quercushernandez / DeepLearningMORLinks
Code for the paper "Deep learning of thermodynamics-aware reduced-order models from data" published in Computer Methods in Applied Mechanics and Engineering (CMAME).
☆14Updated 2 years ago
Alternatives and similar repositories for DeepLearningMOR
Users that are interested in DeepLearningMOR are comparing it to the libraries listed below
Sorting:
- Rheology-informed Machine Learning Projects☆21Updated last year
- Prediction of Fluid Flow in Porous Media by Sparse Observations and Physics-Informed PointNet☆13Updated last year
- ☆31Updated 2 years ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆12Updated last year
- ☆31Updated 2 years ago
- This repo includes the dataset/code of 3D Convolutional Neural Network for material property prediction☆20Updated 5 years ago
- PF-PINNs: physics-informed neural networks framework for solving coupled Allen-Cahn and Cahn-Hilliard phase field equations☆13Updated 6 months ago
- Rheological Universal Differential Equations: scientific machine learning for modeling complex fluids☆18Updated 2 years ago
- Topology Optimization for Porous Electrodes☆12Updated 2 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
- Code for the paper "Structure-preserving neural networks" published in Journal of Computational Physics (JCP).☆19Updated 2 years ago
- Implementation of 'Inverting the structure-property map of truss metamaterials via deep learning' (PNAS)☆29Updated 10 months ago
- This repository offers a collection of simulation datasets from mechanical simulations of metamaterials. Jupyter notbooks demonstrate how…☆16Updated 2 years ago
- Physics-informed radial basis network☆31Updated last year
- DeepGreen network written in Tensorflow 2☆29Updated 4 years ago
- Application of Graph Neural Networks to predict material properties from their microstructures.☆18Updated 9 months ago
- ☆21Updated 11 months ago
- ☆14Updated 3 years ago
- ☆11Updated 2 years ago
- ☆13Updated last year
- Differentiable Flexible Mechanical Metamaterials☆22Updated 8 months ago
- ☆13Updated 4 years ago
- Sparse Identification of Nonlinear Dynamics for Boundary Value Problems☆13Updated 4 years ago
- Phase Field Fracture modelling in COMSOL☆26Updated 3 years ago
- The repository contains implementations of examples provided in the literature on energy minimization based approach to Physics Informed …☆11Updated 5 years ago
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆42Updated last year
- Code for "Robust flow field reconstruction from limited measurements vis sparse representation" (J. Callaham, K. Maeda, and S. Brunton 20…☆14Updated 6 years ago
- Finite Volume PINNs for Hyperbolic Conservation Laws & Compressible Flow☆18Updated 2 years ago
- A novel DeepONet architecture that is specifically designed for generating predictions on different 3D geometries discretized by differen…☆18Updated last year
- FEniCS on GPU takes advantage of CUDA cores to solve SPARSE matrix using cuPy and SciPy libraries.☆19Updated 4 years ago