Advances in surrogate based modeling, feasibility analysis, and optimization: A review
A Bhosekar, M Ierapetritou - Computers & Chemical Engineering, 2018 - Elsevier
The idea of using a simpler surrogate to represent a complex phenomenon has gained
increasing popularity over past three decades. Due to their ability to exploit the black-box …
increasing popularity over past three decades. Due to their ability to exploit the black-box …
Managing computational complexity using surrogate models: a critical review
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 …
computational complexity. One critical issue that must be addressed is the approximation of …
[图书][B] Design and analysis of experiments
DC Montgomery - 2017 - books.google.com
" The eighth edition of Design and Analysis of Experiments continues to provide extensive
and in-depth information on engineering, business, and statistics-as well as informative …
and in-depth information on engineering, business, and statistics-as well as informative …
[图书][B] Fundamentals of basin and petroleum systems modeling
T Hantschel, AI Kauerauf - 2009 - books.google.com
Page 1 Thomas Hantschel Armin I. Kauerauf Fundamentals of Basin and Petroleum
Systems Modeling Springer Page 2 Fundamentals of Basin and Petroleum Systems …
Systems Modeling Springer Page 2 Fundamentals of Basin and Petroleum Systems …
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 …
codes pervades much of today's engineering design. These statistical approximations, or …
Comparative studies of metamodelling techniques under multiple modelling criteria
R Jin, W Chen, TW Simpson - Structural and multidisciplinary optimization, 2001 - Springer
Despite advances in computer capacity, the enormous computational cost of running
complex engineering simulations makes it impractical to rely exclusively on simulation for …
complex engineering simulations makes it impractical to rely exclusively on simulation for …
Robust optimization–a comprehensive survey
HG Beyer, B Sendhoff - Computer methods in applied mechanics and …, 2007 - Elsevier
This paper reviews the state-of-the-art in robust design optimization–the search for designs
and solutions which are immune with respect to production tolerances, parameter drifts …
and solutions which are immune with respect to production tolerances, parameter drifts …
Product platform design: method and application
TW Simpson, JR Maier, F Mistree - Research in engineering Design, 2001 - Springer
In this paper we focus on scale-based product families derived from scalable product
platforms that can be exploited from both a functional and a manufacturing standpoint to …
platforms that can be exploited from both a functional and a manufacturing standpoint to …
Multiple surrogates: how cross-validation errors can help us to obtain the best predictor
Surrogate models are commonly used to replace expensive simulations of engineering
problems. Frequently, a single surrogate is chosen based on past experience. This …
problems. Frequently, a single surrogate is chosen based on past experience. This …
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 …
on design of experiments (DOE) developed specifically for exploring computer models. We …