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A review on design of experiments and surrogate models in aircraft real-time and many-query aerodynamic analyses
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 …
order) aerodynamic models or flight testing are some of the fundamental but complex steps …
Design of computer experiments: A review
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 …
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 …
simulations must run several times with different inputs to effectively study the relationships …
Active subspace methods in theory and practice: applications to kriging surfaces
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 …
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 …
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 …
physical system and the resulting output. Termed physical experiments in this text, there is a …
Efficient global optimization of expensive black-box functions
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 …
limited by time or cost. These problems pose a special challenge to the field of global …
Springer series in statistics
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 …
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 …
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 …
to, derivative-free optimization. Our motivation for writing this book resulted from various …