Dynamic Mode Decomposition for Compressive System Identification

Linear predictors for nonlinear dynamical systems: Koopman operator meets model predictive control

(2018) Milan Korda et al.   AUTOMATICA

Data-Driven Sparse Sensor Placement for Reconstruction: Demonstrating the Benefits of Exploiting Known Patterns

(2018) Krithika Manohar et al.   IEEE CONTROL SYSTEMS MAGAZINE

Sparsity enabled cluster reduced-order models for control

(2018) Eurika Kaiser et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Constrained sparse Galerkin regression

(2018) Jean-Christophe Loiseau et al.   JOURNAL OF FLUID MECHANICS

Spectral proper orthogonal decomposition and its relationship to dynamic mode decomposition and resolvent analysis

(2018) Aaron Towne et al.   JOURNAL OF FLUID MECHANICS

Variable Projection Methods for an Optimized Dynamic Mode Decomposition

(2018) Travis Askham et al.   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS

Generalizing Koopman Theory to Allow for Inputs and Control

(2018) Joshua L. Proctor et al.   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS

Dynamic mode decomposition using a Kalman filter for parameter estimation

(2018) Taku Nonomura et al.   AIP Advances

Randomized dynamic mode decomposition for nonintrusive reduced order modelling

(2017) Diana Alina Bistrian et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Sparse Sensing and DMD-Based Identification of Flow Regimes and Bifurcations in Complex Flows

(2017) Boris Kramer et al.   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS

Ergodic Theory, Dynamic Mode Decomposition, and Computation of Spectral Properties of the Koopman Operator

(2017) Hassan Arbabi et al.   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS

Chaos as an intermittently forced linear system

(2017) Steven L. Brunton et al.   Nature Communications

Characterizing and correcting for the effect of sensor noise in the dynamic mode decomposition

(2016) Scott T. M. Dawson et al.   EXPERIMENTS IN FLUIDS

Extracting spatial–temporal coherent patterns in large-scale neural recordings using dynamic mode decomposition

(2016) Bingni W. Brunton et al.   JOURNAL OF NEUROSCIENCE METHODS

Dynamic Mode Decomposition with Control

(2016) Joshua L. Proctor et al.   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS

Sparse Sensor Placement Optimization for Classification

(2016) B. W. Brunton et al.   SIAM JOURNAL ON APPLIED MATHEMATICS

Correspondence between Koopman mode decomposition, resolvent mode decomposition, and invariant solutions of the Navier-Stokes equations

(2016) Ati S. Sharma et al.   Physical Review Fluids

Estimation of perturbations in robotic behavior using dynamic mode decomposition

(2015) Erik Berger et al.   ADVANCED ROBOTICS

Low-Dimensional Approach for Reconstruction of Airfoil Data via Compressive Sensing

(2015) Zhe Bai et al.   AIAA JOURNAL

Closed-Loop Turbulence Control: Progress and Challenges

(2015) Steven L. Brunton et al.   Applied Mechanics Reviews

A dynamic mode decomposition approach for large and arbitrarily sampled systems

(2015) Florimond Guéniat et al.   PHYSICS OF FLUIDS

A Survey of Projection-Based Model Reduction Methods for Parametric Dynamical Systems

(2015) Peter Benner et al.   SIAM REVIEW

Discovering dynamic patterns from infectious disease data using dynamic mode decomposition

(2015) Joshua L. Proctor et al.   International Health

Spectral analysis of fluid flows using sub-Nyquist-rate PIV data

(2014) Jonathan H. Tu et al.   EXPERIMENTS IN FLUIDS

Cluster-based reduced-order modelling of a mixing layer

(2014) Eurika Kaiser et al.   JOURNAL OF FLUID MECHANICS

State-space model identification and feedback control of unsteady aerodynamic forces

(2014) Steven L. Brunton et al.   JOURNAL OF FLUIDS AND STRUCTURES

Effects of weak noise on oscillating flows: Linking quality factor, Floquet modes, and Koopman spectrum

(2014) Shervin Bagheri   PHYSICS OF FLUIDS

Sparsity-promoting dynamic mode decomposition

(2014) Mihailo R. Jovanović et al.   PHYSICS OF FLUIDS

Identification of Sparse Linear Operators

(2013) Reinhard Heckel et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Reduced-order unsteady aerodynamic models at low Reynolds numbers

(2013) Steven L. Brunton et al.   JOURNAL OF FLUID MECHANICS

Koopman-mode decomposition of the cylinder wake

(2013) Shervin Bagheri   JOURNAL OF FLUID MECHANICS

Analysis of Fluid Flows via Spectral Properties of the Koopman Operator

(2012) Igor Mezić   Annual Review of Fluid Mechanics

Variants of Dynamic Mode Decomposition: Boundary Condition, Koopman, and Fourier Analyses

(2012) Kevin K. Chen et al.   JOURNAL OF NONLINEAR SCIENCE

Adaptive algorithms for sparse system identification

(2011) Nicholas Kalouptsidis et al.   SIGNAL PROCESSING

CoSaMP

(2010) Deanna Needell et al.   COMMUNICATIONS OF THE ACM

Online Sparse System Identification and Signal Reconstruction Using Projections Onto Weighted $\ell_{1}$ Balls

(2010) Yannis Kopsinis et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Dynamic mode decomposition of numerical and experimental data

(2010) PETER J. SCHMID   JOURNAL OF FLUID MECHANICS

Reduced-order models for control of fluids using the eigensystem realization algorithm

(2010) Zhanhua Ma et al.   THEORETICAL AND COMPUTATIONAL FLUID DYNAMICS

$l_{0}$ Norm Constraint LMS Algorithm for Sparse System Identification

(2009) Yuantao Gu et al.   IEEE SIGNAL PROCESSING LETTERS

Spectral analysis of nonlinear flows

(2009) CLARENCE W. ROWLEY et al.   JOURNAL OF FLUID MECHANICS

A fast immersed boundary method using a nullspace approach and multi-domain far-field boundary conditions

(2007) Tim Colonius et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING