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Topic: "dynamic-mode-decomposition"

PyDMD/PyDMD

Python Dynamic Mode Decomposition

Language: Python - Size: 301 MB - Last synced at: about 15 hours ago - Pushed at: about 1 month ago - Stars: 1,004 - Forks: 327

AndreWeiner/flowtorch

flowTorch - a Python library for analysis and reduced-order modeling of fluid flows

Language: Python - Size: 20.6 MB - Last synced at: 7 days ago - Pushed at: 4 months ago - Stars: 154 - Forks: 48

erichson/ristretto

Randomized Dimension Reduction Library

Language: Jupyter Notebook - Size: 11.8 MB - Last synced at: 17 days ago - Pushed at: about 4 years ago - Stars: 115 - Forks: 26

PGelss/scikit_tt

Tensor Train Toolbox

Language: Python - Size: 37.2 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 114 - Forks: 25

jbramburger/DataDrivenDynSyst

Scripts and notebooks to accompany the book Data-Driven Methods for Dynamic Systems

Language: Jupyter Notebook - Size: 79.1 MB - Last synced at: 2 months ago - Pushed at: 4 months ago - Stars: 111 - Forks: 20

belson17/modred

Modred main repository

Language: Python - Size: 5.05 MB - Last synced at: 8 months ago - Pushed at: about 4 years ago - Stars: 76 - Forks: 38

EthanJamesLew/AutoKoopman

AutoKoopman - automated Koopman operator methods for data-driven dynamical systems analysis and control.

Language: Python - Size: 38 MB - Last synced at: 17 days ago - Pushed at: about 1 year ago - Stars: 74 - Forks: 9

jbramburger/Data-Science-Methods

This repository contains lecture notes and codes for the course "Computational Methods for Data Science"

Language: MATLAB - Size: 21.2 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 39 - Forks: 9

datafold-dev/datafold

Extended Dynamic Mode Decomposition for system identification from time series data (with dictionary learning, control and streaming options). Diffusion Maps to extract geometric description from data.

Language: Python - Size: 8.85 MB - Last synced at: 3 months ago - Pushed at: 10 months ago - Stars: 30 - Forks: 3

erdc/pynirom

Python tools for non-intrusive reduced order modeling

Language: Python - Size: 10.2 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 14 - Forks: 7

hanyoseob/matlab-DMD

Dynamic Mode Decomposition (DMD)

Language: MATLAB - Size: 524 KB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 14 - Forks: 10

EthanJamesLew/koopmania

a little library to help me with things involving Koopman operators

Language: Python - Size: 168 KB - Last synced at: 17 days ago - Pushed at: over 3 years ago - Stars: 12 - Forks: 2

nassircassamo/IODMD_SOWFA

This repository contains all the work developed in the context of the Master Thesis dissertation entitled Model Predictive Control for Wake Steering: a Koopman Dynamic Mode Decomposition Approach. The repository includes all developed documentation (dissertation, extended abstract, poster and presentation) source code (MATLAB script and functions), datasets and results (animations, articles).

Language: MATLAB - Size: 39.2 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 11 - Forks: 4

PyDMD/glappo

Generic Linear Algebra Porting of PyDMD [Ongoing]

Language: Jupyter Notebook - Size: 3.18 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 8 - Forks: 0

VArdulov/online_dmd

Implementation of Online DMD using NumPy

Language: Python - Size: 336 KB - Last synced at: almost 2 years ago - Pushed at: about 7 years ago - Stars: 8 - Forks: 2

erdc/node_nirom

Neural Ordinary Differential Equations for model order reduction of time-dependent PDEs

Language: Jupyter Notebook - Size: 8.34 MB - Last synced at: about 1 year ago - Pushed at: almost 4 years ago - Stars: 7 - Forks: 2

mukappalambda/dmd

A Python Implementation of Dynamic Mode Decomposition

Language: Python - Size: 1.31 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 5 - Forks: 2

Tushargh29/transonic_shock_buffet

This repository is dedicated to the studienarbeit project of "Numerical investigation of 2D transonic shock-buffet around a NACA 0012-34 airfoil using OpenFOAM and flowTorch" undertaken by Mr. Tushar Gholap under the guidance of Dr. Andre Weiner.

Language: C++ - Size: 12 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 4 - Forks: 3

stressosaurus/dmd-introduction

A short introduction and implementation of the Dynamic Mode Decomposition with applications.

Language: Jupyter Notebook - Size: 7.17 MB - Last synced at: almost 2 years ago - Pushed at: almost 4 years ago - Stars: 4 - Forks: 2

azzeddinetiba/ROM_AM

Non-intrusive Reduced Order Modeling package

Language: Python - Size: 2.05 GB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 3 - Forks: 0

hanyoseob/python-DMD

Dynamic Mode Decomposition (DMD)

Language: Python - Size: 479 KB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 3 - Forks: 3

andgoldschmidt/biDMD-for-quantum

Code for the paper Bilinear Dynamic Mode Decomposition for Quantum Control

Language: Jupyter Notebook - Size: 655 KB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 0

stefan-zobel/dynmode-decompJ

Java Dynamic Mode Decomposition

Language: Java - Size: 89.8 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0

michaelnaps/kman

For research into the application of Koopman operators at Boston University.

Language: Python - Size: 49.5 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 1 - Forks: 0

himanshuvnm/Limited-Data-Acquisition-JULIA

This research work is about Limited Data Acquisition for the real life physical experiment of fluid flow across cylinder based on Kernelized Extended Dynamic Mode Decomposition by incorporating Gaussian Random Matrix Theory and Laplacian Kernel Function Hilbert space.

Language: Python - Size: 8.93 MB - Last synced at: 4 months ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

MarekWadinger/odmd-subid-cpd

Change-Point Detection in Streaming Data based on Online DMD with Control

Language: Python - Size: 20.2 MB - Last synced at: about 7 hours ago - Pushed at: about 8 hours ago - Stars: 0 - Forks: 1

MikyLanfra/EDMD_Koopman

Repository containing generic functions for the implementation of the EDMD algorithm for the approximation of the Koopman Operator.

Language: Jupyter Notebook - Size: 6.97 MB - Last synced at: 3 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

KennethJAllen/cur-dynamic-mode-decomposition

An implementation of the CUR based dynamic mode decomposition developed by K. Allen and S. De Pascuale.

Language: Python - Size: 63.9 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

haller-group/DataDrivenLinearization

Constructing linearizing transformations for reduced-order modeling of nonlinear dynamical systems

Language: Python - Size: 17.6 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

bmanjaree/CDA

Projects for the UW AMATH 582 Computational Methods For Data Analysis class

Language: Jupyter Notebook - Size: 774 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

AbineshSivakumar/DMD_StockPrediction_and_Analysis_with_GUI

Predict stocks using DMD, analyze & backtrack performance with Streamlit GUI. Learn ML for stock prediction & analysis with this GitHub repository

Language: Jupyter Notebook - Size: 1.7 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

ebj220/data-analysis

Contains code and detailed write ups created while taking a class on Data Driven Modeling & Scientific Computation with Professor Nathan Kutz.

Language: MATLAB - Size: 3.73 MB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 1

dineshresearch/Lanedetection

Lane detection for autonomous car using Dynamic mode decomposition

Language: Matlab - Size: 5.27 MB - Last synced at: over 1 year ago - Pushed at: over 7 years ago - Stars: 0 - Forks: 3

Related Topics
dynamical-systems 8 dmd 7 machine-learning 6 python 6 proper-orthogonal-decomposition 5 extended-dynamic-mode-decomposition 4 singular-value-decomposition 4 data-driven 4 koopman 4 system-identification 3 deep-learning 3 principal-component-analysis 3 koopman-operators 3 dimensionality-reduction 3 pytorch 2 radial-basis-function 2 matlab 2 data-driven-dynamics 2 model-order-reduction 2 data-science 2 time-series 2 scientific-computing 2 openfoam 2 sindy 2 reduced-order-models 2 autoencoders 2 nonlinear-dynamics 2 koopman-operator 2 data-driven-model 2 kernel-methods 2 davis 1 csv 1 hdf5 1 ipsp 1 jupyter 1 netcdf 1 pod 1 tau 1 duffing 1 edmd 1 diffusion-map 1 cnm 1 scientific-machine-learning 1 non-intrusive 1 linear-algebra 1 reachability 1 svd 1 randomized-algorithm 1 pca 1 nonnegative-matrix-factorization 1 matrix-approximation 1 lu-decomposition 1 dimension-reduction 1 signal-processing 1 fluid-dynamics 1 numpy 1 numfocus 1 mrdmd 1 hodmd 1 fbdmd 1 cdmd 1 energy-monitor 1 energy-based-model 1 cpd 1 change-detection 1 tensor-train 1 tensor-network 1 tensor-decomposition 1 tensor 1 slim-decomposition 1 scikit 1 quantum-simulation 1 mandy 1 mals 1 dmrg 1 als 1 reproducing-kernel-hilbert-space 1 random-matrix-theory 1 laplacian-kernel 1 koopman-operator-theory 1 julia-language 1 gaussian-random-vector 1 time-series-analysis 1 scikit-learn 1 manifold-learning 1 universal-approximation-theorem 1 time-delay 1 stroboscopic-map 1 sindy-algorithm 1 poincare-map 1 physics-informed-neural-networks 1 physics-informed-learning 1 neural-network 1 forecasting 1 conservation-laws 1 autoencoder-neural-network 1 autoencoder 1 python-implementations 1 java 1 quantum-control 1