extended-dynamic-mode-decomposition

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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

UpdatedMar 16, 2025
Jupyter Notebook

PGelss /scikit_tt

Star114

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

UpdatedJun 27, 2025
Python

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

UpdatedSep 12, 2024
Python

Masoudjafaripour /Koopman-based_RMPC_Building

Star3

Koopman-based robust model predictive control for thermal management of a 2R2C building model

model-predictive-control robust-control dynamic-mode-decomposition koopman-operators extended-dynamic-mode-decomposition data-driven-control

UpdatedJun 3, 2023
MATLAB

adrianodelr /adaptive-koopman-mpc

Star2

This repository contains supplementary material to the paper "Adaptive Koopman Model Predictive Control of Simple Serial Robots".

model-predictive-control extended-dynamic-mode-decomposition data-driven-control koopman-operator-theory

UpdatedJul 5, 2025
Julia

MikyLanfra /EDMD_Koopman

Star0

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

dmd dynamic-mode-decomposition duffing koopman extended-dynamic-mode-decomposition edmd

UpdatedFeb 5, 2025
Jupyter Notebook

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