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jhu238/README.md

This GitHub account contains code developed by Prof. Jiamian Hu's group at UW-Madison 👏

1. Physical modeling

Code package Fuctionality
GO-AtomMag GPU-accelerated Open-source Atomistic Magnetization dynamics modeling
GO-Ferro GPU-accelerated Open-source Ferroics dynamic modeling
GO-EMS GPU-accelerated Open-source ElectroMagnetic Solver

2. Machine Learning

The developments of the machine learning models are in collaboration with Mehmet F. Demirel and Prof. Yingyu Liang

Code package Fuctionality
Graph Neural Network model Graph Neural Network model for the magnetostriction prediction of polycrystalline materials
Polycrystal graph neural network Graph Neural Network model for the conductivity and elastic modulus prediction of materials

3. Others

Code package Fuctionality
Voronoi Tessellation 2D and 3D polygrain structure generation using Voronoi Tessellation
Grain Growth model GPU-accelerated 3D grain growth model

Pinned Loading

  1. AtomMag AtomMag Public

    Fortran 10 2

  2. mdai26/PGNN mdai26/PGNN Public

    Polycrystal Graph Neural Network

    Python 15 1

  3. mdai26/3DGrainGrowth mdai26/3DGrainGrowth Public

    GPU accelerated 3D Grain Growth model

    Cuda 3 1

  4. mdai26/Polygrain_Voronoi mdai26/Polygrain_Voronoi Public

    2D and 3D polygrain microstructure generation through Voronoi Tessellation

    Python 5 1

  5. GO-EMS GO-EMS Public

    GPU-accelerated Open-source ElectroMagnetic Solver

  6. GO-Ferro GO-Ferro Public

    GPU-accelerated Open-source Ferroics dynamics modeling

    C++ 2 1