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The Top 23 Python Dynamical Systems Open Source Projects

Open source projects categorized as Python 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
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
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
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
Easy Neural Ode ⭐ 186
Code for the paper "Learning Differential Equations that are Easy to Solve"
most recent commit 2 years 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
Pysimcoder ⭐ 115
Block diagram editor and real time code generator for Python
most recent commit 4 months ago
Radcad ⭐ 79
A framework for generalised dynamical systems modelling & simulation (inspired by and compatible with cadCAD.org)
total releases 1most recent commit 4 months ago
Scikit_tt ⭐ 78
Tensor Train Toolbox
most recent commit 4 months ago
Python Mysql Pool ⭐ 71
If you use python and mysql, maybe one day you want it. base on pure mysql-connector ,auto manage connection and support 【no pool connect 、fixed 、dynamic pool】. Now used inBaidu poi off-line calculation system . ------------------- Open your favorite Terminal and run the modlue
most recent commit 5 years ago
Pyrates ⭐ 68
Open-source, graph-based Python code generator and analysis toolbox for dynamical systems (pre-implemented and custom models). Most pre-implemented models belong to the family of neural population models.
most recent commit 4 months ago
Rom Operator Inference Python3 ⭐ 54
Operator Inference for data-driven, non-intrusive model reduction of dynamical systems.
total releases 10most recent commit 3 months ago
Fasterneuraldiffeq ⭐ 52
Code for "'Hey, that's not an ODE:' Faster ODE Adjoints via Seminorms" (ICML 2021)
most recent commit 3 years ago
Control Engineering With Python ⭐ 51
Control Engineering with Python
most recent commit 7 months ago
Neurallaplace ⭐ 48
Neural Laplace: Differentiable Laplace Reconstructions for modelling any time observation with O(1) complexity.
total releases 4most recent commit 5 months ago
The 8 Most Depended On Python 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
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
Brainpy ⭐ 438
Brain Dynamics Programming in Python
dependent packages 2total releases 56latest release December 10, 2023most recent commit 3 months agopypi brainpy} 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
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 Python 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
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
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
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
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
Hundun ⭐ 10
🦋 hundun is a python library for the exploration of chaos.
total releases 13latest release May 19, 2023most recent commit a year ago
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