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data-driven-discretization-1d

Code for "Learning data-driven discretizations for partial differential equations"

data-driven-pdes

explicit-pinn

implicit-pinn

pdesbynns

This repository contains a number of Jupyter Notebooks illustrating different approaches to solve partial differential equations by means of neural networks using TensorFlow.

pinn

Simple PyTorch Implementation of Physics Informed Neural Network (PINN)

pinns

Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations

pinns-1

PyTorch Implementation of Physics-informed Neural Networks

rdcnn

Reaction diffusion system prediction based on convolutional neural network

starfish

Starfish is a two-dimensional PIC-DSMC plasma / rarefied gas simulation program.