pinns

Studies on Physics-Informed Neural Networks (PINNs) for solving problems governed by partial differential equations.

Stars

3

Forks

0

Language

Jupyter Notebook

Last Updated

Feb 16, 2024

Similar Repos
Repo Language Stars Description Updated At
Python 3 Solving Partial Differential Equations using Physics-Informed Neural Networks Apr 03, 2023
Python 32 Basic implementation of physics-informed neural networks for solving differential equations May 26, 2023
None 5 Neural network based solvers for partial differential equations and inverse problems :milky_way:. Implementation of physics-informed … Apr 19, 2023
Python 71 Neural network based solvers for partial differential equations and inverse problems :milky_way:. Implementation of physics-informed … May 21, 2022
Python 2 Data Driven Anderson Acceleration for Physics Informed Neural Networks to solve high dimensional partial differential … Sep 20, 2022
Python 2 A-PINN: Auxiliary physics informed neural networks for forward and inverse problems of nonlinear integro-differential equations Feb 20, 2022
Jupyter Notebook 4 Implementation of a Physics Informed Neural Network (PINN) written in Tensorflow v2, which is capable … Sep 18, 2023
Python 11 DAS-PINNs: A deep adaptive sampling method for solving high-dimensional partial differential equations Aug 12, 2022
Jupyter Notebook 7 Neural network code for solving ordinary and partial differential equations Feb 19, 2021
C++ 10 Toolkit for solving partial differential equations May 14, 2023
Jupyter Notebook 4 Physics Informed Neural Networks Apr 11, 2023
Python 2205 Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations Apr 30, 2023
None 2 Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations Mar 12, 2024
Jupyter Notebook 242 PyDEns is a framework for solving Ordinary and Partial Differential Equations (ODEs & PDEs) using … May 09, 2023
Python 11 Physics-informed convolutional-recurrent neural networks for solving spatiotemporal PDEs Aug 23, 2022
Julia 2 Solves ordinary differential equations and partial differential equations using neural nets Jan 30, 2024
Julia 2 Fourier spectral methods for solving partial differential equations Apr 02, 2023
None 3 Introductory Course Solving Ordinary and Partial Differential Equations Jun 08, 2022
None 2 Neural network based solvers for partial differential equations and inverse problems :milky_way: Dec 19, 2021
Julia 642 Physics-Informed Neural Networks (PINN) and Deep BSDE Solvers of Differential Equations for Scientific Machine Learning … Sep 01, 2022
Julia 2 Physics-Informed Neural Networks (PINN) and Deep BSDE Solvers of Differential Equations for Scientific Machine Learning … Jan 27, 2023
Python 153 Package for solving hyperbolic systems of partial differential equations Aug 23, 2022
Python 3 Neural network based solvers for partial differential equations. Aug 03, 2022
Python 3 Neural Network Implicit Representation of Partial Differential Equations Feb 19, 2024
Python 114 Forward-Backward Stochastic Neural Networks: Deep Learning of High-dimensional Partial Differential Equations Apr 21, 2023
MATLAB 111 Hidden physics models: Machine learning of nonlinear partial differential equations Mar 23, 2023
Python 202 Python package for solving partial differential equations using finite differences. Oct 13, 2022
MATLAB 2 Package for solving Diffusion Advection Reaction (DAR) Partial Differential Equations Aug 26, 2022
Python 10 gPINN: Gradient-enhanced physics-informed neural networks Jun 16, 2022
Python 2 Changepoints Detection with Physics Informed Neural Networks Aug 23, 2022
Python 79 Physics-Informed Neural networks for Advanced modeling Apr 23, 2023
C++ 2 🚧 Project for solving differential equations numerically, applied to physics Jul 01, 2023
Python 240 Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations Apr 26, 2023
HTML 2 C++ library from Dynaflow Research Group, for solving partial differential equations Jul 18, 2023
Python 221 Must-read Papers on Physics-Informed Neural Networks. Aug 14, 2022
Jupyter Notebook 65 hPINN: Physics-informed neural networks with hard constraints Apr 21, 2023
None 2 Blood Flow Modeling with Physics-Informed Neural Networks Mar 30, 2023
Julia 46 A library for building differential equations arising from physical problems for physics-informed and scientific machine … Feb 01, 2022
Julia 36 Neural networks and neural operators for physics-informed machine learning Apr 18, 2023
Jupyter Notebook 25 Example problems in Physics informed neural network in JAX Apr 17, 2023
Python 30 Reproduce "Solving high-dimensional partial differential equations using deep learning" by pytorch Aug 12, 2022
Jupyter Notebook 2 Variational physics-informed neural network for solving the Helmholtz equation Jun 24, 2022
Python 78 IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically. Aug 12, 2022
Jupyter Notebook 2 A Hands-on Introduction to Physics-Informed Neural Networks Apr 03, 2022
Python 69 Characterizing possible failure modes in physics-informed neural networks. May 10, 2023
Python 11 Pytorch implementation of Physics Informed Neural Networks and improvements Mar 31, 2023
Python 7 TF2 Implementation of Physics Informed Neural Networks and Neural Tangent Kernel Jan 12, 2023
Jupyter Notebook 4 Constructing approximate solutions for differential equations based neural networks Apr 06, 2020
Jupyter Notebook 18 Artifitial Neural Networks for Solving Ordinary and Partial Differential Equations, in this case, Schrodinger's Equation … Jun 24, 2022
Python 10 Competitive Physics Informed Networks Apr 19, 2023