Python Dynamic Mode Decomposition
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Dec 5, 2024 - Python
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dynamic-mode-decomposition
Here are 36 public repositories matching this topic...
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
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Nov 4, 2024 - Python
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
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Apr 17, 2021 - Jupyter Notebook
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
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Dec 19, 2024 - Python
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
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Aug 6, 2024 - Jupyter Notebook
Modred main repository
dynamical-systems model-reduction dynamic-mode-decomposition proper-orthogonal-decomposition koopman
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May 4, 2021 - Python
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
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May 7, 2024 - Python
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
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Mar 18, 2021 - MATLAB
Dynamic Mode Decomposition (DMD)
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Dec 2, 2021 - MATLAB
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
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Sep 12, 2024 - Python
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
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Jul 17, 2022 - MATLAB
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
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Jul 17, 2024 - Python
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
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Mar 3, 2022 - Python
Generic Linear Algebra Porting of PyDMD [Ongoing]
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Aug 11, 2023 - Jupyter Notebook
Constructing linearizing transformations for reduced-order modeling of nonlinear dynamical systems
dynamical-systems nonlinear-dynamics dynamic-mode-decomposition data-driven-model reduced-order-models
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Jul 23, 2024 - Python
Implementation of Online DMD using NumPy
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Apr 12, 2018 - Python
Dynamic Mode Decomposition (DMD)
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Jan 28, 2020 - Python
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
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Jul 28, 2021 - Jupyter Notebook
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.
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Oct 12, 2021 - C++
A short introduction and implementation of the Dynamic Mode Decomposition with applications.
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Sep 19, 2021 - Jupyter Notebook
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