A review on global sensitivity analysis methods

B Iooss, P Lemaître - … management in simulation-optimization of complex …, 2015 - Springer
This chapter makes a review, in a complete methodological framework, of various global
sensitivity analysis methods of model output. Numerous statistical and probabilistic tools …

Managing computational complexity using surrogate models: a critical review

R Alizadeh, JK Allen, F Mistree - Research in Engineering Design, 2020 - Springer
In simulation-based realization of complex systems, we are forced to address the issue of
computational complexity. One critical issue that must be addressed is the approximation of …

Springer series in statistics

P Bickel, P Diggle, S Fienberg, U Gather, I Olkin… - Principles and Theory …, 2009 - Springer
The idea for this book came from the time the authors spent at the Statistics and Applied
Mathematical Sciences Institute (SAMSI) in Research Triangle Park in North Carolina …

[BOOK][B] Experiments: planning, analysis, and optimization

CFJ Wu, MS Hamada - 2011 - books.google.com
Praise for the First Edition:" If you... want an up-to-date, definitive reference written by
authors who have contributed much to this field, then this book is an essential addition to …

[BOOK][B] Orthogonal arrays: theory and applications

AS Hedayat, NJA Sloane, J Stufken - 2012 - books.google.com
Orthogonal arrays have played a vital role in improving the quality of products manufactured
throughout the world. This first book on the subject since its introduction more than fifty years …

[BOOK][B] Design and analysis of experiments

A Dean, D Voss - 1999 - Springer
Fractional factorial experiments are used frequently in industry, especially in various stages
of product development and in process and quality improvement. In a fractional factorial …

[BOOK][B] Design and modeling for computer experiments

KT Fang, R Li, A Sudjianto - 2005 - taylorfrancis.com
Computer simulations based on mathematical models have become ubiquitous across the
engineering disciplines and throughout the physical sciences. Successful use of a …

Uniform design: theory and application

KT Fang, DKJ Lin, P Winker, Y Zhang - Technometrics, 2000 - Taylor & Francis
A uniform design (UD) seeks design points that are uniformly scattered on the domain. It has
been popular since 1980. A survey of UD is given in the first portion: The fundamental idea …

Response surface methodology: a retrospective and literature survey

RH Myers, DC Montgomery, GG Vining… - Journal of quality …, 2004 - Taylor & Francis
Response surface methodology (RSM) is a collection of statistical design and numerical
optimization techniques used to optimize processes and product designs. The original work …

Efficient nearly orthogonal and space-filling Latin hypercubes

TM Cioppa, TW Lucas - Technometrics, 2007 - Taylor & Francis
This article presents an algorithm for constructing orthogonal Latin hypercubes, given a fixed
sample size, in more dimensions than previous approaches. In addition, we detail a method …