Python Dynamic Mode Decomposition
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Nov 1, 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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Nov 8, 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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