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

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PGelss / scikit_tt

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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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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

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Python

Masoudjafaripour / Deep-Learning-Koopman-SSMs-World_Model

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A repo for using different dynamic world modeling for prediction and control: including deep learning based koopman and State-Space Modes (SSM)

reinforcement-learning ssm model-predictive-control robust-control dynamic-mode-decomposition state-space-models world-models koopman-operators extended-dynamic-mode-decomposition data-driven-control world-model deep-learning-koopman deep-koopman

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Python

adrianodelr / adaptive-koopman-mpc

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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

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Julia

MikyLanfra / EDMD_Koopman

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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

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