zhenguonie / stress_netLinks
Stress Field Prediction in Cantilevered Structures Using Convolutional Neural Networks
☆33Updated 5 years ago
Alternatives and similar repositories for stress_net
Users that are interested in stress_net are comparing it to the libraries listed below
Sorting:
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆24Updated 2 years ago
- Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)☆22Updated 3 months ago
- TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain☆46Updated 4 years ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25Updated 2 years ago
- A deep learning approach to estimate stress distribution: a fast and accurate surrogate of finite-element analysis☆28Updated 7 years ago
- ☆58Updated 2 years ago
- Direct Mesh-free Topology Optimization using Neural Networks☆21Updated last year
- ☆42Updated last year
- ☆22Updated 4 years ago
- 3D FEM code (matlab)☆33Updated last year
- Using Fourier Neural Operator to measure the physical fields for a mode-I failure of 2D composites☆12Updated 2 years ago
- Homogenization code for 3D lattice structure☆79Updated 3 months ago
- ☆14Updated last year
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆67Updated 4 months ago
- Graph neural networks for stress and strain fields prediction☆52Updated 2 years ago
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆24Updated 4 years ago
- In this project I use the generated dataset of stress analysis results of FVM method to train a Convolutional Neural Netwrok (CNN) model …☆28Updated 7 years ago
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆43Updated last year
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆52Updated 4 years ago
- This project contains topology optimization of structure with SIMP and multiscale opitimization of both structure and materials with AH…☆58Updated 7 years ago
- Benchmarking physics-constrained data-driven models of hyperelasticity against rubber and soft tissue datasets☆14Updated 2 years ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 4 months ago
- Physics-informed graph neural network (GNN) emulation of soft-tissue mechanics☆37Updated 6 months ago
- ☆34Updated 4 years ago
- This repository contains a simple 55 lines code to carry out large scale parallel Topology Optimization using FEniCS in python☆46Updated last year
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆11Updated 4 years ago
- Graded Multiscale Fluid Topology Optimization using Neural Networks☆20Updated 2 years ago
- Adaptive phase field modeling of fracture using deep energy minimization.☆34Updated 4 years ago
- Concurrent topology optimization of multiscale composite structures in Matlab☆51Updated 5 years ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆13Updated last year