Robust flow reconstruction from limited measurements via sparse representation

Super-resolution reconstruction of turbulent flows with machine learning

(2019) Kai Fukami et al.   JOURNAL OF FLUID MECHANICS

Ensemble-Based State Estimator for Aerodynamic Flows

(2018) Andre F. C. da Silva et al.   AIAA JOURNAL

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

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

Time-lagged autoencoders: Deep learning of slow collective variables for molecular kinetics

(2018) Christoph Wehmeyer et al.   JOURNAL OF CHEMICAL PHYSICS

Sparse reduced-order modelling: sensor-based dynamics to full-state estimation

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

Constrained sparse Galerkin regression

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

The Shifted Proper Orthogonal Decomposition: A Mode Decomposition for Multiple Transport Phenomena

(2018) J. Reiss et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

Turbulence Modeling in the Age of Data

(2018) Karthik Duraisamy et al.   Annual Review of Fluid Mechanics

Flowfield Reconstruction Method Using Artificial Neural Network

(2018) Jian Yu et al.   AIAA JOURNAL

Deep learning for universal linear embeddings of nonlinear dynamics

(2018) Bethany Lusch et al.   Nature Communications

Data assimilation of mean velocity from 2D PIV measurements of flow over an idealized airfoil

(2017) Sean Symon et al.   EXPERIMENTS IN FLUIDS

The Analog Data Assimilation

(2017) Redouane Lguensat et al.   MONTHLY WEATHER REVIEW

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

Chaos as an intermittently forced linear system

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

Intracycle angular velocity control of cross-flow turbines

(2017) Benjamin Strom et al.   Nature Energy

Ship heading and velocity analysis by wake detection in SAR images

(2016) Maria Daniela Graziano et al.   ACTA ASTRONAUTICA

Linear Closed-Loop Control of Fluid Instabilities and Noise-Induced Perturbations: A Review of Approaches and Tools1

(2016) Denis Sipp et al.   Applied Mechanics Reviews

Reconstruction of unsteady viscous flows using data assimilation schemes

(2016) V. Mons et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Reynolds averaged turbulence modelling using deep neural networks with embedded invariance

(2016) Julia Ling et al.   JOURNAL OF FLUID MECHANICS

Classification of Spatiotemporal Data via Asynchronous Sparse Sampling: Application to Flow around a Cylinder

(2016) Ido Bright et al.   MULTISCALE MODELING & SIMULATION

Analog forecasting with dynamics-adapted kernels

(2016) Zhizhen Zhao et al.   NONLINEARITY

Understanding deep convolutional networks

(2016) Stéphane Mallat   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

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

Brain tumors detection and segmentation in MR images: Gabor wavelet vs. statistical features

(2015) Nooshin Nabizadeh et al.   COMPUTERS & ELECTRICAL ENGINEERING

A particle filter to reconstruct a free-surface flow from a depth camera

(2015) Benoit Combés et al.   FLUID DYNAMICS RESEARCH

Assessment of probability density function based on POD reduced-order model for ensemble-based data assimilation

(2015) Ryota Kikuchi et al.   FLUID DYNAMICS RESEARCH

Deep learning

(2015) Yann LeCun et al.   NATURE

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

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

The Optimal Hard Threshold for Singular Values is \(4/\sqrt {3}\)

(2014) Matan Gavish et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Finite-volume WENO scheme for viscous compressible multicomponent flows

(2014) Vedran Coralic et al.   JOURNAL OF COMPUTATIONAL PHYSICS

A data-assimilation method for Reynolds-averaged Navier–Stokes-driven mean flow reconstruction

(2014) Dimitry P. G. Foures et al.   JOURNAL OF FLUID MECHANICS

A new method for detection of North Atlantic right whale up-calls

(2014) Mahdi Esfahanian et al.   JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA

Compact representation of wall-bounded turbulence using compressive sampling

(2014) J.-L. Bourguignon et al.   PHYSICS OF FLUIDS

Compressive Sensing and Low-Rank Libraries for Classification of Bifurcation Regimes in Nonlinear Dynamical Systems

(2014) Steven L. Brunton et al.   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS

Compressive Sensing and Reconstruction in Measurements with an Aerospace Application

(2013) Xun Huang   AIAA JOURNAL

Integration of non-time-resolved PIV and time-resolved velocity point sensors for dynamic estimation of velocity fields

(2013) Jonathan H. Tu et al.   EXPERIMENTS IN FLUIDS

Segmentation of MR images via discriminative dictionary learning and sparse coding: Application to hippocampus labeling

(2013) Tong Tong et al.   NEUROIMAGE

Compressive sensing based machine learning strategy for characterizing the flow around a cylinder with limited pressure measurements

(2013) Ido Bright et al.   PHYSICS OF FLUIDS

Patient-Specific Multiscale Modeling of Blood Flow for Coronary Artery Bypass Graft Surgery

(2012) Sethuraman Sankaran et al.   ANNALS OF BIOMEDICAL ENGINEERING

Reduced-order Kalman-filtered hybrid simulation combining particle tracking velocimetry and direct numerical simulation

(2012) Takao Suzuki   JOURNAL OF FLUID MECHANICS

Ensemble sparse classification of Alzheimer's disease

(2012) Manhua Liu et al.   NEUROIMAGE

Multi-time-delay LSE-POD complementary approach applied to unsteady high-Reynolds-number near wake flow

(2010) V. Durgesh et al.   EXPERIMENTS IN FLUIDS

Image Super-Resolution Via Sparse Representation

(2010) Jianchao Yang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Robust Regression and Lasso

(2010) Huan Xu et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Dynamic mode decomposition of numerical and experimental data

(2010) PETER J. SCHMID   JOURNAL OF FLUID MECHANICS

Robust Face Recognition via Sparse Representation

(2009) J. Wright et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Spectral analysis of nonlinear flows

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

Efficient sensor placement for ocean measurements using low-dimensional concepts

(2009) B. Yildirim et al.   OCEAN MODELLING

CoSaMP: Iterative signal recovery from incomplete and inaccurate samples

(2008) D. Needell et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

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

A non-linear observer for unsteady three-dimensional flows

(2007) M. Buffoni et al.   JOURNAL OF COMPUTATIONAL PHYSICS