differentialequations 开源项目推荐（37 个）

SciML /DifferentialEquations.jl

用于微分方程高性能求解器和科学机器学习（SciML）组件的多语言套件。Julia 中的常微分方程（ODEs）、随机微分方程（SDEs）、延迟微分方程（DDEs）、微分代数方程（DAEs）等。

SciML /NeuralPDE.jl

物理信息神经网络（PINN）科学机器学习（SciML）加速模拟的（偏）方程解算器

SciML /DiffEqFlux.jl

预构建隐式层架构，采用O（1）反向推进、GPU和stiff+non刚性微分方程求解器，展示了科学机器学习（SciML）和物理知情机器学习方法

SciML /SciMLTutorials.jl

Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.

SciML /OrdinaryDiffEq.jl

High performance ordinary differential equation (ODE) and differential-algebraic equation (DAE) solvers, including neural ordinary differential equations (neural ODEs) and scientific machine learning (SciML)

SciML /diffeqpy

使用 DifferentialEquations.jl 和 SciML 科学机器学习组织在 Python 中求解微分方程

SciML /SciMLSensitivity.jl

A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, adjoint methods, and more for ODEs, SDEs, DDEs, DAEs, etc.

SciML /ComponentArrays.jl

具有任意嵌套命名组件的数组。

SciML /DiffEqBase.jl

轻量级基础库，提供用于定义微分方程与科学机器学习（SciML）问题的共享类型和功能

SciML /SciMLBenchmarks.jl

科学机器学习（SciML）基准、面向科学的 AI 以及（微分）方程求解器。涵盖 Julia、Python（PyTorch、Jax）、MATLAB、R

SciML /DiffEqGPU.jl

GPU-acceleration routines for DifferentialEquations.jl and the broader SciML scientific machine learning ecosystem

SciML /StochasticDiffEq.jl

Solvers for stochastic differential equations which connect with the scientific machine learning (SciML) ecosystem

SciML /DiffEqOperators.jl

用于微分方程离散化和科学机器学习（SciML）的线性算子。

SciML /Sundials.jl

Sundials 的 Julia 接口，包含非线性求解器（KINSOL）、常微分方程（CVODE 和 ARKODE）以及微分代数方程（IDA）

SciML /SciMLBase.jl

The Base interface of the SciML ecosystem

AMICI-dev /AMICI

High-performance sensitivity analysis for large ordinary differential equation models

SciML /StructuralIdentifiability.jl

Fast and automatic structural identifiability software for ODE systems

SciML /DiffEqProblemLibrary.jl

A library of premade problems for examples and testing differential equation solvers and other SciML scientific machine learning tools

SciML /FEniCS.jl

A scientific machine learning (SciML) wrapper for the FEniCS Finite Element library in the Julia programming language

SciML /MultiScaleArrays.jl

A framework for developing multi-scale arrays for use in scientific machine learning (SciML) simulations