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The Top 23 Dynamical Systems Open Source Projects

Open source projects categorized as Dynamical Systems
Categories > Dynamical Systems
Differentialequations.jl ⭐ 2,689
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.
most recent commit 3 months ago
Torchsde ⭐ 1,357
Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
dependent packages 10total releases 2most recent commit 7 months agopypi torchsde} Downloads
Pysindy ⭐ 1,188
A package for the sparse identification of nonlinear dynamical systems from data
dependent packages 2total releases 34most recent commit 3 months agopypi pysindy} Downloads
Torchdyn ⭐ 1,187
A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods
dependent packages 1total releases 14most recent commit 4 months agopypi torchdyn} Downloads
Awesome Neural Ode ⭐ 1,145
A collection of resources regarding the interplay between differential equations, deep learning, dynamical systems, control and numerical methods.
most recent commit 3 months ago
Diffrax ⭐ 1,131
Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
dependent packages 9total releases 16most recent commit 3 months agopypi diffrax} Downloads
Dsge.jl ⭐ 831
Solve and estimate Dynamic Stochastic General Equilibrium models (including the New York Fed DSGE)
most recent commit 3 months ago
Dynamicalsystems.jl ⭐ 783
Award winning software library for nonlinear dynamics and nonlinear timeseries analysis
most recent commit 3 months ago
Neuromancer ⭐ 621
Pytorch-based framework for solving parametric constrained optimization problems, physics-informed system identification, and parametric model predictive control.
total releases 2most recent commit 3 months ago
Controlsystems.jl ⭐ 472
A Control Systems Toolbox for Julia
most recent commit 3 months ago
Brainpy ⭐ 438
Brain Dynamics Programming in Python
dependent packages 2total releases 56most recent commit 3 months agopypi brainpy} Downloads
Dynamo Release ⭐ 383
Inclusive model of expression dynamics with conventional or metabolic labeling based scRNA-seq / multiomics, vector field reconstruction and differential geometry analyses
total releases 16most recent commit 3 months ago
Torchcde ⭐ 361
Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.
dependent packages 2total releases 4most recent commit 9 months agopypi torchcde} Downloads
Py Pde ⭐ 353
Python package for solving partial differential equations using finite differences.
dependent packages 2total releases 101most recent commit 3 months agopypi py-pde} Downloads
Neuralcde ⭐ 352
Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)
most recent commit 3 years ago
Sysidentpy ⭐ 270
A Python Package For System Identification Using NARMAX Models
total releases 19most recent commit 5 months ago
Componentarrays.jl ⭐ 258
Arrays with arbitrarily nested named components.
most recent commit 4 months ago
Easy Neural Ode ⭐ 186
Code for the paper "Learning Differential Equations that are Easy to Solve"
most recent commit 2 years ago
Nonlineardynamicstextbook ⭐ 184
Nonlinear Dynamics: A concise introduction interlaced with code
most recent commit 4 months ago
Chaostools.jl ⭐ 184
Tools for the exploration of chaos and nonlinear dynamics
most recent commit 3 months ago
Reachabilityanalysis.jl ⭐ 184
Compute reachable states of dynamical systems
most recent commit 3 months ago
Bdsim ⭐ 142
Simulate dynamic systems expressed in block diagram form using Python
dependent packages 3total releases 13most recent commit 5 months agopypi bdsim} Downloads
Pontryagin Differentiable Programming ⭐ 123
A unified end-to-end learning and control framework that is able to learn a (neural) control objective function, dynamics equation, control policy, or/and optimal trajectory in a control system.
most recent commit 6 months ago
The 10 Most Depended On Dynamical Systems Open Source Projects
Torchsde ⭐ 1,357
Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
dependent packages 10total releases 2latest release September 26, 2023most recent commit 7 months agopypi torchsde} Downloads
Diffrax ⭐ 1,131
Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
dependent packages 9total releases 16latest release August 03, 2023most recent commit 3 months agopypi diffrax} Downloads
Pomp ⭐ 103
R package for statistical inference using partially observed Markov processes
dependent packages 8total releases 110latest release July 15, 2023most recent commit 3 months ago
Phaser ⭐ 10
Development version of phaseR, an R package for phase plane analysis of one- and two-dimensional autonomous ODE systems
dependent packages 3total releases 4latest release October 12, 2019most recent commit 2 years ago
Bdsim ⭐ 142
Simulate dynamic systems expressed in block diagram form using Python
dependent packages 3total releases 13latest release May 22, 2023most recent commit 5 months agopypi bdsim} Downloads
Pysindy ⭐ 1,188
A package for the sparse identification of nonlinear dynamical systems from data
dependent packages 2total releases 34latest release July 26, 2022most recent commit 3 months agopypi pysindy} Downloads
Torchcde ⭐ 361
Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.
dependent packages 2total releases 4latest release October 17, 2021most recent commit 9 months agopypi torchcde} Downloads
Py Pde ⭐ 353
Python package for solving partial differential equations using finite differences.
dependent packages 2total releases 101latest release November 26, 2023most recent commit 3 months agopypi py-pde} Downloads
Brainpy ⭐ 438
Brain Dynamics Programming in Python
dependent packages 2total releases 56latest release December 10, 2023most recent commit 3 months agopypi brainpy} Downloads
Nengolib ⭐ 28
Nengo library of additional extensions
dependent packages 1total releases 6latest release September 10, 2019most recent commit a year agopypi nengolib} Downloads
The 10 Latest Releases In Dynamical Systems Open Source Projects
Brainpy ⭐ 438
Brain Dynamics Programming in Python
dependent packages 2total releases 56latest release December 10, 2023most recent commit 3 months agopypi brainpy} Downloads
Lti Freq Domain Toolbox ⭐ 9
A library for studying LTI dynamical systems
latest release December 08, 2023most recent commit 8 months ago
Py Pde ⭐ 353
Python package for solving partial differential equations using finite differences.
dependent packages 2total releases 101latest release November 26, 2023most recent commit 3 months agopypi py-pde} Downloads
Dlkoopman ⭐ 42
A general-purpose Python package for Koopman theory using deep learning.
total releases 8latest release October 14, 2023most recent commit 6 months ago
Pygpc ⭐ 62
A Sensitivity and uncertainty analysis toolbox for Python based on the generalized polynomial chaos method
dependent packages 1total releases 32latest release October 03, 2023most recent commit 6 months agopypi pygpc} Downloads
Pykoop ⭐ 51
Koopman operator identification library in Python, compatible with `scikit-learn`
total releases 14latest release October 03, 2023most recent commit 3 months ago
Torchsde ⭐ 1,357
Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
dependent packages 10total releases 2latest release September 26, 2023most recent commit 7 months agopypi torchsde} Downloads
Sysidentpy ⭐ 270
A Python Package For System Identification Using NARMAX Models
total releases 19latest release September 24, 2023most recent commit 5 months ago
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