bertoldi-collab / DifFlexMMLinks
Differentiable Flexible Mechanical Metamaterials
☆24Updated 11 months ago
Alternatives and similar repositories for DifFlexMM
Users that are interested in DifFlexMM are comparing it to the libraries listed below
Sorting:
- Implementation of 'Inverting the structure-property map of truss metamaterials via deep learning' (PNAS)☆30Updated last year
- Implementation of 'Inverse-design of nonlinear mechanical metamaterials via video denoising diffusion models' (Nature Machine Intelligenc…☆79Updated last year
- ☆31Updated 3 years ago
- ☆11Updated 3 years ago
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆44Updated last year
- A computational building block approach towards multiscale architected materials analysis and design with application to hierarchical met…☆27Updated 2 years ago
- Using Fourier Neural Operator to measure the physical fields for a mode-I failure of 2D composites☆12Updated 3 years ago
- This repository contains a simple 55 lines code to carry out large scale parallel Topology Optimization using FEniCS in python☆46Updated 2 years ago
- ☆32Updated 3 years ago
- Graph neural networks for stress and strain fields prediction☆56Updated 2 years ago
- ☆35Updated 2 years ago
- Topology Optimization for Porous Electrodes☆12Updated 2 years ago
- Mechanical-MNIST is a benchmark dataset for mechanical meta-models -- this repository contains code to generate metamodels for Mechanica…☆38Updated 5 years ago
- Code, technical details and links to datasets and trained models for TopoDiff☆51Updated 2 years ago
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆18Updated 2 years ago
- ☆13Updated 2 years ago
- Rheology-informed Machine Learning Projects☆21Updated last year
- Generates patterns with seamlessly connected building blocks☆16Updated last year
- ☆17Updated 3 months ago
- micmacsfenics: a FEniCs-based implementation of two-level finite element simulations (FE2) using computational homogenization.☆21Updated 4 months ago
- METASET: Exploring Shape and Property Spaces for Data-Driven Metamaterials Design☆18Updated 2 years ago
- An 808-line Matlab educational code for combined multi-scale topology optimisation and phasor-based dehomogenisation☆26Updated 11 months ago
- TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain☆46Updated 4 years ago
- Adaptive phase field modeling of fracture using deep energy minimization.☆34Updated 4 years ago
- When using, please cite "A new family of Constitutive Artificial Neural Networks towards automated model discovery", CMAME, https://doi.o…☆57Updated 2 weeks ago
- Homogenization code for 3D lattice structure☆80Updated 5 months ago
- Efficient GPU-computing simulation for differentiable crystal plasticity finite element method☆60Updated 2 months ago
- CRATE: Accurate and efficient clustering-based nonlinear analysis of heterogeneous materials through computational homogenization☆41Updated 4 months ago
- mechanoChemML library☆17Updated 4 months ago
- ☆32Updated 3 years ago