[HTML][HTML] Metamodel-assisted design optimization in the field of structural engineering: A literature review
Metamodel-assisted optimization is a valuable alternative to handle structural design
optimization procedures, which are usually quite expensive and sometimes even prohibitive …
optimization procedures, which are usually quite expensive and sometimes even prohibitive …
Metamodel-based design optimization employing a novel sequential sampling strategy
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 …
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 …
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 …
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 …
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 …
complex engineering simulations makes it impractical to rely exclusively on simulation for …
The use of metamodeling techniques for optimization under uncertainty
Metamodeling techniques have been widely used in engineering design to improve
efficiency in the simulation and optimization of design systems that involve computationally …
efficiency in the simulation and optimization of design systems that involve computationally …
Metamodel-assisted optimization based on multiple kernel regression for mixed variables
While studies in metamodel-assisted optimization predominantly involve continuous
variables, this paper explores the additional presence of categorical data, representing for …
variables, this paper explores the additional presence of categorical data, representing for …
On the ensemble of metamodels with multiple regional optimized weight factors
Metamodels are often used as surrogates for expensive high fidelity computational
simulations (eg, finite element analysis). Ensemble of metamodels (EM), which combines …
simulations (eg, finite element analysis). Ensemble of metamodels (EM), which combines …
Multiresponse and multistage metamodeling approach for design optimization
THE increasing demand of accurate simulations in engineering analysis and design yields
complex simulation codes (eg, finite element analysis and computational fluid dynamics) …
complex simulation codes (eg, finite element analysis and computational fluid dynamics) …