IrisFDTD / PINNs-for-education
Deep Learning for Solving Differential Equations (Educational)
☆14Updated last year
Alternatives and similar repositories for PINNs-for-education
Users that are interested in PINNs-for-education are comparing it to the libraries listed below
Sorting:
- Discontinuity Computing Using Physics-Informed Neural Network☆24Updated last year
- Finite Volume PINNs for Hyperbolic Conservation Laws & Compressible Flow☆18Updated 2 years ago
- In computational fluid dynamics (CFD), the SIMPLE algorithm is a widely used numerical procedure to solve the Navier–Stokes equations. SI…☆16Updated 4 years ago
- This repository contains the code and models for our paper "Investigating and Mitigating Failure Modes in Physics-informed Neural Network…☆18Updated last year
- ☆9Updated last year
- This repo contains the code for solving Poisson Equation using Physics Informed Neural Networks☆13Updated 2 years ago
- Solve the 1D forced Burgers equation with high order finite elements and finite difference schemes.☆26Updated 2 years ago
- ☆13Updated 4 years ago
- XPINN code written in TensorFlow 2☆27Updated 2 years ago
- The lid-driven cavity is a popular problem within the field of computational fluid dynamics (CFD) for validating computational methods. I…☆15Updated 3 years ago
- Soving heat transfer problems using PINN with tf2.0☆19Updated 3 years ago
- ☆21Updated 4 years ago
- Spectral solution for 2D Navier-Stokes equations☆14Updated 8 years ago
- Yet another PINN implementation☆20Updated 10 months ago
- Sparse Physics-based and Interpretable Neural Networks☆49Updated 3 years ago
- Theory-guided physics-informed neural networks for boundary layer problems with singular perturbation☆18Updated 2 years ago
- A Matlab implementation of boundary element method (BEM) and method of fundamental solutions (MFS) for simulation of Stokes flow based on…☆13Updated 8 years ago
- Level set modeling of multi-phase flow in a velocity field using the finite element and finite volume methods☆27Updated 6 years ago
- Spectral methods in matlab☆11Updated last month
- TensorFlow 2.0 implementation of Yibo Yang, Paris Perdikaris’s adversarial Uncertainty Quantification in Physics Informed Neural Networks…☆20Updated 2 years ago
- Rheology-informed Machine Learning Projects☆17Updated last year
- Rheological Universal Differential Equations: scientific machine learning for modeling complex fluids☆18Updated 2 years ago
- Fourier Neural Operators to solve for Allen Cahn PDE equations☆18Updated 3 years ago
- Compute the motion of droplets and particles in Stokes flows in axisymmetric domains using the Boundary Element Method (BEM) or the Spect…☆13Updated 6 years ago
- Neural Network Approach for Data-Driven Constitutive Modeling☆40Updated 3 years ago
- Innovative, efficient, and computational-graph-based finite element simulator for inverse modeling☆83Updated 3 years ago
- Transformed Generative Pre-Trained Physics-Informed Neural Networks (TGPT-PINN), a framework that extends Physics-Informed Neural Network…☆15Updated last year
- MATLAB tools for boundary integral equations in 3D (Laplace, time-domain wave equation, etc)☆28Updated 2 years ago
- This repository consists of MATLAB codes for CFD computations and simulations.☆14Updated 3 years ago
- Physics-Informed Neural Networks for solving PDEs (bachelor project)☆10Updated 2 years ago