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Projects in Awesome Lists by dynamicslab

A curated list of projects in awesome lists by dynamicslab .

https://github.com/dynamicslab/pysindy

A package for the sparse identification of nonlinear dynamical systems from data

dynamical-systems machine-learning model-discovery nonlinear-dynamics sparse-regression system-identification

Last synced: 07 Jan 2025

https://github.com/dynamicslab/pykoopman

A package for computing data-driven approximations to the Koopman operator.

Last synced: 03 Jan 2025

https://github.com/dynamicslab/databook_matlab

Matlab files with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Steven L. Brunton and J. Nathan Kutz http://www.databookuw.com/

Last synced: 06 Jan 2025

https://github.com/dynamicslab/sindy-pi

SINDy-PI: A Robust Algorithm for Parallel Implicit Sparse Identification of Nonlinear Dynamics

Last synced: 12 Nov 2024

https://github.com/dynamicslab/pysensors

PySensors is a Python package for sparse sensor placement

optimization-tools sensor sensor-placement sensors

Last synced: 03 Jan 2025

https://github.com/dynamicslab/hydrogym

An RL-Gym for Challenge Problems in Data-Driven Modeling and Control of Fluid Dynamics.

computational-fluid-dynamics differentiable-physics-engine hydrodynamics reinforcement-learning reinforcement-learning-environments

Last synced: 06 Jan 2025

https://github.com/dynamicslab/dominant-balance

Methods and code for J. L. Callaham, J. N. Kutz, B. W. Brunton, and S. L. Brunton (2020)

Last synced: 12 Nov 2024

https://github.com/dynamicslab/modified-SINDy

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

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

Last synced: 13 Nov 2024

https://github.com/dynamicslab/modified-sindy

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

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

Last synced: 12 Nov 2024

https://github.com/dynamicslab/langevin-regression

Code for "Nonlinear stochastic modeling with Langevin regression" J. L. Callaham, J.-C. Loiseau, G. Rigas, and S. L. Brunton

Last synced: 12 Nov 2024

https://github.com/dynamicslab/multiarm-pendulum

This repository is for our paper: "The Experimental Multi-Arm Pendulum on a Cart: A Benchmark System for Chaos, Learning, and Control." It contains all the CAD files we used to build the pendulum hardware, their corresponding user's manual, and data set we collected from our hardware, which is useful for Machine Learning and AI community.

double-pendulum hardware-designs machine-learning open-source-data pendulum single-pendulum system-identification triple-pendulum

Last synced: 12 Nov 2024

https://github.com/dynamicslab/deep-learning-fluids

A collection of codes and references for deep learning in fluid dynamics

Last synced: 12 Nov 2024

https://github.com/dynamicslab/ctf-dl-tutorial

CTF workshop deep learning tutorial and hackathon

Last synced: 12 Nov 2024

https://github.com/dynamicslab/pysindy-example

Template for example notebooks to include in pysindy's docs

Last synced: 12 Nov 2024

https://github.com/dynamicslab/sindy-original-example

Recreating results of original paper

Last synced: 12 Nov 2024