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GitHub topics: pde-solver

paulvoliva/XNODE-WAN-PDE-solver

We develop a custom ML routine XNODE-WAN to solve parabolic PDEs with high efficiency.

Language: Python - Size: 9.91 MB - Last synced at: 2 days ago - Pushed at: almost 3 years ago - Stars: 11 - Forks: 3

neuraloperator/CoDA-NO

Codomain attention neural operator for single to multi-physics PDE adaptation.

Language: Python - Size: 26.6 MB - Last synced at: 2 days ago - Pushed at: about 1 month ago - Stars: 53 - Forks: 10

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.

Language: Python - Size: 138 MB - Last synced at: 6 days ago - Pushed at: about 2 months ago - Stars: 739 - Forks: 94

thuml/Neural-Solver-Library

A Library for Advanced Neural PDE Solvers.

Language: Python - Size: 1.06 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 21 - Forks: 0

seamplex/feenox

Cloud-first free no-fee no-X uniX-like finite-element(ish) computational engineering tool

Language: C - Size: 35.6 MB - Last synced at: 6 days ago - Pushed at: 17 days ago - Stars: 81 - Forks: 16

RyanTmi/dbdp

Deep learning schemes for solving high-dimensional nonlinear PDEs. Relying on the classical BSDE representation of PDEs.

Language: Jupyter Notebook - Size: 3.94 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 0 - Forks: 0

DedalusProject/dedalus

A flexible framework for solving PDEs with modern spectral methods.

Language: Python - Size: 59.3 MB - Last synced at: 8 days ago - Pushed at: 26 days ago - Stars: 558 - Forks: 127

open-atmos/PyMPDATA

Numba-accelerated Pythonic implementation of MPDATA with examples in Python, Julia, Rust and Matlab

Language: Python - Size: 33.5 MB - Last synced at: 6 days ago - Pushed at: 10 days ago - Stars: 27 - Forks: 17

andrei-punko/pde-solvers

A library for numerical solution of partial differential equations (PDE)

Language: Java - Size: 376 KB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 0 - Forks: 0

AppliedMechanics-EAFIT/SolidsPy

2D-Finite Element Analysis with Python

Language: Python - Size: 47.1 MB - Last synced at: 7 days ago - Pushed at: 4 months ago - Stars: 275 - Forks: 76

tum-pbs/PhiFlow

A differentiable PDE solving framework for machine learning

Language: Python - Size: 888 MB - Last synced at: 11 days ago - Pushed at: 24 days ago - Stars: 1,585 - Forks: 200

FiniteVolumeTransportPhenomena/PyFVTool

Finite volume toolbox in Python

Language: Python - Size: 6.71 MB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 23 - Forks: 5

FluidNumerics/SELF

Spectral Element Library in Fortran

Language: Fortran - Size: 48.5 MB - Last synced at: 12 days ago - Pushed at: about 1 month ago - Stars: 77 - Forks: 11

AuroraDysis/Einstein.jl

Einstein.jl is a high-performance suite designed to compute arbitrary-precision solutions of PDEs in general relativity.

Language: Julia - Size: 3.06 MB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 5 - Forks: 0

open-atmos/PyMPDATA-MPI

PyMPDATA + numba-mpi coupler sandbox

Language: Python - Size: 430 KB - Last synced at: 8 days ago - Pushed at: 10 days ago - Stars: 5 - Forks: 5

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

Language: Julia - Size: 1.92 MB - Last synced at: 4 days ago - Pushed at: 3 months ago - Stars: 80 - Forks: 11

chakravala/Adapode.jl

Adaptive P/ODE numerics with Grassmann element TensorField assembly

Language: Julia - Size: 133 KB - Last synced at: 6 days ago - Pushed at: 14 days ago - Stars: 11 - Forks: 0

benjisstephens/MathModelImmuneInflammatory

Code for Mathematical Modelling of Immune and Inflammatory Responses dissertation

Language: Python - Size: 62.3 MB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 0 - Forks: 0

Ceyron/exponax

Efficient Differentiable n-d PDE solvers in JAX.

Language: Jupyter Notebook - Size: 26.9 MB - Last synced at: 14 days ago - Pushed at: 6 months ago - Stars: 28 - Forks: 1

idrl-lab/idrlnet

IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.

Language: Python - Size: 779 KB - Last synced at: 11 days ago - Pushed at: 6 months ago - Stars: 224 - Forks: 59

gilbertfrancois/partial-differential-equations

Notes and examples on how to solve partial differential equations with numerical methods, using Python.

Language: Jupyter Notebook - Size: 35.1 MB - Last synced at: 1 day ago - Pushed at: almost 2 years ago - Stars: 31 - Forks: 5

Francesco-Zeno-Costanzo/neural-network

Some code as an introduction to neural networks

Language: Python - Size: 2.49 MB - Last synced at: 25 days ago - Pushed at: 25 days ago - Stars: 1 - Forks: 1

analysiscenter/pydens

PyDEns is a framework for solving Ordinary and Partial Differential Equations (ODEs & PDEs) using neural networks

Language: Jupyter Notebook - Size: 23.8 MB - Last synced at: 14 days ago - Pushed at: about 1 year ago - Stars: 307 - Forks: 67

ImperialCollegeLondon/ReCoDE-Turing-Patterns-and-Partial-Differential-Equations

This repository contains an Imperial College ReCoDE Exemplar, featuring a Fortran-based PDE solver with detailed learning annotations. It's designed as a research computing resource for doctoral students and researchers.

Language: Fortran - Size: 427 MB - Last synced at: 8 days ago - Pushed at: 9 months ago - Stars: 7 - Forks: 0

c0rychu/SchrodingerEq_1D_tutorial

Solving Schrodinger Equation Numerically

Language: Jupyter Notebook - Size: 40.3 MB - Last synced at: 7 days ago - Pushed at: over 2 years ago - Stars: 43 - Forks: 16

kaist-silab/awesome-graph-pde

Collection of resources about partial differential equations, graph neural networks, deep learning and dynamical system simulation

Size: 5.86 KB - Last synced at: 9 days ago - Pushed at: over 2 years ago - Stars: 95 - Forks: 7

shaanbanday/me-303-matlab-code

Advanced Engineering Mathematics

Language: MATLAB - Size: 747 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

xiangyuan-zhang/controlgym

Controlgym: Large-Scale Control Environments for Benchmarking Reinforcement Learning Algorithms

Language: Python - Size: 2.18 MB - Last synced at: 17 days ago - Pushed at: about 1 year ago - Stars: 39 - Forks: 7

stefanmeili/FastFD

A library for building finite difference simulations

Language: Python - Size: 60.2 MB - Last synced at: 1 day ago - Pushed at: almost 4 years ago - Stars: 34 - Forks: 6

framunoz/evolution_of_species

Project to provide numerical methods to solve the Perthame equations

Language: Python - Size: 20.7 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

luraess/parallel-gpu-workshop-JuliaCon21

Solving differential equations in parallel on GPUs - JuliaCon 2021 workshop

Language: Julia - Size: 6.05 MB - Last synced at: 5 days ago - Pushed at: over 1 year ago - Stars: 94 - Forks: 13

elNuNus/Projet_SOIA_61_PINN

This is a 3rd year engineering school project that uses Physics Informed Neural Networks (PINN) to solve PDEs.

Language: Jupyter Notebook - Size: 14 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

Ramstric/RBF-Tool-For-PDE

The project aims to research and develop a python package to solve PDEs using the Collocation Method with Radial Basis Functions (RBF). This a project done for the Centro de Investigación en Computación of the Instituto Politénico Nacional under the supervision of Dr. Juan Carlos Chimal Eguía.

Language: Python - Size: 31.8 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 1 - Forks: 0

cbritopacheco/rodin

Modern C++20 finite element method and shape optimization framework.

Language: C++ - Size: 154 MB - Last synced at: 8 days ago - Pushed at: 9 days ago - Stars: 49 - Forks: 9

termoshtt/eom

Configurable ODE/PDE solver

Language: Rust - Size: 2.32 MB - Last synced at: 23 days ago - Pushed at: almost 2 years ago - Stars: 62 - Forks: 7

cvjena/TensorDecompositions4PINNs

Code accompanying manuscript "Functional Tensor Decompositions for Physics-Informed Neural Networks"

Language: Jupyter Notebook - Size: 3.33 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 5 - Forks: 0

FreyjaFa/Differential-eq.-in-MatLab

This repository contains MATLAB code from my YouTube lecture series on Differential Equations. Explore concepts, methods, and practical examples in solving differential equations with MATLAB.

Language: MATLAB - Size: 8.79 KB - Last synced at: about 2 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

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.

Language: Fortran - Size: 15 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 166 - Forks: 102

ivan-pi/pdecheb

Chebyshev Polynomial Software for Elliptic-Parabolic Systems of PDEs

Language: Fortran - Size: 178 KB - Last synced at: 8 days ago - Pushed at: 4 months ago - Stars: 3 - Forks: 0

mingscai/asteroid-impact-simulator

A simulator for analyzing the effects and hazards of small asteroids entering Earth's atmosphere.

Language: Jupyter Notebook - Size: 7.16 MB - Last synced at: 12 days ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

soumick1/Quantasio

The Official Repository for Quantasio

Language: Python - Size: 43.9 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

mendzmartin/FEMTISE.jl

Variational approximation by Gridap package to resolve T.I.S.E. in Julia

Language: Julia - Size: 2.37 MB - Last synced at: 17 days ago - Pushed at: about 1 month ago - Stars: 5 - Forks: 0

bchao1/poissonpy

📈 poissonpy is a Python Poisson Equation library for scientific computing, image and video processing, and computer graphics.

Language: Python - Size: 20.4 MB - Last synced at: 21 days ago - Pushed at: almost 3 years ago - Stars: 14 - Forks: 1

JAX-DIPS/JAX-DIPS

JAX-DIPS is a differentiable interfacial PDE solver.

Language: Python - Size: 355 MB - Last synced at: 12 days ago - Pushed at: 7 months ago - Stars: 41 - Forks: 1

mopahlevani/Numerical-Methods

A repository archiving solutions to Numerical Methods course assignments (Fall 2024), implementing regression, root-finding, integration, ODEs, and PDEs in Python.

Language: Jupyter Notebook - Size: 4.9 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

ZakariaBensaid/DeepFBSDEJSolvers

Deep Global, Local and MultiStep solvers approximating the solutions of FBSDEs with jumps which are related to a class of (PIDEs) Partial Integro-Differential Equations.

Language: Python - Size: 301 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0

ViktorC/PararealML

A machine learning boosted parallel-in-time differential equation solver framework.

Language: Python - Size: 54.2 MB - Last synced at: 5 days ago - Pushed at: almost 2 years ago - Stars: 26 - Forks: 4

MorelliLuca/Neutron-diffusion

Numerical simulation of the neutron diffiusion in a nuclear reactor.

Language: Python - Size: 9.43 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

bonevbs/swdg

Simple implementation of 1d Shallow Water DG with wetting/drying

Language: MATLAB - Size: 35.2 KB - Last synced at: about 1 month ago - Pushed at: over 4 years ago - Stars: 4 - Forks: 0

i207M/PINNacle

Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.

Language: Python - Size: 271 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 201 - Forks: 36

inducer/numpde-notes

Slides/notes and Jupyter notebook demos for an introductory course of numerical methods for PDEs

Language: Jupyter Notebook - Size: 19.7 MB - Last synced at: 8 days ago - Pushed at: about 1 year ago - Stars: 19 - Forks: 8

woooojng/Neural_Network

Physics-informed neural networks(PINN) use universal function approximators to integrate knowledge of physical laws described by PDEs into the learning process, addressing data scarcity in biological and engineering systems.

Language: Jupyter Notebook - Size: 440 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

jdsimard/invariance-equation-PDE-solver

Get a symbolic approximation to a system of nonlinear partial differential equations in the form of a truncated Taylor series representation

Language: MATLAB - Size: 113 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

msedalatzadeh/PhD-optimal-design

Part of my PhD project on optimal controller and actuator design for nonlinear models is discussed here. For full discussion please see my PhD thesis:

Language: MATLAB - Size: 56.4 MB - Last synced at: 5 months ago - Pushed at: almost 5 years ago - Stars: 2 - Forks: 0

ThangLe-duc/FEINN

In this study, we propose a novel deep learning model named as the Finite-element-informed neural network (FEI-NN), inspired from finite element method (FEM) for parametric simulation of static problems in structural mechanics.

Language: MATLAB - Size: 275 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

williameclee/Multigrid2D

Language: MATLAB - Size: 1.02 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 1 - Forks: 0

brorson/LaplaceColdRoom

Laplace's equation for temp profile of cold room solved using CUDA implementation of relaxation method

Language: Cuda - Size: 64.5 KB - Last synced at: 10 months ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

kingjarred/Final_Project_ECE228

Neural Net-Based Preconditioners for PDE Solvers

Language: Jupyter Notebook - Size: 1.99 MB - Last synced at: 5 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

bizoffermark/neural_wos

Neural Walk-on-Spheres

Language: Python - Size: 177 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 1 - Forks: 1

akarshp28/EIT-EBM

EIT-EBM

Language: Jupyter Notebook - Size: 979 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 10 - Forks: 0

casus/PDE-Learning

Learning Partial Differential Equations by Spectral Approximates of General Sobolev Spaces

Language: Jupyter Notebook - Size: 4.02 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 6 - Forks: 2

rsugimoto/VelMCFluids

Author's implementation of SIGGRAPH 2024 paper, "Velocity-Based Monte Carlo Fluids"

Language: C++ - Size: 396 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 4 - Forks: 2

Jorgedavyd/GreenTorch

Torch based framework for PDE solving with Green's functions

Language: Python - Size: 441 KB - Last synced at: 18 days ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

arvsrao/poisson-mesh-reconstruction

My solution to Alec Jacobson's geometry processing, poisson mesh reconstruction assigment

Language: Pawn - Size: 10.2 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

camlab-ethz/ConvolutionalNeuralOperator

This repository is the official implementation of the paper Convolutional Neural Operators for robust and accurate learning of PDEs

Language: Python - Size: 15.6 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 98 - Forks: 10

matthieumeeus/IndependentStudySpring2020

Solving PDEs using neural networks (Pytorch): experiments on embedding physical knowledge in the network architecture to improve training performance.

Language: Jupyter Notebook - Size: 42.5 MB - Last synced at: 12 months ago - Pushed at: almost 5 years ago - Stars: 2 - Forks: 0

antoine311200/BSDE-tensor-networks

Parabolic PDE resolution with Tensor Networks using Backward-Forward Stochastic Differential Equations

Language: Jupyter Notebook - Size: 4.2 MB - Last synced at: 6 months ago - Pushed at: 12 months ago - Stars: 1 - Forks: 0

emmanuelroque/pdefourier

A Maxima package to compute Fourier series and solve partial differential equations.

Size: 3.25 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 5 - Forks: 3

Andres-MG/Flou.jl

Julia framework for the resolution of PDEs

Language: Julia - Size: 1.35 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

spineki/fenics_scorer

Wind modelisation Project with FEniCS

Language: Jupyter Notebook - Size: 27.4 MB - Last synced at: about 1 year ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0

gioelemo/MaxwellFDTD.jl

A simple Finite Difference Time Domain (FDTD) solver for Maxwell equations

Language: Julia - Size: 173 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

optray/PIANO

This repository contains the code for the paper: Deciphering and integrating invariants for neural operator learning with various physical mechanisms, National Science Review, 2024

Language: Python - Size: 29.3 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 5 - Forks: 0

EdgeLLM/pinn-pytorch

Deep learning library for solving differential equations on top of PyTorch.

Language: Python - Size: 68.4 KB - Last synced at: about 1 year ago - Pushed at: over 4 years ago - Stars: 57 - Forks: 17

fdaPDE/femR

An R package for solving Partial Differential Equations using the finite element method.

Language: R - Size: 27.2 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 15 - Forks: 2

heySourabh/CFDSolver

Computational Fluid Dynamics Solver

Language: Java - Size: 25.1 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 31 - Forks: 8

xsdk-project/MathPackagesTraining2020

A gh-pages site to host SWC style training materials for various HPC math packages

Language: JavaScript - Size: 363 MB - Last synced at: 29 days ago - Pushed at: almost 2 years ago - Stars: 3 - Forks: 3

danielePoggio/ProjectFiniteElements

Repository of the project for the exam Numerical Method for PDE, Politecnico of Turin

Language: MATLAB - Size: 2.5 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

vaishnu7/a-simple-example-of-FDM

this code uses Finite Difference Method to solve the function: sin(x) * exp(-t)

Language: MATLAB - Size: 8.79 KB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 0

medford-group/TAPsolver

Simulation and Analysis Tool for TAP Reactor Systems

Language: Python - Size: 1.82 GB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 8 - Forks: 4

vini-fda/heat-wgpu

Solving the heat equation with wgpu in Rust.

Language: Rust - Size: 465 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

yellowshippo/penn-neurips2022

PENN code for NeurIPS 2022

Language: Python - Size: 36.7 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 24 - Forks: 1

janblechschmidt/NonvarFEM

This repository contains Python code to solve second-order partial differential equations in nonvariational form using FEniCS

Language: Python - Size: 233 KB - Last synced at: 5 months ago - Pushed at: over 3 years ago - Stars: 4 - Forks: 1

weigert/TinyFluid

FV based Navier-Stokes / Transport Equation / Conservation Law Solver for Procedural World Simulation. Designed for CFD learning purposes.

Language: C++ - Size: 34.7 MB - Last synced at: about 1 year ago - Pushed at: over 4 years ago - Stars: 18 - Forks: 2

omniscientoctopus/Physics-Informed-Neural-Networks

Investigating PINNs

Language: Jupyter Notebook - Size: 25.8 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 315 - Forks: 93

nianhuawong/Elliptical_Mesh

Structured mesh generation by solving elliptical equation.

Language: C++ - Size: 651 KB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0

Fastaxx/equation-ednn

Solving partial differential equations with neural networks

Language: Jupyter Notebook - Size: 160 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

msabvid/Deep-PDE-Solvers

Unbiased Deep Learning based Solvers for parametric PDEs

Language: Python - Size: 1.95 MB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 9 - Forks: 6

jundaf2/Time-Domain-CEM

The only known (by 2022) open-source, easy-to-understand basic algorithm implementations in TD-CEM. (Please star and fork this project if you find it useful!)

Language: MATLAB - Size: 6.63 MB - Last synced at: 7 days ago - Pushed at: about 3 years ago - Stars: 11 - Forks: 2

fjramireg/StiffMa

StiffMa: Fast finite element STIFFness MAtrix generation in MATLAB by using GPU computing.

Language: MATLAB - Size: 68.4 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 19 - Forks: 5

phy-ml/neural-solver

A python based library to solve the ODE/PDE equations using the deep neural network. The package does not require any training data to solve the system of equations and could be leverged to solve the non-linear eqautions also. Four different boudary conditions are implemeneted.

Language: Jupyter Notebook - Size: 3.34 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 0

siavashadpey/2Dlinconv

A 2D linear convection solver using Summation-By-Parts (SBP) discretization methods.

Language: MATLAB - Size: 290 KB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

chfenger/goNum

开源Go语言数值算法库(An open numerical library purely based on Go programming language)

Language: Go - Size: 225 KB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 172 - Forks: 42

antoinediez/SOH.jl

Self-Organized Hydrodynamics PDE solver in Julia

Language: Julia - Size: 473 KB - Last synced at: about 1 year ago - Pushed at: about 3 years ago - Stars: 2 - Forks: 0

cvarier/2D-Elliptic-Mesh-Generator

2D orthogonal elliptic mesh generator which solves the Winslow partial differential equations

Language: Java - Size: 25.9 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 50 - Forks: 10

valinsogna/FiniteDiffPDESolver

An insightful collection of finite difference methods to solve elliptic PDEs. This repository provides interactive exercises, from basic grid generation to advanced boundary value problem solutions, using forward Euler methods. Dive in to explore and understand the dynamics of PDEs through hands-on tasks.

Language: Jupyter Notebook - Size: 104 KB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 1

samuelsmal/pde_deep_learning

Language: Jupyter Notebook - Size: 1.73 MB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 10 - Forks: 1

ZizhengYang/AI-Paper-Collection

Language: Jupyter Notebook - Size: 2.29 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 0

tsmbland/pde-rk

Functions for simulating one-dimensional PDE models using an adaptive Runge-Kutta scheme

Language: Python - Size: 114 MB - Last synced at: about 23 hours ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

pooyasf/DGM

Solving High Dimensional Partial Differential Equations with Deep Neural Networks

Language: Python - Size: 14.3 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 18 - Forks: 9

DogeMajor/PDE

C++ implementation of finite element method for solving PDEs in 2-D and 3-D utilizing simplex mesh and pyramid basis functions

Language: C++ - Size: 1.15 MB - Last synced at: over 1 year ago - Pushed at: over 6 years ago - Stars: 7 - Forks: 2

Related Keywords
pde-solver 157 pde 42 python 21 numerical-methods 19 deep-learning 18 partial-differential-equations 18 ode-solver 17 pytorch 14 machine-learning 14 matlab 13 scientific-computing 12 neural-networks 12 differential-equations 11 simulation 10 physics-informed-neural-networks 10 finite-element-methods 9 finite-difference-method 8 neural-network 8 numerical-analysis 8 finite-difference 7 poisson-equation 6 hpc 6 ode 6 finite-element-analysis 5 parallel-computing 5 cfd 5 numpy 5 physics-simulation 5 pinn 5 fluid-dynamics 5 hyperbolic-equations 5 wave-equation 5 stochastic-differential-equations 4 modeling 4 heat-equation 4 fem 4 scientific-machine-learning 4 julia 4 mathematical-modelling 4 pinns 4 monte-carlo 4 python3 4 finite-volume 4 optimization 4 laplace-equation 4 finite-elements 4 navier-stokes 3 integral-equations 3 gpu 3 jupyter-notebook 3 finite-volume-methods 3 gpu-acceleration 3 inverse-problems 3 cpp 3 pde-equations 3 spectral-methods 3 mechanical-engineering 3 tensorflow 3 fortran 3 computational-science 3 neural-operator 3 diffusion-equation 3 fenics 3 parabolic-equations 3 physics 3 navier-stokes-equations 3 schrodinger-equation 2 transport-equation 2 graph-neural-network 2 graph-neural-networks 2 integration 2 optimization-algorithms 2 shallow-water-equations 2 fft 2 jax 2 data-driven-model 2 wave 2 animation 2 computational-fluid-dynamics 2 linear-algebra 2 sde 2 approximation 2 scipy 2 matrix 2 research 2 galerkin-method 2 heat-transfer 2 dynamical-systems 2 numerical-integration 2 tensor 2 numba 2 computer-graphics 2 solvers 2 solid-mechanics 2 advection-diffusion 2 conservation-laws 2 matplotlib 2 ode-model 2 mesh 2 mesh-generation 2