jhbastek / InvertibleTrussDesignLinks
Implementation of 'Inverting the structure-property map of truss metamaterials via deep learning' (PNAS)
☆30Updated last year
Alternatives and similar repositories for InvertibleTrussDesign
Users that are interested in InvertibleTrussDesign are comparing it to the libraries listed below
Sorting:
- Implementation of 'Inverse-design of nonlinear mechanical metamaterials via video denoising diffusion models' (Nature Machine Intelligenc…☆80Updated last year
- Differentiable Flexible Mechanical Metamaterials☆28Updated last year
- ☆32Updated 3 years ago
- A computational building block approach towards multiscale architected materials analysis and design with application to hierarchical met…☆27Updated 2 years ago
- ☆11Updated 3 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
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆44Updated last year
- Using Fourier Neural Operator to measure the physical fields for a mode-I failure of 2D composites☆12Updated 3 years ago
- ☆32Updated 3 years ago
- ☆19Updated 3 weeks ago
- Mechanical-MNIST is a benchmark dataset for mechanical meta-models -- this repository contains code to generate metamodels for Mechanica…☆42Updated 5 years ago
- Adaptive phase field modeling of fracture using deep energy minimization.☆36Updated 4 years ago
- Graph neural networks for stress and strain fields prediction☆56Updated 2 years ago
- When using, please cite "A new family of Constitutive Artificial Neural Networks towards automated model discovery", CMAME, https://doi.o…☆59Updated last month
- Homogenization code for 3D lattice structure☆83Updated 7 months ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆26Updated 2 years ago
- Efficient GPU-computing simulation for differentiable crystal plasticity finite element method☆64Updated last month
- An 808-line Matlab educational code for combined multi-scale topology optimisation and phasor-based dehomogenisation☆26Updated last year
- Topology Optimization for Porous Electrodes☆12Updated 2 years ago
- METASET: Exploring Shape and Property Spaces for Data-Driven Metamaterials Design☆18Updated 2 years ago
- This repository offers a collection of simulation datasets from mechanical simulations of metamaterials. Jupyter notbooks demonstrate how…☆17Updated 3 years ago
- ☆15Updated 2 years ago
- Code for 'Unifying the design space of truss metamaterials by generative modeling'☆19Updated 3 months ago
- ☆24Updated last year
- A Mesh-free Topology Optimization Method using Neural Representations☆38Updated 4 years ago
- micmacsfenics: a FEniCs-based implementation of two-level finite element simulations (FE2) using computational homogenization.☆21Updated 5 months ago
- ☆35Updated 2 years ago
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆70Updated 7 months ago
- ☆15Updated 3 years ago
- mechanoChemML library☆17Updated 5 months ago