps the most prevalent use of statistics in engineering design is through Taguchi's
parameter and robust design—using orthogonal arrays to compute signal-to-noise ratios in …

Metamodels for simulation input-output relations

RR Barton - Proceedings of the 24th conference on Winter …, 1992 - dl.acm.org
The simulation community has used metarnodels to study the behavior of computer
simulations for over twenty-five years. The most popular teebniques have been based on …

Principles of robust design methodology

M Arvidsson, I Gremyr - Quality and Reliability Engineering …, 2008 - Wiley Online Library
The literature on robust design has focused chiefly on the development of methods for
identifying robust design solutions. In this paper we present a literature review of conflicts …

Robust design optimization based on metamodeling techniques

F Jurecka - 2007 - mediatum.ub.tum.de
In this thesis, the idea of robust design optimization is adopted to improve the quality of a
product or process by minimizing the deteriorating effects of variable or not exactly …

Robust design: Seeking the best of all possible worlds

SM Sanchez - 2000 winter simulation conference proceedings …, 2000 - ieeexplore.ieee.org
We describe a framework for analyzing simulation output in order to find solutions that will
work well after implementation. We show how the use of a loss function that incorporates …