Surrogate Model Validation

Surrogate Model Validation is the systematic assessment of a simplified model’s fidelity to a high-fidelity simulation or real-world system, distinguished by its focus on ensuring that the surrogate accurately approximates the input-output behavior of the original system for the purpose of efficient and reliable simulation-based analysis.

365

Publications

14.8K

Citations

1.4K

Authors

553

Institutions

Publications per year

2017–2026

231

Parents

Simulation-based Validation

Publications

365

Diagnostics for Gaussian Process Emulators

Leonardo Soares Bastos, Anthony O’Hagan · Technometrics · 2009 · 405 citations

Computing, Computer Science, Computational Physics +12

A deep-learning-based surrogate model for data assimilation in dynamic subsurface flow problems

Meng Tang, Y. Liu, Louis J. Durlofsky · Journal of Computational Physics · 2020 · 381 citations · Full text

Natural Sciences, Geological Engineering, Petroleum Engineering +16

MISSing the World. Models as Isolations and Credible Surrogate Systems

Uskali Mäki · Erkenntnis · 2009 · 270 citations · Full text

Pharmacy, Systems Engineering, Uncertainty Quantification +9

Surrogate Safety Assessment Model and Validation: Final Report

Douglas Gettman, Lili Pu, Tarek Sayed et al. · Rosa P: A digital library for transportation research (United States Department of Transportation) · 2008 · 269 citations · Full text

Engineering, Systems Engineering, Transportation Planning +17

Adaptive sequential sampling for surrogate model generation with artificial neural networks

John P. Eason, Selen Cremaschi · Computers & Chemical Engineering · 2014 · 259 citations

Computing, Computational Engineering, Computer Science +15

1–5 of 365

Authors

1.4K

WL
Wenxi Lu
Jilin University, China
7 publications · 338 citations
7
h-index
XS
Xueguan Song
Dalian University of Technology, China
6 publications · 310 citations
6
h-index
WL
Wenxi Lu
Jilin University, China
6 publications · 297 citations
6
h-index
JL
Jiannan Luo
Jilin University, China
5 publications · 129 citations
5
h-index
KM
Kyoungmin Min
Soongsil University, South Korea
4 publications · 116 citations
4
h-index

1–5 of 1.4K

Institutions

553

1–8 of 553

Venues

Structural and Multidisciplinary Optimization
14 publications · 739 citations
13
h-index
Transportation Research Record Journal of the Transportation Research Board
TRR · 7 publications · 282 citations
7
h-index
Ocean Engineering
5 publications · 159 citations
5
h-index
Computers & Chemical Engineering
5 publications · 419 citations
5
h-index
Journal of Sound and Vibration
JSV · 4 publications · 107 citations
4
h-index

1–5