Projection-based model reduction: formulations for physics-based machine learning
type: Item
instance of: scholarly article
title: Projection-based model reduction: formulations for physics-based machine learning
zbMATH Open document ID: 1411.65061
author: Renee Swischuk
author: Laura Mainini
author: Benjamin Peherstorfer
author: Karen Willcox
published in: Computers and Fluids
publication date: 2019-04-26T00:00:00Z
Mathematics Subject Classification ID: 65F15
Mathematics Subject Classification ID: 68T05
zbMATH DE Number: 7048371
zbMATH Keywords: model reduction
zbMATH Keywords: data-driven reduced models
zbMATH Keywords: physics-based machine learning
zbMATH Keywords: proper orthogonal decomposition
zbMATH Keywords: surrogate models
describes a project that uses: PRMLT
describes a project that uses: SU2
MaRDI profile type: Publication
full work available at URL: j.compfluid.2018.07.021
OpenAlex ID: W2885397520
cites work: A survey of model reduction methods for large-scale systems.
cites work: Reduced order methods for modeling and computational reduction
cites work: A survey of projection-based model reduction methods for parametric dynamical systems
cites work: Certified Reduced Basis Methods for Parametrized Partial Differential Equations
cites work: Turbulence, Coherent Structures, Dynamical Systems and Symmetry
cites work: Turbulence and the dynamics of coherent structures. I. Coherent structures
cites work: Modeling and control of physical processes using proper orthogonal decomposition
cites work: Reduced-order modeling of parameterized PDEs using time-space-parameter principal component analysis
cites work: Surrogate modeling of multiscale models using kernel methods
cites work: Nonintrusive reduced-order modeling of parametrized time-dependent partial differential equations
cites work: Non-intrusive reduced order modeling of nonlinear problems using neural networks
cites work: Q3780863
cites work: Subspace-based methods for the identification of linear time-invariant systems
cites work: Tangential interpolation-based eigensystem realization algorithm for MIMO systems
cites work: System identification methods for (operational) modal analysis: review and comparison
cites work: FIR system modeling and identification in the presence of noise and with band-limited inputs
cites work: On the Scalar Rational Interpolation Problem
cites work: A framework for the solution of the generalized realization problem
cites work: Data-driven structured realization
cites work: Data-Driven Reduced Model Construction with Time-Domain Loewner Models
cites work: Quadrature-Based Vector Fitting for Discretized $\mathcal{H}_2$ Approximation
cites work: Vector Fitting for Matrix-valued Rational Approximation
cites work: On dynamic mode decomposition: theory and applications
cites work: Dynamic mode decomposition with control
cites work: Data-driven operator inference for nonintrusive projection-based model reduction
cites work: Discovering governing equations from data by sparse identification of nonlinear dynamical systems
cites work: Online Adaptive Model Reduction for Nonlinear Systems via Low-Rank Updates
cites work: Geometric Subspace Updates with Applications to Online Adaptive Nonlinear Model Reduction
cites work: A model-data weak formulation for simultaneous estimation of state and model bias
cites work: PBDW state estimation: noisy observations; configuration-adaptive background spaces; physical interpretations
cites work: A paradigm for data-driven predictive modeling using field inversion and machine learning
cites work: Survey of Multifidelity Methods in Uncertainty Propagation, Inference, and Optimization
cites work: Q5483032
cites work: Machine learning. A probabilistic perspective
cites work: Q3843987
cites work: Q5844054
cites work: Learning representations by back-propagating errors
cites work: Multidimensional binary search trees used for associative searching
cites work: An Algorithm for Finding Best Matches in Logarithmic Expected Time
Wikidata QID: Q129429267
DOI: 10.1016/J.COMPFLUID.2018.07.021
description: scientific article; zbMATH DE number 7048371