A review on design of experiments and surrogate models in aircraft real-time and many-query aerodynamic analyses

R Yondo, E Andrés, E Valero - Progress in aerospace sciences, 2018 - Elsevier
Full scale aerodynamic wind tunnel testing, numerical simulation of high dimensional (full-
order) aerodynamic models or flight testing are some of the fundamental but complex steps …

Design of computer experiments: A review

SS Garud, IA Karimi, M Kraft - Computers & Chemical Engineering, 2017 - Elsevier
In this article, we present a detailed overview of the literature on the design of computer
experiments. We classify the existing literature broadly into two categories, viz. static and …

[KSIĄŻKA][B] Active subspaces: Emerging ideas for dimension reduction in parameter studies

PG Constantine - 2015 - SIAM
Parameter studies are everywhere in computational science. Complex engineering
simulations must run several times with different inputs to effectively study the relationships …

Active subspace methods in theory and practice: applications to kriging surfaces

PG Constantine, E Dow, Q Wang - SIAM Journal on Scientific Computing, 2014 - SIAM
Many multivariate functions in engineering models vary primarily along a few directions in
the space of input parameters. When these directions correspond to coordinate directions …

[KSIĄŻKA][B] Basics and trends in sensitivity analysis: Theory and practice in R

In many fields, such as environmental risk assessment, agronomic system behavior,
aerospace engineering, and nuclear safety, mathematical models turned into computer code …

[KSIĄŻKA][B] The design and analysis of computer experiments

TJ Santner, BJ Williams, WI Notz, BJ Williams - 2003 - Springer
Experiments have long been used to study the relationship between a set of inputs to a
physical system and the resulting output. Termed physical experiments in this text, there is a …

Efficient global optimization of expensive black-box functions

DR Jones, M Schonlau, WJ Welch - Journal of Global optimization, 1998 - Springer
In many engineering optimization problems, the number of function evaluations is severely
limited by time or cost. These problems pose a special challenge to the field of global …

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 …

[KSIĄŻKA][B] Statistische versuchsplanung

K Siebertz, T Hochkirchen, D van Bebber - 2010 - Springer
Nur wenige Methoden haben eine so langfristige Bedeutung für das Arbeitsleben eines
Ingenieurs wie die statistische Versuchsplanung. CAD-Programme ändern sich schnell, so …

[KSIĄŻKA][B] Introduction to derivative-free optimization

For many years all three of us have been interested in, and have tried to make contributions
to, derivative-free optimization. Our motivation for writing this book resulted from various …