Nonlinear Model Reduction

Nonlinear Model Reduction is a reduced-order modeling technique that specifically addresses nonlinear systems by preserving essential nonlinear dynamics while projecting the original high-dimensional system onto a lower-dimensional subspace.

1.8K

Publications

94.1K

Citations

3.1K

Authors

Institutions

Publications per year

2017–2026

529

Variants

Nonlinear Model Order Reduction

Parents

Nonlinear Process ControlReduced-order Modeling

Publications

1.8K

Nonlinear Model Reduction via Discrete Empirical Interpolation

Saifon Chaturantabut, Danny C. Sorensen · SIAM Journal on Scientific Computing · 2010 · 1.9K citations

Computing, Computational Engineering, Computational Fluid Dynamics +15

Reduced-order modeling: new approaches for computational physics

David J. Lucia, Philip Beran, Walter A. Silva · Progress in Aerospace Sciences · 2004 · 932 citations

Natural Sciences, Physics, Computational Physics +15

Model reduction via balanced state space representations

Lars Pernebo, L. Silverman · IEEE Transactions on Automatic Control · 1982 · 896 citations

Engineering, Mathematics, Systems Engineering +15

MODEL REDUCTION FOR FLUIDS, USING BALANCED PROPER ORTHOGONAL DECOMPOSITION

Clarence W. Rowley · International Journal of Bifurcation and Chaos · 2005 · 894 citations

Engineering, Computational Engineering, Systems Engineering +13

The Method of Proper Orthogonal Decomposition for Dynamical Characterization and Order Reduction of Mechanical Systems: An Overview

Gaëtan Kerschen, Jean‐Claude Golinval, Alexander F. Vakakis et al. · Nonlinear Dynamics · 2005 · 887 citations · Full text

Engineering, Mechanical Engineering, Systems Engineering +17

1–5 of 1.8K

Authors

3.1K

PB
Peter Benner
Max Planck Institute for Dynamics of Complex Technical Systems, Germany
33 publications · 1.9K citations
20
h-index
SG
Serkan Gugercin
Virginia Tech, United States
22 publications · 2.1K citations
19
h-index
CF
Charbel Farhat
Stanford University, United States
19 publications · 3.1K citations
18
h-index
KW
Karen Willcox
Massachusetts Institute of Technology, United States
20 publications · 2K citations
18
h-index
AM
Andrea Manzoni
Politecnico di Milano, Italy
18 publications · 980 citations
16
h-index

1–5 of 3.1K

Institutions

1–8 of 1K

Venues

Computer Methods in Applied Mechanics and Engineering
75 publications · 4.9K citations
36
h-index
IEEE Transactions on Automatic Control
71 publications · 5.5K citations
35
h-index
Journal of Computational Physics
43 publications · 3.7K citations
30
h-index
International Journal of Control
45 publications · 3.4K citations
26
h-index
International Journal for Numerical Methods in Engineering
34 publications · 2.5K citations
25
h-index

1–5