[HTML][HTML] Metamodel-assisted design optimization in the field of structural engineering: A literature review

I Negrin, M Kripka, V Yepes - Structures, 2023 - Elsevier
Metamodel-assisted optimization is a valuable alternative to handle structural design
optimization procedures, which are usually quite expensive and sometimes even prohibitive …

Metamodel-based design optimization employing a novel sequential sampling strategy

L Shu, P Jiang, L Wan, Q Zhou, X Shao… - Engineering …, 2017 - emerald.com
Purpose Metamodels are widely used to replace simulation models in engineering design
optimization to reduce the computational cost. The purpose of this paper is to develop a …

Review of metamodeling techniques in support of engineering design optimization

GG Wang, S Shan - … Design Engineering Technical …, 2006 - asmedigitalcollection.asme.org
Computation-intensive design problems are becoming increasingly common in
manufacturing industries. The computation burden is often caused by expensive analysis …

A method for using legacy data for metamodel-based design of large-scale systems

A Srivastava, K Hacker, K Lewis… - Structural and …, 2004 - Springer
Despite a steady increase in computing power, the complexity of engineering analyses
seems to advance at the same rate. Traditional parametric design analysis is inadequate for …

[图书][B] Metamodel-based multidisciplinary design optimization for automotive applications

AB Ryberg, R Domeij Bäckryd, L Nilsson - 2012 - diva-portal.org
When designing a complex product, many groups are concurrently developing different
parts or aspects of the product using detailed simulation models. Multidisciplinary design …

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 …

The use of metamodeling techniques for optimization under uncertainty

R Jin, X Du, W Chen - Structural and Multidisciplinary Optimization, 2003 - Springer
Metamodeling techniques have been widely used in engineering design to improve
efficiency in the simulation and optimization of design systems that involve computationally …

Metamodel-assisted optimization based on multiple kernel regression for mixed variables

M Herrera, A Guglielmetti, M Xiao… - Structural and …, 2014 - Springer
While studies in metamodel-assisted optimization predominantly involve continuous
variables, this paper explores the additional presence of categorical data, representing for …

On the ensemble of metamodels with multiple regional optimized weight factors

H Yin, H Fang, G Wen, M Gutowski, Y Xiao - Structural and …, 2018 - Springer
Metamodels are often used as surrogates for expensive high fidelity computational
simulations (eg, finite element analysis). Ensemble of metamodels (EM), which combines …

Multiresponse and multistage metamodeling approach for design optimization

S Chen, Y Xiong, W Chen - AIAA journal, 2009 - arc.aiaa.org
THE increasing demand of accurate simulations in engineering analysis and design yields
complex simulation codes (eg, finite element analysis and computational fluid dynamics) …