Surrogate Modeling

Surrogate Modeling is a computational approximation technique that belongs to the class of model reduction methods, distinguished by its construction of a simplified, computationally efficient model to emulate the input-output behavior of a complex, high-fidelity simulation or system under uncertainty.

2.7K

Publications

165.9K

Citations

6.6K

Authors

1.7K

Institutions

Publications per year

2017–2026

1.6K

Variants

Metamodeling

Parents

Uncertainty Quantification

Children

Adaptive SamplingArtificial Neural Network SurrogatesBayesian Surrogate ModelingClassification SurrogatesDimensionality Reduction For SurrogatesEnsemble SurrogatesGaussian Process RegressionGradient-enhanced SurrogatesInterpolation SurrogatesKriging

Publications

2.7K

Response Surface Methodology

Raymond H. Myers, Douglas C. Montgomery · IIE Transactions · 1996 · 3.8K citations

Computing, Computational Engineering, Algorithms +13

Surrogate-based analysis and optimization

Néstor V. Queipo, Raphael T. Haftka, Tushar Goel et al. · Progress in Aerospace Sciences · 2005 · 2.3K citations · Full text

Architecture, Computational Engineering, Systems Engineering +12

Recent advances in surrogate-based optimization

Alexander I. J. Forrester, Andy J. Keane · Progress in Aerospace Sciences · 2009 · 2.3K citations

Natural Sciences, Computational Engineering, Mathematics +14

Majorization-Minimization Algorithms in Signal Processing, Communications, and Machine Learning

Ying Sun, Prabhu Babu, Daniel P. Palomar · IEEE Transactions on Signal Processing · 2016 · 1.7K citations

Computing, Computer Science, Algorithms +14

Improved Surrogate Data for Nonlinearity Tests

Thomas Schreiber, Andreas Schmitz · Physical Review Letters · 1996 · 1.5K citations · Full text

Computing, Biostatistics, Statistics +13

1–5 of 2.7K

Authors

6.6K

YJ
Yaochu Jin
University of Surrey, United Kingdom
25 publications · 5K citations
22
h-index
BS
Bruno Sudret
ETH Zurich, Switzerland
26 publications · 2.5K citations
21
h-index
RT
Raphael T. Haftka
University of Florida, United States
31 publications · 4.5K citations
20
h-index
JB
J.W. Bandler
McMaster University, Canada
24 publications · 2.1K citations
19
h-index
KW
Karen Willcox
Massachusetts Institute of Technology, United States
23 publications · 2.9K citations
19
h-index

1–5 of 6.6K

Institutions

1.7K

1–8 of 1.7K

Venues

Structural and Multidisciplinary Optimization
95 publications · 6.7K citations
41
h-index
AIAA Journal
65 publications · 5.7K citations
36
h-index
Journal of Mechanical Design
54 publications · 3.4K citations
31
h-index
Computer Methods in Applied Mechanics and Engineering
49 publications · 4.8K citations
28
h-index
arXiv (Cornell University)
Repository · 71 publications · 2.1K citations
27
h-index

1–5