Collection
Model Reduction and Surrogate Modeling (MORe)
- Submission status
- Closed
The steady increase in complexity within industrial processes, especially in the “big data” eraand the simultaneous need for sustainable technologies, is undoubtedly one of the central challenges of our time. Even the rapid increase in available computing power cannot permanently cope with the exponential growth underlying the “curse of dimensionality” in the long run. Accordingly, it is necessary to examine large data sets with respect to redundant information and to merge essential information gained from this in a reduced model. This is exactly the underlying idea of model order reduction (MOR).
The topical collection is an initiative of the first "MORe" conference which was held in September 2022 and which served as a central kick-off event of the merger of the two previous conference series “Model Reduction of Parametrized Systems (MoRePaS)” and “Model Reduction of Complex Dynamical Systems (Modred)”. The collection addresses recent results and significant new achievements in model reduction and surrogate modeling.
Editors
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Tobias Breiten
Technical University of Berlin
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Sara Grundel
Max Planck Institute Magdeburg
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Bernard Haasdonk
University of Stuttgart
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Anthony Nouy
Ecole Centrale de Nantes
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Karsten Urban
Ulm University
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Karen Veroy-Grepl
Eindhoven University of Technology
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Ralf Zimmermann
University of Southern Denmark
Articles (19 in this collection)
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Randomized greedy magic point selection schemes for nonlinear model reduction
Authors
- Ralf Zimmermann
- Kai Cheng
- Content type: OriginalPaper
- Open Access
- Published: 22 July 2024
- Article: 81
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Adaptive choice of near-optimal expansion points for interpolation-based structure-preserving model reduction
Authors
- Quirin Aumann
- Steffen W. R. Werner
- Content type: OriginalPaper
- Open Access
- Published: 19 July 2024
- Article: 79
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Macro-micro decomposition for consistent and conservative model order reduction of hyperbolic shallow water moment equations: a study using POD-Galerkin and dynamical low-rank approximation
Authors
- Julian Koellermeier
- Philipp Krah
- Jonas Kusch
- Content type: OriginalPaper
- Open Access
- Published: 16 July 2024
- Article: 76
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Further analysis of multilevel Stein variational gradient descent with an application to the Bayesian inference of glacier ice models
Authors (first, second and last of 4)
- Terrence Alsup
- Tucker Hartland
- Noemi Petra
- Content type: OriginalPaper
- Published: 03 July 2024
- Article: 65
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Stochastic modeling of stationary scalar Gaussian processes in continuous time from autocorrelation data
Authors
- Martin Hanke
- Content type: OriginalPaper
- Open Access
- Published: 24 June 2024
- Article: 60
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Semi-active damping optimization of vibrational systems using the reduced basis method
Authors
- Jennifer Przybilla
- Igor Pontes Duff
- Peter Benner
- Content type: OriginalPaper
- Open Access
- Published: 31 May 2024
- Article: 56
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Dominant subspaces of high-fidelity polynomial structured parametric dynamical systems and model reduction
Authors
- Pawan Goyal
- Igor Pontes Duff
- Peter Benner
- Content type: OriginalPaper
- Open Access
- Published: 03 May 2024
- Article: 42
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Inverse problem for determining free parameters of a reduced turbulent transport model for tokamak plasma
Authors (first, second and last of 5)
- Louis Lamérand
- Didier Auroux
- Eric Serre
- Content type: OriginalPaper
- Published: 02 May 2024
- Article: 39
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Dictionary-based model reduction for state estimation
Authors
- Anthony Nouy
- Alexandre Pasco
- Content type: OriginalPaper
- Published: 24 April 2024
- Article: 32
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Error estimates for POD-DL-ROMs: a deep learning framework for reduced order modeling of nonlinear parametrized PDEs enhanced by proper orthogonal decomposition
Authors (first, second and last of 4)
- Simone Brivio
- Stefania Fresca
- Andrea Manzoni
- Content type: OriginalPaper
- Open Access
- Published: 24 April 2024
- Article: 33
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\(\mathcal {H}_2\) optimal rational approximation on general domains
Authors
- Alessandro Borghi
- Tobias Breiten
- Content type: OriginalPaper
- Published: 18 April 2024
- Article: 28
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Structured barycentric forms for interpolation-based data-driven reduced modeling of second-order systems
Authors
- Ion Victor Gosea
- Serkan Gugercin
- Steffen W. R. Werner
- Content type: OriginalPaper
- Open Access
- Published: 11 April 2024
- Article: 26
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A probabilistic reduced basis method for parameter-dependent problems
Authors (first, second and last of 4)
- Marie Billaud-Friess
- Arthur Macherey
- Clémentine Prieur
- Content type: OriginalPaper
- Published: 13 March 2024
- Article: 19
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Structured interpolation for multivariate transfer functions of quadratic-bilinear systems
Authors
- Peter Benner
- Serkan Gugercin
- Steffen W. R. Werner
- Content type: OriginalPaper
- Open Access
- Published: 12 March 2024
- Article: 18
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Dictionary-based online-adaptive structure-preserving model order reduction for parametric Hamiltonian systems
Authors
- Robin Herkert
- Patrick Buchfink
- Bernard Haasdonk
- Content type: OriginalPaper
- Open Access
- Published: 05 February 2024
- Article: 12
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On the balanced truncation error bound and sign parameters from arrowhead realizations
Authors (first, second and last of 4)
- Sean Reiter
- Tobias Damm
- Serkan Gugercin
- Content type: OriginalPaper
- Open Access
- Published: 31 January 2024
- Article: 10
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Interpolatory model reduction of quadratic-bilinear dynamical systems with quadratic-bilinear outputs
Authors (first, second and last of 4)
- Alejandro N. Diaz
- Matthias Heinkenschloss
- Athanasios C. Antoulas
- Content type: OriginalPaper
- Published: 14 December 2023
- Article: 95
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Toward a certified greedy Loewner framework with minimal sampling
Authors
- Davide Pradovera
- Content type: OriginalPaper
- Open Access
- Published: 05 December 2023
- Article: 92