State-of-the-art and comparative review of adaptive sampling methods for kriging
Metamodels aim to approximate characteristics of functions or systems from the knowledge
extracted on only a finite number of samples. In recent years kriging has emerged as a …
extracted on only a finite number of samples. In recent years kriging has emerged as a …
A survey of adaptive sampling for global metamodeling in support of simulation-based complex engineering design
Metamodeling is becoming a rather popular means to approximate the expensive
simulations in today's complex engineering design problems since accurate metamodels …
simulations in today's complex engineering design problems since accurate metamodels …
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 …
[图书][B] Design and analysis of simulation experiments
JPC Kleijnen - 2018 - Springer
This contribution summarizes the design and analysis of experiments with computerized
simulation models. It focuses on two metamodel (surrogate, emulator) types, namely first …
simulation models. It focuses on two metamodel (surrogate, emulator) types, namely first …
VIVACE (Vortex Induced Vibration Aquatic Clean Energy): A new concept in generation of clean and renewable energy from fluid flow
MM Bernitsas, K Raghavan, Y Ben-Simon… - 2008 - asmedigitalcollection.asme.org
Any device aiming to harness the abundant clean and renewable energy from ocean and
other water resources must have high energy density, be unobtrusive, have low …
other water resources must have high energy density, be unobtrusive, have low …
Design of computer experiments: space filling and beyond
L Pronzato, WG Müller - Statistics and Computing, 2012 - Springer
When setting up a computer experiment, it has become a standard practice to select the
inputs spread out uniformly across the available space. These so-called space-filling …
inputs spread out uniformly across the available space. These so-called space-filling …
Progressive Latin Hypercube Sampling: An efficient approach for robust sampling-based analysis of environmental models
R Sheikholeslami, S Razavi - Environmental modelling & software, 2017 - Elsevier
Efficient sampling strategies that scale with the size of the problem, computational budget,
and users' needs are essential for various sampling-based analyses, such as sensitivity and …
and users' needs are essential for various sampling-based analyses, such as sensitivity and …
A tutorial on Latin hypercube design of experiments
FAC Viana - Quality and reliability engineering international, 2016 - Wiley Online Library
The growing power of computers enabled techniques created for design and analysis of
simulations to be applied to a large spectrum of problems and to reach high level of …
simulations to be applied to a large spectrum of problems and to reach high level of …
Fast calculation of multiobjective probability of improvement and expected improvement criteria for Pareto optimization
The use of surrogate based optimization (SBO) is widely spread in engineering design to
reduce the number of computational expensive simulations. However,“real-world” problems …
reduce the number of computational expensive simulations. However,“real-world” problems …