Reduced-order Surrogates

Reduced-Order Surrogates is a computational modeling construct that belongs to the class of reduced-order models, distinguished by its purpose of approximating high-fidelity or full-order simulations with significantly lower computational cost while preserving essential system dynamics and enabling rapid evaluation in multi-query or real-time scenarios.

184

Publications

9.3K

Citations

522

Authors

243

Institutions

Publications per year

2017–2026

106

Parents

Reduced-order Modeling

Publications

184

Krylov subspace techniques for reduced-order modeling of large-scale dynamical systems

Zhaojun Bai · Applied Numerical Mathematics · 2002 · 631 citations

Engineering, Mathematics, Systems Engineering +11

An Online Method for Interpolating Linear Parametric Reduced-Order Models

David Amsallem, Charbel Farhat · SIAM Journal on Scientific Computing · 2011 · 318 citations

Engineering, Aerospace Engineering, Mechanical Engineering +15

Reduced-Order Models for MEMS Applications

Ali H. Nayfeh, Mohammad I. Younis, Eihab Abdel‐Rahman · Nonlinear Dynamics · 2005 · 286 citations

Engineering, Mechanical Engineering, Mechatronics Engineering +13

Data-driven approximation of the Koopman generator: Model reduction, system identification, and control

Stefan Klus, Feliks Nüske, Sebastian Peitz et al. · Physica D Nonlinear Phenomena · 2020 · 262 citations · Full text

Engineering, Computer Science, Systems Engineering +16

Data-Driven Model Reduction and Transfer Operator Approximation

Journal of Nonlinear Science · 2018 · 259 citations · Full text

Computing, Computational Engineering, Computer Science +13

1–5 of 184

Authors

522

AM
Andrea Manzoni
Politecnico di Milano, Italy
9 publications · 402 citations
9
h-index
JS
Jan S. Hesthaven
Brown University, United States
6 publications · 606 citations
6
h-index
SF
Stefania Fresca
Politecnico di Milano, Italy
6 publications · 157 citations
6
h-index
GR
Gianluigi Rozza
Scuola Internazionale Superiore di Studi Avanzati, Italy
6 publications · 248 citations
6
h-index
DA
David Amsallem
Stanford University, United States
5 publications · 790 citations
5
h-index

1–5 of 522

Institutions

243

1–8 of 243

Venues

Computer Methods in Applied Mechanics and Engineering
16 publications · 721 citations
16
h-index
Journal of Computational Physics
9 publications · 620 citations
9
h-index
International Journal for Numerical Methods in Engineering
7 publications · 411 citations
7
h-index
Advanced Modeling and Simulation in Engineering Sciences
6 publications · 206 citations
6
h-index
Mechanical Systems and Signal Processing
MSSP · 5 publications · 214 citations
5
h-index

1–5