saurabhdeshpande93 / MAgNETLinks
A novel graph U-net architecture
☆19Updated last year
Alternatives and similar repositories for MAgNET
Users that are interested in MAgNET are comparing it to the libraries listed below
Sorting:
- Physics-informed graph neural network (GNN) emulation of soft-tissue mechanics☆33Updated 3 months ago
- ☆30Updated 2 years ago
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆14Updated last year
- A deep learning approach to estimate stress distribution: a fast and accurate surrogate of finite-element analysis☆28Updated 7 years ago
- A Mesh-free Topology Optimization Method using Neural Representations☆32Updated 3 years ago
- ☆33Updated 3 years ago
- Benchmarking physics-constrained data-driven models of hyperelasticity against rubber and soft tissue datasets☆13Updated 2 years ago
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆39Updated 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☆30Updated last year
- Implementation of 'Inverse-design of nonlinear mechanical metamaterials via video denoising diffusion models' (Nature Machine Intelligenc…☆62Updated 10 months ago
- Code repo for Fluid Graph Network☆25Updated 3 years ago
- ☆11Updated last year
- Code for the Master's thesis: "Evaluation and improvements to Mesh Graph Nets for Computational Fluid Dynamics Simulations" which is buil…☆12Updated last year
- Stress Field Prediction in Cantilevered Structures Using Convolutional Neural Networks☆32Updated 5 years ago
- PENN code for NeurIPS 2022☆41Updated 2 years ago
- When using, please cite "A new family of Constitutive Artificial Neural Networks towards automated model discovery", CMAME, https://doi.o…☆49Updated this week
- Graph neural networks for stress and strain fields prediction☆51Updated 2 years ago
- ☆30Updated 3 months ago
- A novel DeepONet architecture that is specifically designed for generating predictions on different 3D geometries discretized by differen…☆16Updated 11 months ago
- ☆24Updated 2 years ago
- MeshGraphNets (MGN)☆64Updated last year
- Physics-informed neural networks for identifying material properties in solid mechanics☆19Updated last year
- ☆13Updated last year
- Graph Neural Network (GNN) emulation of the left-ventricle (LV) in diastole☆11Updated 2 years ago
- This repo includes the dataset/code of 3D Convolutional Neural Network for material property prediction☆20Updated 4 years ago
- Code for "Robust flow field reconstruction from limited measurements vis sparse representation" (J. Callaham, K. Maeda, and S. Brunton 20…☆14Updated 6 years ago
- Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials☆26Updated 4 years ago
- Accelerating Physics Informed Neural Networks (PINNs) using Meshless Discretizations☆27Updated 2 years ago
- FEniCSx-based cardiovascular multi-physics solver☆46Updated last month