vivekoommen / UNetForMicrostructureEvolution
Rethinking materials simulations: Blending DNS with Neural Operators
☆15Updated 6 months ago
Alternatives and similar repositories for UNetForMicrostructureEvolution:
Users that are interested in UNetForMicrostructureEvolution are comparing it to the libraries listed below
- A python script to solve the Cahn-Hilliard equation using an implicit pseudospectral method☆37Updated 6 months ago
- Code for the paper "Thermodynamics-informed graph neural networks" published in IEEE Transactions on Artificial Intelligence (TAI).☆95Updated 4 months ago
- Thermodynamics-based Artificial Neural Networks☆22Updated last year
- ☆14Updated 5 months ago
- A Differentiable Reacting Flow Simulation Package in PyTorch☆48Updated 3 years ago
- Stiff-PINN: Physics-Informed Neural Network for Stiff Chemical Kinetics☆55Updated 2 years ago
- Finite Element Method for Electrochemical Transport (EchemFEM)☆20Updated 2 months ago
- Microstructure Modeling and Simulation. Generate microstructures using site-saturation condition, and simulate grain growth using Monte C…☆11Updated last month
- This repo includes the dataset/code of 3D Convolutional Neural Network for material property prediction☆20Updated 4 years ago
- Data-Driven Design & Analysis of Structures & Materials (3dasm)☆18Updated last month
- Rheology-informed Machine Learning Projects☆12Updated 9 months ago
- TChem - A Software Toolkit for the Analysis of Complex Kinetic Models☆55Updated last month
- ☆48Updated last year
- A short tutorial on phase field models.☆26Updated 3 years ago
- A Backward Compatible -- Physics Informed Neural Network for Allen Cahn and Cahn Hilliard Equations☆27Updated 2 years ago
- ☆13Updated 8 months ago
- The MultiScale Network for hierarchical regression (MS-Net) performs 3D regression based on a hierarchical principle: coarse inputs provi…☆18Updated 2 years ago
- ☆28Updated 2 years ago
- mechanoChemML library☆16Updated last year
- Phase field model for precipitate aging in ternary analogues to Ni-based superalloys☆32Updated 4 years ago
- ☆28Updated 11 months ago
- Derivation and construction of a thermodynamic phase diagram for ternary alloy systems with 2 or 3 phases☆18Updated 4 years ago
- ☆26Updated 2 years ago
- A Computational Fluid Dynamics (CFD) course with Python☆62Updated last year
- some exercises in phasefield modelling solved in MATLAB☆22Updated 5 years ago
- A molecular dynamics tutorial for new researchers in the area of nanomechanics.☆13Updated 2 years ago
- MicroSim is a project under the National Supercomputing Mission, Govt of India. The project offers a set of codes that can use high perfo…☆32Updated 10 months ago
- Discontinuity Computing Using Physics-Informed Neural Network☆22Updated 9 months ago
- CRATE: Accurate and efficient clustering-based nonlinear analysis of heterogeneous materials through computational homogenization☆37Updated last year
- Files for the MSE2001 course Introduction to Python for Materials Engineers☆47Updated 5 months ago