VOOZH

URL: https://github.com/topics/dynamical-systems

⇱ dynamical-systems · GitHub Topics · GitHub

#

dynamical-systems

Here are 825 public repositories matching this topic...

SciML / DifferentialEquations.jl

Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equations (SDEs), delay differential equations (DDEs), differential-algebraic equations (DAEs), and more in Julia.

python r julia ode dde scientific dynamical-systems differential-equations differentialequations sde dae spde stochastic-differential-equations delay-differential-equations numerical stochastic-processes differential-algebraic-equations scientific-machine-learning neural-differential-equations sciml

Updated
Julia

knightnemo / Awesome-World-Models

A Curated List of Awesome Works in World Modeling, Aiming to Serve as a One-stop Resource for Researchers, Practitioners, and Enthusiasts Interested in World Modeling.

generative-model awesome-list dynamical-systems world-models embodied-ai

Updated

patrick-kidger / diffrax

Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/

machine-learning deep-learning neural-networks dynamical-systems differential-equations equinox jax neural-differential-equations

Updated
Python

dynamicslab / pysindy

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

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

Updated
Python

google-research / torchsde

Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

deep-neural-networks deep-learning pytorch dynamical-systems differential-equations stochastic-differential-equations stochastic-processes stochastic-volatility-models neural-differential-equations

Updated
Python

DiffEqML / torchdyn

A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods

deep-learning neural-network pytorch dynamical-systems numerical-methods control-theory neural-ode neural-differential-equations deep-equilibrium-models implicit-models

Updated
Jupyter Notebook

Zymrael / awesome-neural-ode

A collection of resources regarding the interplay between differential equations, deep learning, dynamical systems, control and numerical methods.

deep-learning root-finding ode dynamical-systems ordinary-differential-equations dynamical-modeling ode-solver hamiltonian-dynamics implicit-models

Updated

pnnl / neuromancer

Pytorch-based framework for solving parametric constrained optimization problems, physics-informed system identification, and parametric model predictive control.

deep-learning pytorch constrained-optimization dynamical-systems control-systems nonlinear-dynamics nonlinear-optimization differentiable-programming physics-informed-ml differentiable-optimization differentiable-control

Updated
Python

FRBNY-DSGE / DSGE.jl

Solve and estimate Dynamic Stochastic General Equilibrium models (including the New York Fed DSGE)

economics dynamical-systems bayesian-inference statistical-models dsge macroeconomics

Updated
Julia

JuliaDynamics / DynamicalSystems.jl

Award winning software library for nonlinear dynamics and nonlinear timeseries analysis

entropy physics mathematics chaos nonlinear complexity dynamical-systems nonlinear-dynamics hacktoberfest lyapunov fractal-dimension attractor delay-coordinates

Updated
Julia

patrick-kidger / NeuralCDE

Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)

machine-learning deep-neural-networks deep-learning time-series pytorch neural-networks dynamical-systems differential-equations rough-paths neural-differential-equations controlled-differential-equations

Updated
Python

JuliaControl / ControlSystems.jl

A Control Systems Toolbox for Julia

controls lti-system simulations dynamical-systems control-systems laplace-transform feedback-systems model-reduction pid-control control-theory kalman-filter feedback-controller bode-plot lqr-controller automatic-control nyquist-diagrams delay-systems discrete-systems riccati-equations lqg-controller

Updated
Julia

👁 sysidentpy

wilsonrljr / sysidentpy

A Python Package For System Identification Using NARMAX Models

data-science machine-learning time-series dynamical-systems system-identification narx narmax

Updated
Python

aristoteleo / dynamo-release

Inclusive model of expression dynamics with conventional or metabolic labeling based scRNA-seq / multiomics, vector field reconstruction and differential geometry analyses

dynamo scrna-seq differential-geometry dynamical-systems vector-field scslam-seq potential-landscape nasc-seq sci-fate scnt-seq rna-velocity cell-fate rna-jacobian rna-acceleration rna-curvature rna-divergence

Updated
Python

patrick-kidger / torchcde

Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.

machine-learning deep-neural-networks deep-learning time-series pytorch neural-networks dynamical-systems differential-equations neural-differential-equations controlled-differential-equations

Updated
Python

zwicker-group / py-pde

Python package for solving partial differential equations using finite differences.

python scientific-computing partial-differential-equations dynamical-systems finite-difference-method pdes

Updated
Python

👁 ComponentArrays.jl

SciML / ComponentArrays.jl

Arrays with arbitrarily nested named components.

machine-learning simulation optimization julia modeling array controls neural-networks arrays dynamical-systems control-systems differential-equations modeling-language differentialequations simulation-modeling named-tuples controls-and-dynamics neural-ode scientific-machine-learning

Updated
Julia

pathsim / pathsim

A Python native dynamical system simulation framework in the block diagram paradigm.

python open-source framework simulation scientific-computing simulation-framework dynamical-systems control-systems numerical-methods nonlinear-dynamics transient-analysis ode-solver block-diagram digital-twin blockdiagram system-simulation hierarchical-modeling fusion-energy operator-training simulink-alternative

Updated
Python

👁 easy-neural-ode

jacobjinkelly / easy-neural-ode

Code for the paper "Learning Differential Equations that are Easy to Solve"

machine-learning deep-neural-networks deep-learning ode dynamical-systems differential-equations numerical-integration ode-solver jax neural-ode neural-differential-equations

Updated
Python

JuliaDynamics / NonlinearDynamicsTextbook

Nonlinear Dynamics: A concise introduction interlaced with code

julia chaos complex-networks dynamical-systems textbook nonlinear-dynamics tipping-point bifurcation-analysis springer-book nonlinear-timeseries-analysis

Updated
Julia

Improve this page

Add a description, image, and links to the dynamical-systems topic page so that developers can more easily learn about it.

Curate this topic

Add this topic to your repo

To associate your repository with the dynamical-systems topic, visit your repo's landing page and select "manage topics."

You can’t perform that action at this time.