pde-solver

There are 13 repositories under pde-solver topic.

PhiFlow
tum-pbs / PhiFlow
A differentiable PDE solving framework for machine learning
deep-learning differentiable-simulations fluid-simulations neural-networks pde-solver
Language:Python 1292
neurodiffeq
NeuroDiffGym / neurodiffeq
A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.
differential-equations neural-networks pytorch pde-solver odes artificial-intelligence deep-learning physics-informed-neural-networks pypi time-series mathematical-modelling scientific-computing ode pinn boundary-value-problem initial-value-problem
Language:Python 664
DedalusProject / dedalus
A flexible framework for solving PDEs with modern spectral methods.
fluid-dynamics pde-solver spectral-methods
Language:Python 471
omniscientoctopus / Physics-Informed-Neural-Networks
Investigating PINNs
pde-solver pinns
Language:Jupyter Notebook 447
analysiscenter / pydens
PyDEns is a framework for solving Ordinary and Partial Differential Equations (ODEs & PDEs) using neural networks
deep-learning differential-equations neural-networks numerical-methods ode ode-solver partial-differential-equations pde-solver solving-pdes
Language:Jupyter Notebook 282
AppliedMechanics-EAFIT / SolidsPy
2D-Finite Element Analysis with Python
finite-element-analysis gmsh meshes python elasticity fem meshio finite-elements finite-element-methods solid-mechanics scientific-computing pde-solver
Language:Python 249
idrl-lab / idrlnet
IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.
machine-learning physics-informed-neural-networks scientific-machine-learning pde-solver inverse-problems data-driven-model python
Language:Python 190
i207M / PINNacle
Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.
pde-solver physics-informed-ml pinn
Language:Python 185
chfenger / goNum
开源Go语言数值算法库(An open numerical library purely based on Go programming language)
go numerical matrix fitting integral interpolation linear-equations ode-solver pde-solver mathematics numerical-methods scientific-computing
Language:Go 182
clawpack / pyclaw
PyClaw is a Python-based interface to the algorithms of Clawpack and SharpClaw. It also contains the PetClaw package, which adds parallelism through PETSc.
pde-solver finite-volume partial-differential-equations hyperbolic-equations weno petsc pde
Language:Fortran 155
camlab-ethz / ConvolutionalNeuralOperator
This repository is the official implementation of the paper Convolutional Neural Operators for robust and accurate learning of PDEs
benchmark cno deep-learning fno ml4physics ml4science navier-stokes navier-stokes-equations neural-operator neural-operators partial-differential-equations pde pde-solver pytorch scientific-computing
Language:Python 115
luraess / parallel-gpu-workshop-JuliaCon21
Solving differential equations in parallel on GPUs - JuliaCon 2021 workshop
gpu julia juliacon pde-solver workshop
Language:Julia 90
kaist-silab / awesome-graph-pde
Collection of resources about partial differential equations, graph neural networks, deep learning and dynamical system simulation
pde-solver graph-neural-networks deep-learning pde awesome-list graph graph-neural-network
85
SciML / HighDimPDE.jl
A Julia package for Deep Backwards Stochastic Differential Equation (Deep BSDE) and Feynman-Kac methods to solve high-dimensional PDEs without the curse of dimensionality
differential-equations scientific-machine-learning sciml julia deep-learning deepbsde feynman-kac machine-learning neural-networks pde pde-solver
Language:Julia 72
feenox
seamplex / feenox
Cloud-first free no-fee no-X uniX-like finite-element(ish) computational engineering tool
finite-elements hpc numerical-methods ode-solver pde-solver
Language:C 61
EdgeLLM / pinn-pytorch
Deep learning library for solving differential equations on top of PyTorch.
pinn python pde deep-learning machine-learning neural-network neural-networks pde-solver pytorch scientific-computing
Language:Python 59
termoshtt / eom
Configurable ODE/PDE solver
rust-ndarray lyapunov ode-solver dynamical-systems pde-solver
Language:Rust 55
cvarier / 2D-Elliptic-Mesh-Generator
2D orthogonal elliptic mesh generator which solves the Winslow partial differential equations
cfd grid stretching-functions mesh-generation winslow partial-differential-equations grid-generation winslow-equations fluid-solver elliptic-pdes orthogonality-adjustment-algorithm pde-solver differential-geometry elliptic-curves elliptic-curve smooth-meshes
Language:Java 52
FluidNumerics / SELF
Spectral Element Library in Fortran
spectral-element-method gpu-acceleration gpu-computing hpc pde-solver
Language:Fortran 46
cbritopacheco / rodin
Modern C++20 finite element method and shape optimization framework.
cpp finite-element-methods shape-optimization topology-optimization multiphysics mesh finite-element-analysis partial-differential-equations pde pde-solver c-plus-plus form-language fem rodin rodin-fem
Language:C++ 40
c0rychu / SchrodingerEq_1D_tutorial
Solving Schrodinger Equation Numerically
animation pde-solver python rk4 schrodinger schrodinger-equation schrodinger-equation-solution finite-difference physics physics-simulation
Language:Jupyter Notebook 38
JAX-DIPS
JAX-DIPS / JAX-DIPS
JAX-DIPS is a differentiable interfacial PDE solver.
autodiff differentiable jax level-set-method pde-solver neural operator
Language:Python 38
wave_equation_simulations
sachabinder / wave_equation_simulations
Python script solving the wave equation (équations de D'Alembert) 1D and 2D by taking into account velocity variation.
simulation pde-solver wave physics-simulation python numpy animation computational-wave-simulation
Language:Python 36
yellowshippo / penn-neurips2022
PENN code for NeurIPS 2022
deep-learning equivariant-network graph-neural-network machine-learning pde-solver physical-simulation
Language:Python 35
heySourabh / CFDSolver
Computational Fluid Dynamics Solver
computational-fluid-dynamics finite-volume pde-solver navier-stokes java 2d-3d
Language:Java 33
jaggbow / magnet
This repository contains code for the paper "MAgNet: Mesh-Agnostic Neural PDE Solver" https://arxiv.org/abs/2210.05495
deep-learning graph-neural-networks implicit-neural-representation partial-differential-equations pde pde-solver super-resolution neural-pde-solver
Language:Python 33
stefanmeili / FastFD
A library for building finite difference simulations
finite-difference simulation python scipy cupy finite-difference-simulations engineering-tools engineering-design partial-differential-equations pde pde-solver physics-simulation heat-transfer fluid-dynamics process-simulation mechanical-engineering electromagnetic-simulation
Language:Python 30
pooyasf / DGM
Solving High Dimensional Partial Differential Equations with Deep Neural Networks
pde pde-solver blackscholes dgm option-pricing free-boundry-pde pytorch neural-network deepgalerkin
Language:Python 27
pmontalb / PdeFiniteDifferenceSolver
C++/CUDA implementation of the most popular hyperbolic and parabolic PDE solvers
pde-solver wave-equation heat-equation transport-equation
Language:C++ 26
LuciaZhang9 / 22_6xx-DG-for-PDEs
An intro to DG methods for PDEs
galerkin-method numerical-analysis pde-solver
Language:TeX 24
open-atmos / PyMPDATA
Numba-accelerated Pythonic implementation of MPDATA with examples in Python, Julia and Matlab
pde-solver numerical-integration advection numba advection-diffusion atmospheric-modelling python simulation research pypi-package
Language:Python 24
ViktorC / PararealML
A machine learning boosted parallel-in-time differential equation solver framework.
differential-equations machine-learning parareal parallel-in-time hpc ode-solver pde-solver parallel-computing scientific-computing physics numerical-methods physics-informed-neural-networks finite-difference-method deep-learning
Language:Python 24
dimitra-maoutsa / odes_for_sdes
Deterministic particle dynamics for simulating Fokker-Planck probability flows
sde pde-solver sampling machine-learning python score-matching fokker-planck-equation fokkerplanck score-based score-based-models logarithmic-gradient score-function-estimator
Language:Jupyter Notebook 23
StiffMa
fjramireg / StiffMa
StiffMa: Fast finite element STIFFness MAtrix generation in MATLAB by using GPU computing.
matlab gpu-computing gpu-acceleration finite-element-methods finite-element-analysis stiffness pde-solver nvidia-cuda cuda-kernels cuda-programming parallel-computing parallel-computing-toolbox
Language:MATLAB 23
weigert / TinyFluid
FV based Navier-Stokes / Transport Equation / Conservation Law Solver for Procedural World Simulation. Designed for CFD learning purposes.
navier-stokes navier-stokes-equations pde pde-solver conservation-laws climate-model procedural-generation simulation fluid-dynamics fluid-simulation finite-volume simplec simple
Language:C++ 22
xiangyuan-zhang / controlgym
Controlgym: Large-Scale Control Environments for Benchmarking Reinforcement Learning Algorithms
benchmark-suite control pde pde-solver reinforcement-learning-algorithms reinforcement-learning-environments high-dimensional-systems
Language:Python 22