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 …
On design optimization for structural crashworthiness and its state of the art
Optimization for structural crashworthiness and energy absorption has become an important
topic of research attributable to its proven benefits to public safety and social economy. This …
topic of research attributable to its proven benefits to public safety and social economy. This …
Machine learning-enabled constrained multi-objective design of architected materials
Architected materials that consist of multiple subelements arranged in particular orders can
demonstrate a much broader range of properties than their constituent materials. However …
demonstrate a much broader range of properties than their constituent materials. However …
Review of surrogate modeling in water resources
Surrogate modeling, also called metamodeling, has evolved and been extensively used
over the past decades. A wide variety of methods and tools have been introduced for …
over the past decades. A wide variety of methods and tools have been introduced for …
Special section on multidisciplinary design optimization: metamodeling in multidisciplinary design optimization: how far have we really come?
The use of metamodeling techniques in the design and analysis of computer experiments
has progressed remarkably in the past 25 years, but how far has the field really come? This …
has progressed remarkably in the past 25 years, but how far has the field really come? This …
Hierarchical kriging model for variable-fidelity surrogate modeling
ZH Han, S Görtz - AIAA journal, 2012 - arc.aiaa.org
SURROGATE modeling plays an increasingly important role in different areas of aerospace
science and engineering, such as aerodynamic data production, aerodynamic shape …
science and engineering, such as aerodynamic data production, aerodynamic shape …
Review of uncertainty-based multidisciplinary design optimization methods for aerospace vehicles
W Yao, X Chen, W Luo, M Van Tooren, J Guo - Progress in Aerospace …, 2011 - Elsevier
This paper presents a comprehensive review of Uncertainty-Based Multidisciplinary Design
Optimization (UMDO) theory and the state of the art in UMDO methods for aerospace …
Optimization (UMDO) theory and the state of the art in UMDO methods for aerospace …
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 …
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 …
Survey of modeling and optimization strategies to solve high-dimensional design problems with computationally-expensive black-box functions
S Shan, GG Wang - Structural and multidisciplinary optimization, 2010 - Springer
The integration of optimization methodologies with computational analyses/simulations has
a profound impact on the product design. Such integration, however, faces multiple …
a profound impact on the product design. Such integration, however, faces multiple …