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Parallel data-driven decomposition algorithm for large-scale datasets: with application to transitional boundary layers

https://doi.org/10.1007/s00162-016-0385-x
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Outgoing claims: the papers this work cites, builds on, or argues with.

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Mode Decomposition on Surface-Mounted Cube
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Analysis of unsteady behaviour in shockwave turbulent boundary layer interaction
inferredcites →https://doi.org/10.1017/jfm.2013.142openalex-snapshot
Direct numerical simulation of complete H-type and K-type transitions with implications for the dynamics of turbulent boundary layers
inferredcites →https://doi.org/10.1017/jfm.2014.184openalex-snapshot
Reduced-order representation of near-wall structures in the late transitional boundary layer
inferredcites →https://doi.org/10.1017/s0022112009992059openalex-snapshot
Spectral analysis of nonlinear flows
inferredcites →https://doi.org/10.1017/s0022112010001217openalex-snapshot
Dynamic mode decomposition of numerical and experimental data
inferredcites →https://doi.org/10.1017/s0022112099007077openalex-snapshot
Mechanisms of transition and heat transfer in a separation bubble
inferredcites →https://doi.org/10.1023/b:jiis.0000039532.05533.99openalex-snapshot
Recommender Systems Research: A Connection-Centric Survey
inferredcites →https://doi.org/10.1063/1.4863670openalex-snapshot
Sparsity-promoting dynamic mode decomposition
inferredcites →https://doi.org/10.1063/1.4906219openalex-snapshot
Analysis of pressure perturbation sources on a generic space launcher after-body in supersonic flow using zonal turbulence modeling and dynamic mode decomposition
inferredcites →https://doi.org/10.1063/1.4913868openalex-snapshot
Parametrized data-driven decomposition for bifurcation analysis, with application to thermo-acoustically unstable systems
inferredcites →https://doi.org/10.1109/apccas.2008.4746151openalex-snapshot
Gram-Schmidt-based QR decomposition for MIMO detection: VLSI implementation and comparison
inferredcites →https://doi.org/10.1109/bigdata.2013.6691583openalex-snapshot
Direct QR factorizations for tall-and-skinny matrices in MapReduce architectures
inferredcites →https://doi.org/10.1109/tkde.2005.148openalex-snapshot
IDR/QR: an incremental dimension reduction algorithm via QR decomposition
inferredcites →https://doi.org/10.1115/1.4023787openalex-snapshot
Direct Numerical Simulation and Large Eddy Simulation of Laminar Separation Bubbles at Moderate Reynolds Numbers
inferredcites →https://doi.org/10.1137/080731992openalex-snapshot
Communication-optimal Parallel and Sequential QR and LU Factorizations
inferredcites →https://doi.org/10.1142/s0218127405012429openalex-snapshot
MODEL REDUCTION FOR FLUIDS, USING BALANCED PROPER ORTHOGONAL DECOMPOSITION
inferredcites →https://doi.org/10.1146/annurev-fluid-011212-140652openalex-snapshot
Analysis of Fluid Flows via Spectral Properties of the Koopman Operator
inferredcites →https://doi.org/10.2172/918383openalex-snapshot
An overview of Trilinos.
inferredcites →https://doi.org/10.2514/2.1570openalex-snapshot
Balanced Model Reduction via the Proper Orthogonal Decomposition

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Incremental Model Order Reduction of Smoothed‐Particle Hydrodynamic Simulations
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Dynamic Mode Decomposition: A Tool to Extract Structures Hidden in Massive Datasets
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Parallel Dynamic Mode Decomposition for Rayleigh–Taylor Instability Flows
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Exact parallelized dynamic mode decomposition with Hankel matrix for large-scale flow data
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Data-driven and operator-based tools for the analysis of turbulent flows
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Numerical investigation of open- and close-end swirl injector dynamics for LOx-CH4 supercritical combustion
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Implicit dynamics identification in time-varying manifolds using Laplace-Beltrami dynamic mode decomposition
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A GPU framework for computing multiscale triadic interactions in turbulent flows
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Unlocking massively parallel spectral proper orthogonal decompositions in the PySPOD package
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Adaptive quadrotor control using online dynamic mode decomposition
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Compressed representation of separation bubbles from a vast database
inferred← citeshttps://doi.org/10.1016/j.jcp.2018.12.012openalex-snapshot
A parallel and streaming Dynamic Mode Decomposition algorithm with finite precision error analysis for large data
inferred← citeshttps://doi.org/10.1016/j.jcp.2022.111495openalex-snapshot
A dynamic mode decomposition technique for the analysis of non–uniformly sampled flow data
inferred← citeshttps://doi.org/10.1016/j.jocs.2022.101599openalex-snapshot
Reduced-communication parallel dynamic mode decomposition
inferred← citeshttps://doi.org/10.1016/j.paerosci.2023.100918openalex-snapshot
Recent advances in feature extraction techniques for high-speed flowfields
inferred← citeshttps://doi.org/10.1017/978-1-009-08951-7openalex-snapshot
Data-driven science and engineering : machine learning, dynamical systems, and control
inferred← citeshttps://doi.org/10.1017/9781108380690openalex-snapshot
Data-Driven Science and Engineering
inferred← citeshttps://doi.org/10.1017/9781108380690.001openalex-snapshot
Preface
inferred← citeshttps://doi.org/10.1017/9781108380690.002openalex-snapshot
Singular Value Decomposition (SVD)
inferred← citeshttps://doi.org/10.1017/9781108380690.003openalex-snapshot
Fourier and Wavelet Transforms
inferred← citeshttps://doi.org/10.1017/9781108380690.004openalex-snapshot
Sparsity and Compressed Sensing
inferred← citeshttps://doi.org/10.1017/9781108380690.005openalex-snapshot
Regression and Model Selection
inferred← citeshttps://doi.org/10.1017/9781108380690.006openalex-snapshot
Clustering and Classification
inferred← citeshttps://doi.org/10.1017/9781108380690.007openalex-snapshot
Neural Networks and Deep Learning
inferred← citeshttps://doi.org/10.1017/9781108380690.008openalex-snapshot
Data-Driven Dynamical Systems
inferred← citeshttps://doi.org/10.1017/9781108380690.009openalex-snapshot
Linear Control Theory
inferred← citeshttps://doi.org/10.1017/9781108380690.010openalex-snapshot
Balanced Models for Control
inferred← citeshttps://doi.org/10.1017/9781108380690.011openalex-snapshot
Data-Driven Control
inferred← citeshttps://doi.org/10.1017/9781108380690.012openalex-snapshot
Reduced Order Models (ROMs)
inferred← citeshttps://doi.org/10.1017/9781108380690.013openalex-snapshot
Interpolation for Parametric ROMs
inferred← citeshttps://doi.org/10.1017/9781108380690.014openalex-snapshot
Glossary
inferred← citeshttps://doi.org/10.1017/9781108380690.015openalex-snapshot
Bibliography
inferred← citeshttps://doi.org/10.1017/9781108380690.016openalex-snapshot
Index
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Direct numerical simulation of high-speed transition due to roughness elements
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Numerical simulations of attachment-line boundary layer in hypersonic flow. Part 1. Roughness-induced subcritical transitions
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Data-based transient growth analysis
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A composite dynamic mode decomposition analysis of turbulent channel flows
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Shock-wave/turbulent boundary-layer interaction with a flexible panel
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Investigation of injector-coupled combustion dynamics in a methane–oxygen combustor using large eddy simulation and dynamic mode decomposition
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Effects of confinement, impinging shock deflection angle, and Mach number on the flow field of a supersonic open cavity
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Impact of fuel injection temperature dynamics on the stability of liquid oxygen–methane supercritical combustion
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Influence of aspect ratio and flow compressibility on flow dynamics in a confined cavity
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Sub-cavity induced passive control of confined supersonic cavity flows across varying freestream Mach numbers
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Feature Extraction from Turbulent Channel Flow Databases via Composite DMD Analysis
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Feature Extraction from Turbulent Channel Flow of Moderate Reynolds Number via Composite DMD Analysis
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Adaptive hierarchical feature extraction with transformer-augmented CNNs for high-dimensional fluid mechanics data analysis
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Challenges in dynamic mode decomposition
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Low-dimensional representation of near-wall dynamics in shear flows, with implications to wall-models
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Accelerating particle-in-cell kinetic plasma simulations via reduced-order modeling of space-charge dynamics using dynamic mode decomposition
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Dynamic Mode Decomposition for Large-Scale Coherent Structure Extraction in Shear Flows
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Data Driven Modal Decompositions: Analysis and Enhancements
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Randomized Dynamic Mode Decomposition
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On Least Squares Problems with Certain Vandermonde--Khatri--Rao Structure with Applications to DMD
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Modern Koopman Theory for Dynamical Systems
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Dynamic Mode Decomposition and Its Variants
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Unravelling the large-scale circulation modes in turbulent Rayleigh-Bénard convection (a)
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Post-processing enhancement: feature detection and evaluation of unsteady/steady flows
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Parallel Proper-Orthogonal/Dynamic-Mode Decompositions of Large Flowfields
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Verification of bubble tracking method and DNS examinations of single- and two-phase turbulent channel flows
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Data-Driven Modal Decomposition Analysis of Unsteady Flow in Multistage Turbine
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Dynamic Mode Decomposition of Stratified Wakes
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Study of Spanwise Perturbations in Hypersonic Shock-Wave/Boundary Layer Interactions on a Double Wedge
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Correction: Study of Spanwise Perturbations in Hypersonic Shock-Wave/Boundary Layer Interactions on a Double Wedge
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Dynamic Mode Decomposition of a Highly Confined Shock-Wave/Boundary-Layer Interaction
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A Parallel Implementation of Reduced-Order Modeling of Large-Scale Systems
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On Alternative Algorithms for Computing Dynamic Mode Decomposition
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Extended Online DMD and Weighted Modifications for Streaming Data Analysis
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Dynamic Mode Decomposition Analysis of Spatially Agglomerated Flow Databases
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Delay-Embedding Spatio-Temporal Dynamic Mode Decomposition
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Dynamic Mode Decomposition via Polynomial Root-Finding Methods
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Streaming GPU Singular Value and Dynamic Mode Decompositions
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Kinetic modelling of three-dimensional shock/laminar separation bubble instabilities in hypersonic flows over a double wedge
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ONLINE DYNAMIC MODE DECOMPOSITION: AN ALTERNATIVE APPROACH FOR LOW RANK DATASETS
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