Physics-informed convolutional-recurrent neural networks for solving spatiotemporal PDEs

Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes

Use of Turbulence Model (Spalart-Allmaras) with PINNs for mean flow reconstruction

Library for performing multiphase simulations (based on the Shan-Chen model) in complicated geometries (i.e. porous media 3D images)

Understanding Deep Learning - Simon J.D. Prince

A framework for high-performance domain decomposition methods.

A parallel, open-source geothermal flow simulator

Parallel algorithms and data structures for tree-based AMR with arbitrary element shapes.

Castro (Compressible Astrophysics): An adaptive mesh, astrophysical compressible (radiation-, magneto-) hydrodynamics simulation code for massively parallel CPU and GPU architectures.

AnuGA for the simulation of the shallow water equation

Extended Physics-Informed Neural Networks (XPINNs): A Generalized Space-Time Domain Decomposition Based Deep Learning Framework for Nonlinear Partial Differential Equations

Different methods of solving partial differential equations with neural networks

Reproduces the results of the paper "Finite Basis Physics-Informed Neural Networks (FBPINNs): a scalable domain decomposition approach for solving differential equations".

PhyGeoNet: Physics-Informed Geometry-Adaptive Convolutional Neural Networks for Solving Parametric PDEs on Irregular Domain

Solver of partial differential equations using discontinuous Galerkin finite element method (DG-FEM)

Solver for Hydrological Unstructured Domain (SHUD) --- multi-scale and multi-process integrated hydrological model with Finite Volume Method.

Discontinuous Galerkin finite element method (DGFEM) for Acoustic Wave Propagation

2D LBM DEM

A Discussion on Solving Partial Differential Equations using Neural Networks

Lightweight, general, scalable C++ library for finite element methods

This folder contains a sample code for the use of convolutional neural network for fluid force prediction of bluff body flows.

Lattice Boltzmann library based on palabos for simulation of cellular blood flow

TensorFlow Tutorial and Examples for Beginners with Latest APIs

TensorFlow for Deep Learning Book

A fast, accurate direct solver and determinant computation for dense linear systems

Immersed Boundary Lattice Boltzmann