29 results found Sort:

tum-pbs
PhiFlow tum-pbs
202
1.6k
mit
27
A differentiable PDE solving framework for machine learning
pde-solver deep-learning neural-networks fluid-simulations differentiable-simulations
Created 2019-12-04
3,686 commits to master branch, last one 2 months ago
NeuroDiffGym
neurodiffeq NeuroDiffGym
94
741
mit
23
A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.
ode odes pinn pypi pytorch pde-solver time-series deep-learning neural-networks scientific-computing initial-value-problem boundary-value-problem differential-equations mathematical-modelling artificial-intelligence physics-informed-neural-networks
Created 2019-03-28
1,248 commits to master branch, last one 2 months ago
omniscientoctopus
Physics-Informed-Neural-Networks omniscientoctopus
144
588
mit
8
Investigating PINNs
pinns pde-solver
Created 2020-10-22
85 commits to main branch, last one 3 years ago
DedalusProject
dedalus DedalusProject
128
565
gpl-3.0
22
A flexible framework for solving PDEs with modern spectral methods.
pde-solver fluid-dynamics spectral-methods
Created 2020-05-16
1,964 commits to master branch, last one about a month ago
i207M
PINNacle i207M
46
308
mit
3
Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.
pinn pde-solver physics-informed-ml
Created 2023-06-07
52 commits to main branch, last one 8 months ago
analysiscenter
pydens analysiscenter
67
307
apache-2.0
15
PyDEns is a framework for solving Ordinary and Partial Differential Equations (ODEs & PDEs) using neural networks
ode ode-solver pde-solver solving-pdes deep-learning neural-networks numerical-methods differential-equations partial-differential-equations
Created 2019-07-16
179 commits to master branch, last one about a year ago
AppliedMechanics-EAFIT
SolidsPy AppliedMechanics-EAFIT
76
274
mit
30
2D-Finite Element Analysis with Python
fem gmsh meshes meshio python elasticity pde-solver finite-elements solid-mechanics scientific-computing finite-element-methods finite-element-analysis
Created 2015-12-19
297 commits to master branch, last one 3 months ago
idrl-lab
idrlnet idrl-lab
59
225
apache-2.0
11
IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.
python pde-solver inverse-problems machine-learning data-driven-model scientific-machine-learning physics-informed-neural-networks
Created 2021-07-05
65 commits to master branch, last one 6 months ago
chfenger
goNum chfenger
44
190
gpl-3.0
7
开源Go语言数值算法库(An open numerical library purely based on Go programming language)
go matrix fitting integral numerical ode-solver pde-solver mathematics interpolation linear-equations numerical-methods scientific-computing
Created 2018-12-10
102 commits to master branch, last one 5 years ago
clawpack
pyclaw clawpack
104
170
bsd-3-clause
28
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 weno petsc pde-solver finite-volume hyperbolic-equations partial-differential-equations
Created 2011-04-18
2,109 commits to master branch, last one 3 months ago
camlab-ethz
ConvolutionalNeuralOperator camlab-ethz
19
166
unknown
5
This repository is the official implementation of the paper Convolutional Neural Operators for robust and accurate learning of PDEs
cno fno pde pytorch benchmark ml4physics ml4science pde-solver deep-learning navier-stokes neural-operator neural-operators scientific-computing navier-stokes-equations partial-differential-equations
Created 2023-05-25
121 commits to main branch, last one 6 months ago
thuml
Neural-Solver-Library thuml
7
96
mit
2
A Library for Advanced Neural PDE Solvers.
pde-solver deep-learning neural-operators
Created 2025-02-23
49 commits to main branch, last one 2 days ago
kaist-silab
awesome-graph-pde kaist-silab
7
95
unknown
3
Collection of resources about partial differential equations, graph neural networks, deep learning and dynamical system simulation
pde graph pde-solver awesome-list deep-learning graph-neural-network graph-neural-networks
Created 2021-04-02
7 commits to main branch, last one 2 years ago
luraess
parallel-gpu-workshop-JuliaCon21 luraess
13
94
mit
6
Solving differential equations in parallel on GPUs - JuliaCon 2021 workshop
gpu julia juliacon workshop pde-solver
Created 2021-07-06
113 commits to main branch, last one about a year ago
seamplex
feenox seamplex
16
82
other
5
Cloud-first free no-fee no-X uniX-like finite-element(ish) computational engineering tool
hpc ode-solver pde-solver finite-elements numerical-methods
Created 2021-01-17
1,338 commits to main branch, last one 21 days ago
SciML
HighDimPDE.jl SciML
11
80
other
3
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
pde julia sciml deepbsde pde-solver feynman-kac deep-learning neural-networks machine-learning differential-equations scientific-machine-learning
Created 2021-04-06
540 commits to main branch, last one 3 months ago
FluidNumerics
SELF FluidNumerics
11
78
bsd-3-clause
4
Spectral Element Library in Fortran
hpc pde-solver gpu-computing gpu-acceleration spectral-element-method
Created 2020-05-26
2,006 commits to main branch, last one about a month ago
termoshtt
eom termoshtt
7
62
mit
5
Configurable ODE/PDE solver
lyapunov ode-solver pde-solver rust-ndarray dynamical-systems
Created 2016-09-16
481 commits to master branch, last one about a year ago
cvarier
2D-Elliptic-Mesh-Generator cvarier
10
55
mit
8
2D orthogonal elliptic mesh generator which solves the Winslow partial differential equations
cfd grid winslow pde-solver fluid-solver elliptic-pdes smooth-meshes elliptic-curve elliptic-curves grid-generation mesh-generation winslow-equations stretching-functions differential-geometry partial-differential-equations orthogonality-adjustment-algorithm
Created 2017-01-24
127 commits to master branch, last one 3 years ago
neuraloperator
CoDA-NO neuraloperator
10
53
unknown
5
Codomain attention neural operator for single to multi-physics PDE adaptation.
pde-solver neural-operator foundation-models
Created 2024-03-06
44 commits to main branch, last one about a month ago
cbritopacheco
rodin cbritopacheco
9
49
bsl-1.0
2
Modern C++20 finite element method and shape optimization framework.
cpp fem pde mesh rodin rodin-fem pde-solver c-plus-plus multiphysics form-language shape-optimization topology-optimization finite-element-methods finite-element-analysis partial-differential-equations
Created 2021-10-28
861 commits to master branch, last one 2 months ago
sachabinder
wave_equation_simulations sachabinder
5
46
unknown
2
Python script solving the wave equation (équations de D'Alembert) 1D and 2D by taking into account velocity variation.
wave numpy python animation pde-solver simulation physics-simulation computational-wave-simulation
Created 2021-07-18
20 commits to main branch, last one 3 years ago
c0rychu
SchrodingerEq_1D_tutorial c0rychu
16
44
unknown
1
Solving Schrodinger Equation Numerically
rk4 python physics animation pde-solver schrodinger finite-difference physics-simulation schrodinger-equation schrodinger-equation-solution
Created 2021-05-26
23 commits to master branch, last one 2 years ago
BaratiLab
FactFormer BaratiLab
2
41
mit
2
Official implementation of Scalable Transformer for PDE surrogate modelling
attention pde-solver transformer neural-operator
Created 2023-10-25
26 commits to main branch, last one about a year ago
JAX-DIPS
JAX-DIPS JAX-DIPS
1
41
other
6
JAX-DIPS is a differentiable interfacial PDE solver.
jax neural autodiff operator pde-solver differentiable level-set-method
Created 2021-10-19
579 commits to main branch, last one 7 months ago
xiangyuan-zhang
controlgym xiangyuan-zhang
7
40
mit
3
Controlgym: Large-Scale Control Environments for Benchmarking Reinforcement Learning Algorithms
pde control pde-solver benchmark-suite high-dimensional-systems reinforcement-learning-algorithms reinforcement-learning-environments
Created 2023-08-27
4 commits to main branch, last one about a year ago
yellowshippo
penn-neurips2022 yellowshippo
4
40
apache-2.0
2
PENN code for NeurIPS 2022
pde-solver deep-learning machine-learning equivariant-network physical-simulation graph-neural-network
Created 2022-10-05
6 commits to main branch, last one 2 years ago
jaggbow
magnet jaggbow
3
37
unknown
1
This repository contains code for the paper "MAgNet: Mesh-Agnostic Neural PDE Solver" https://arxiv.org/abs/2210.05495
pde pde-solver deep-learning super-resolution neural-pde-solver graph-neural-networks implicit-neural-representation partial-differential-equations
Created 2022-06-07
38 commits to main branch, last one about a year ago
Ceyron
exponax Ceyron
1
28
mit
3
Efficient Differentiable n-d PDE solvers in JAX.
fft jax pde etdrk equinox pde-solver simulation deep-learning spectral-methods differentiable-physics
Created 2024-02-23
242 commits to main branch, last one 5 months ago