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sindy-algorithm

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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

UpdatedOct 28, 2025
Jupyter Notebook

dynamicslab /modified-SINDy

Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributions from Data

sindy lotka-volterra-equations sindy-algorithm noise-distributions noise-robustness

UpdatedMay 20, 2022
Jupyter Notebook

syashasvisai /MasterThesis

My Master Thesis in the area of Data-Driven Control Engineering

matlab genetic-algorithm simulink model-predictive-control sindy-algorithm koopman-operator

UpdatedOct 10, 2021
MATLAB

valentino-golob /IntroScientificMachineLearning

Short intro to scientific machine learning using physics informed neuronal networks. I used PyTorch as a framework.

python pytorch scientific-machine-learning sindy-algorithm physics-informed-neural-networks

UpdatedAug 24, 2021
Jupyter Notebook

jbramburger /Poincare-Maps

MATLAB files for discovery of Poincaré maps

chaos dynamical-systems poincare-map data-driven-discovery sindy-algorithm

UpdatedApr 5, 2022
MATLAB

jbramburger /Slow-Discovery

Code for discovering slow timescale dynamics using the SINDy method

chaos multiscale-analysis slowfast data-driven-discovery sindy-algorithm

UpdatedJun 5, 2021
MATLAB

khushant2001 /Data_driven_control

Using data driven numerical methods to perform system identification, model reduction, and design controllers.

singular-value-decomposition dynamic-mode-decomposition sindy-algorithm eigenanalysis-realization-algorithm

UpdatedMay 10, 2024
MATLAB

jbramburger /Stabilizing_UPOs

Code associated to the paper "Data-driven stabilization of periodic orbits"

chaos poincare-map periodic-orbits data-driven-discovery sindy-algorithm chaos-control unstable-periodic-orbit

UpdatedMar 21, 2021
MATLAB

JosePabloTec /Reconstruction-of-the-Lorenz-system-with-SINDy-algorithm

This repository focuses on the reconstruction of the Lorenz system, a well-known chaotic dynamical system, using the Sparse Identification of Nonlinear Dynamical systems (SINDy) algorithm. It aims to identify the governing equations of chaotic systems from data.

dynamical-systems lorenz-equation sindy-algorithm

UpdatedDec 9, 2024
Jupyter Notebook

GubioGL /Notebooks_NN_Physics

Jupyter notebooks para uso didático em conjunto com o artigo "Introduçao a redes neurais para fisico" da Revista Brasileira de Ensino de Fisica

python neural-network perceptron pinn sindy-algorithm

UpdatedDec 11, 2025
Jupyter Notebook

sandromikautadze /sindy-thesis

Code for my BSc thesis about SINDy at Bocconi University

data-driven-science sindy-algorithm

UpdatedJun 11, 2024
Jupyter Notebook

danielrincon302 /SINDy-ERP-POS-Dynamics

SINDY (Sparse Identification of Non Linear Dynamics) ERP SALES NON LINEAL DISCRETE STOCASTIC PROCESS

discrete-mathematics prediction-model sales-analysis sindy sindy-algorithm erp-finance stocastic-analysis non-lineal

UpdatedNov 21, 2025
Jupyter Notebook

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