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dynamic-mode-decomposition

Here are 33 public repositories matching this topic...

PyDMD / PyDMD

Python Dynamic Mode Decomposition

python data-driven dmd dynamic-mode-decomposition mrdmd fbdmd cdmd hodmd numfocus

Updated May 10, 2024
Python

flowtorch

FlowModelingControl / flowtorch

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

machine-learning csv jupyter pytorch netcdf hdf5 pod openfoam tau dmd davis dynamic-mode-decomposition proper-orthogonal-decomposition cnm ipsp

Updated Apr 24, 2024
Python

erichson / ristretto

Randomized Dimension Reduction Library

python pca svd principal-component-analysis dimension-reduction lu-decomposition singular-value-decomposition randomized-algorithm nonnegative-matrix-factorization matrix-approximation dynamic-mode-decomposition

Updated Apr 17, 2021
Jupyter Notebook

PGelss / scikit_tt

Tensor Train Toolbox

data-driven dynamical-systems als tensor dmrg tensor-decomposition scikit mandy tensor-train dynamic-mode-decomposition quantum-simulation tensor-network mals slim-decomposition extended-dynamic-mode-decomposition

Updated Apr 11, 2024
Python

modred

belson17 / modred

Modred main repository

dynamical-systems model-reduction dynamic-mode-decomposition proper-orthogonal-decomposition koopman

Updated May 4, 2021
Python

jbramburger / DataDrivenDynSyst

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

data-science machine-learning neural-network forecasting autoencoder dynamical-systems kernel-methods conservation-laws autoencoders sindy dynamic-mode-decomposition time-delay stroboscopic-map poincare-map autoencoder-neural-network extended-dynamic-mode-decomposition physics-informed-learning sindy-algorithm physics-informed-neural-networks universal-approximation-theorem

Updated Mar 21, 2024
Jupyter Notebook

jbramburger / Data-Science-Methods

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

education matlab data-analysis spectrogram fourier-series lecture-notes principal-component-analysis image-denoising linear-discriminant-analysis singular-value-decomposition independent-component-analysis dynamic-mode-decomposition time-frequency-analysis delay-coordinates

Updated Mar 18, 2021
MATLAB

EthanJamesLew / AutoKoopman

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

deep-learning reachability dynamical-systems autoencoders system-identification sindy dynamic-mode-decomposition koopman koopman-operators data-driven-dynamics

Updated May 7, 2024
Python

hanyoseob / matlab-DMD

Dynamic Mode Decomposition (DMD)

dimensionality-reduction matlab-implementations dynamic-mode-decomposition

Updated Dec 2, 2021
MATLAB

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 function…

thesis model-predictive-control dynamic-mode-decomposition wind-farm-control wind-farms sowfa koopman-operator

Updated Jul 17, 2022
MATLAB

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.

machine-learning time-series data-driven scikit-learn scientific-computing dynamical-systems manifold-learning time-series-analysis dynamic-mode-decomposition extended-dynamic-mode-decomposition koopman-operator diffusion-map

Updated Jan 17, 2024
Python

erdc / pynirom

Python tools for non-intrusive reduced order modeling

deep-learning data-driven model-order-reduction radial-basis-function dynamic-mode-decomposition proper-orthogonal-decomposition neural-odes

Updated Apr 14, 2022
Python

EthanJamesLew / koopmania

a little library to help me with things involving Koopman operators

dynamical-systems kernel-methods dmd dynamic-mode-decomposition data-driven-model koopman koopman-operators

Updated Mar 3, 2022
Python

PyDMD / glappo

Generic Linear Algebra Porting of PyDMD [Ongoing]

python deep-learning numpy pytorch dynamic-mode-decomposition

Updated Aug 11, 2023
Jupyter Notebook

VArdulov / online_dmd

Implementation of Online DMD using NumPy

signal-processing fluid-dynamics dynamic-mode-decomposition

Updated Apr 12, 2018
Python

hanyoseob / python-DMD

Dynamic Mode Decomposition (DMD)

dimensionality-reduction python-implementations dynamic-mode-decomposition

Updated Jan 28, 2020
Python

erdc / node_nirom

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

tensorflow model-order-reduction radial-basis-function dynamic-mode-decomposition proper-orthogonal-decomposition neural-ode

Updated Jul 28, 2021
Jupyter Notebook

stressosaurus / dmd-introduction

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

data-science time-series dmd dynamic-mode-decomposition

Updated Sep 19, 2021
Jupyter Notebook

mukappalambda / dmd

A Python Implementation of Dynamic Mode Decomposition

python linear-algebra dynamical-systems nonlinear-dynamics dynamic-mode-decomposition

Updated Apr 3, 2024
Python

MSU-dcypherlab / Incremental-DMD-for-EEG-Data

An Incremental Approach to Online Dynamic Mode Decomposition for Time-Varying Systems with Applications to EEG Data Modeling

dynamic-mode-decomposition data-driven-dynamics time-varying-systems incremental-algorithms

Updated Aug 2, 2019
MATLAB

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