lamm-mit / HierarchicalDesign
A computational building block approach towards multiscale architected materials analysis and design with application to hierarchical metal metamaterials
☆23Updated last year
Related projects ⓘ
Alternatives and complementary repositories for HierarchicalDesign
- Implementation of 'Inverse-design of nonlinear mechanical metamaterials via video denoising diffusion models'☆42Updated 3 months ago
- Code for 'Inverting the structure-property map of truss metamaterials via deep learning'☆21Updated last month
- Python package to model and to perform topology optimization for graphene kirigami using deep learning☆28Updated 3 years ago
- ☆25Updated 2 years ago
- This repository contains a simple 55 lines code to carry out large scale parallel Topology Optimization using FEniCS in python☆44Updated last year
- METASET: Exploring Shape and Property Spaces for Data-Driven Metamaterials Design☆11Updated last year
- Using Fourier Neural Operator to measure the physical fields for a mode-I failure of 2D composites☆10Updated 2 years ago
- Differentiable Flexible Mechanical Metamaterials☆13Updated 3 weeks ago
- ☆34Updated last year
- ☆11Updated 2 years ago
- Code for 'Physics-Informed Neural Networks for Shell Structures'☆30Updated 3 months ago
- Code, technical details and links to datasets and trained models for TopoDiff☆37Updated last year
- Graph neural networks for stress and strain fields prediction☆38Updated last year
- Code for 'Unifying the design space of truss metamaterials by generative modeling'☆12Updated 4 months ago
- An 808-line Matlab educational code for combined multi-scale topology optimisation and phasor-based dehomogenisation☆13Updated 5 months ago
- When using, please cite "A new family of Constitutive Artificial Neural Networks towards automated model discovery", CMAME, https://doi.o…☆39Updated this week
- Deep learning model to predict complex stress and strain fields in hierarchical composites☆22Updated last year
- FFT-based Homogenization☆19Updated 5 years ago
- Thermodynamics-based Artificial Neural Networks☆22Updated last year
- ☆10Updated 2 years ago
- Homogenization code for 3D lattice structure☆66Updated 6 years ago
- Adaptive phase field modeling of fracture using deep energy minimization.☆30Updated 3 years ago
- ☆27Updated 2 years ago
- Topology optimization with finite element analysis in FEniCS. Final project for CSCI-GA.2420: Numerical Methods II at New York University…☆67Updated 4 years ago
- TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain☆37Updated 3 years ago
- This repository offers a collection of simulation datasets from mechanical simulations of metamaterials. Jupyter notbooks demonstrate how…☆14Updated 2 years ago
- This repo includes the dataset/code of 3D Convolutional Neural Network for material property prediction☆20Updated 4 years ago
- ☆11Updated 3 years ago
- ☆13Updated 4 years ago
- FFT-based homogenization in Python☆31Updated 4 years ago