mmc-group / ML-for-materials-designLinks
☆31Updated 3 years ago
Alternatives and similar repositories for ML-for-materials-design
Users that are interested in ML-for-materials-design are comparing it to the libraries listed below
Sorting:
- ☆31Updated 2 years ago
- Thermodynamics-based Artificial Neural Networks☆28Updated 2 years ago
- mechanoChemML library☆17Updated last month
- Microstructure Characterization and Reconstruction in Python☆50Updated 7 months ago
- ☆15Updated 3 weeks ago
- Efficient GPU-computing simulation for differentiable crystal plasticity finite element method☆53Updated 5 months ago
- Differentiable Flexible Mechanical Metamaterials☆22Updated 8 months ago
- Microstructure modeling, mesh generation, analysis, and visualization.☆86Updated 2 months ago
- micmacsfenics: a FEniCs-based implementation of two-level finite element simulations (FE2) using computational homogenization.☆20Updated last month
- A python script to solve the Cahn-Hilliard equation using an implicit pseudospectral method☆50Updated last year
- CRATE: Accurate and efficient clustering-based nonlinear analysis of heterogeneous materials through computational homogenization☆40Updated last month
- Kanapy is a python package for generating three-dimensional synthetic polycrystals based on characteristic microstructural features.☆38Updated last week
- Mechanical-MNIST is a benchmark dataset for mechanical meta-models -- this repository contains code to generate metamodels for Mechanica…☆35Updated 5 years ago
- TauFactor is a parallelised solver for calculating tortuosity factors from voxel data.☆31Updated 4 months ago
- Implementation of 'Inverting the structure-property map of truss metamaterials via deep learning' (PNAS)☆29Updated 10 months ago
- Using Fourier Neural Operator to measure the physical fields for a mode-I failure of 2D composites☆12Updated 2 years ago
- ☆21Updated 11 months ago
- Rheological Universal Differential Equations: scientific machine learning for modeling complex fluids☆18Updated 2 years ago
- Python Laboratory for Finite Element Analysis☆59Updated this week
- Phase field model for precipitate aging in ternary analogues to Ni-based superalloys☆36Updated 4 years ago
- When using, please cite "A new family of Constitutive Artificial Neural Networks towards automated model discovery", CMAME, https://doi.o…☆53Updated last month
- Micro mechanical computations with an FFT-based method☆53Updated 3 years ago
- Rheology-informed Machine Learning Projects☆21Updated last year
- ☆11Updated 2 years ago
- A General Framework Combining Generative Adversarial Networks and Mixture Density Networks for Inverse Modeling in Microstructural Materi…☆10Updated 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…☆37Updated last week
- Implementation of 'Inverse-design of nonlinear mechanical metamaterials via video denoising diffusion models' (Nature Machine Intelligenc…☆72Updated last year
- Python package to model and to perform topology optimization for graphene kirigami using deep learning☆29Updated 4 years ago
- Phase Field Fracture modelling in COMSOL☆26Updated 3 years ago
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆15Updated 2 years ago