GlobalStudents's repositories
awesome-machine-learning-fluid-mechanics
Curated list for ML in FM
BoSSS
BoSSS is a flexible framework for the development, evaluation & application of numerical discretization schemes based on the Discontinuous Galerkin method
deepmd-kit
A deep learning package for many-body potential energy representation and molecular dynamics
deeponet-extrapolation
DeepONet extrapolation
deeponet-fno
DeepONet & FNO (with practical extensions)
DiffEqFlux.jl
Universal neural differential equations with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods
DMFF
DMFF (Differentiable Molecular Force Field) is a Jax-based python package that provides a full differentiable implementation of molecular force field models.
exadg
ExaDG - High-Order Discontinuous Galerkin for the Exa-Scale
HTR-solver
Hypersonic Task-based Research (HTR) solver for the Navier-Stokes equations at hypersonic Mach numbers including finite-rate chemistry for dissociating air and multicomponent transport.
IBAMR
An adaptive and distributed-memory parallel implementation of the immersed boundary (IB) method
jax-am
Additive manufacturing simulation with JAX.
libAcoustics
libAcoustics - OpenFOAM library for far-field noise computation
Paddle
PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）
PaddleScience
PaddleScience is SDK and library for developing AI-driven scientific computing applications based on PaddlePaddle.
parflow
Parflow is an open-source parallel watershed flow model.
PDEBench
PDEBench: An Extensive Benchmark for Scientific Machine Learning
PhiFlow
A differentiable PDE solving framework for machine learning
Physics-Informed-Deep-Learning-Solid-and-Fluid-Mechanics
Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube problems and plane stress linear elasticity boundary value problems
pytorch
Tensors and Dynamic neural networks in Python with strong GPU acceleration
QGDsolver
OpenFOAM framework for simulation of fluid flows using regularized (QGD/QHD) equations.
sciann-applications
A place to share problems solved with SciANN
taichi
Productive & portable high-performance programming in Python.
thermo
Thermodynamics and Phase Equilibrium component of Chemical Engineering Design Library (ChEDL)