Discover dynamicslab/langevin-regression Open Source project

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dynamicslab

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

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

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

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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/

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250

SINDy-PI

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

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127

pysensors

PySensors is a Python package for sparse sensor placement

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dominant-balance

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

Jupyter Notebook

hydrogym

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

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modified-SINDy

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

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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.

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deep-learning-fluids

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

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ctf-dl-tutorial

CTF workshop deep learning tutorial and hackathon

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Saddle-Mediated-Transport-of-Double-Pendulum

Julia

NormalFormAE

Julia

KoopmanRL-NeurIPS

HTML

dynamicslab/langevin-regression

dynamicslab

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