vivekoommen / UNetForMicrostructureEvolution
Rethinking materials simulations: Blending DNS with Neural Operators
☆17Updated 10 months ago
Alternatives and similar repositories for UNetForMicrostructureEvolution
Users that are interested in UNetForMicrostructureEvolution are comparing it to the libraries listed below
Sorting:
- Thermodynamics-based Artificial Neural Networks☆25Updated 2 years ago
- Using Fourier Neural Operator to measure the physical fields for a mode-I failure of 2D composites☆12Updated 2 years ago
- Code for 'Physics-Informed Neural Networks for Shell Structures'☆36Updated 9 months ago
- Code for the paper "Thermodynamics-informed graph neural networks" published in IEEE Transactions on Artificial Intelligence (TAI).☆98Updated 8 months ago
- Adaptive phase field modeling of fracture using deep energy minimization.☆32Updated 4 years ago
- Mechanical-MNIST is a benchmark dataset for mechanical meta-models -- this repository contains code to generate metamodels for Mechanica…☆30Updated 5 years ago
- ☆28Updated 2 years ago
- Rheology-informed Machine Learning Projects☆17Updated last year
- A python script to solve the Cahn-Hilliard equation using an implicit pseudospectral method☆42Updated 10 months ago
- Phase-field code in MATLAB to solve the phase-field model of Fan & Chen for Grain Growth phenomena in 2D☆25Updated 4 years ago
- Multifidelity DeepONet☆33Updated last year
- Stiff-PINN: Physics-Informed Neural Network for Stiff Chemical Kinetics☆59Updated 3 years ago
- A Backward Compatible -- Physics Informed Neural Network for Allen Cahn and Cahn Hilliard Equations☆30Updated 3 years ago
- ☆30Updated 2 years ago
- An unsupervised latent/output physics-informed convolutional-LSTM network for solving partial differential equations using peridynamic di…☆27Updated 2 years ago
- Efficient GPU-computing simulation for differentiable crystal plasticity finite element method☆35Updated 2 months ago
- CRATE: Accurate and efficient clustering-based nonlinear analysis of heterogeneous materials through computational homogenization☆39Updated last month
- ☆52Updated 2 years ago
- ☆61Updated 6 months ago
- Rheological Universal Differential Equations: scientific machine learning for modeling complex fluids☆18Updated 2 years ago
- ☆11Updated last year
- ☆52Updated 2 years ago
- A Computational Fluid Dynamics (CFD) course with Python☆82Updated last year
- Cellular automata code for alloy nucleation and solidification written with Kokkos☆68Updated this week
- ☆14Updated 9 months ago
- FEniCS on GPU takes advantage of CUDA cores to solve SPARSE matrix using cuPy and SciPy libraries.☆18Updated 3 years ago
- mechanoChemML library☆17Updated 2 years ago
- ☆30Updated last year
- Adaptive Mesh Phase-field Evolution☆38Updated this week
- METASET: Exploring Shape and Property Spaces for Data-Driven Metamaterials Design☆14Updated 2 years ago