TML-Gatech / DL_Stress_TAA

Related projects ⓘ

Alternatives and complementary repositories for DL_Stress_TAA

• marcin-laskowski / Stress-Distribution-with-Deep-Learning
  A deep learning approach to estimate stress distribution: a fast and accurate surrogate of finite-element analysis
  ☆23Updated 6 years ago
• dodaltuin / soft-tissue-pignn
  Physics-informed graph neural network (GNN) emulation of soft-tissue mechanics
  ☆22Updated 6 months ago
• zhenguonie / 2020_TopologyGAN
  TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain
  ☆37Updated 3 years ago
• zhenguonie / stress_net
  Stress Field Prediction in Cantilevered Structures Using Convolutional Neural Networks
  ☆28Updated 4 years ago
• sebastkm / hybrid-fem-nn-examples
  ☆30Updated 3 years ago
• federicosanna / UNet-for-FEM-and-Stress-Distribution-Inference
  A Machine Learning approach to Finite Element Methods, using U-Net inspired architectures.
  ☆24Updated 5 years ago
• zhenguonie / 2020_StressGAN
  ☆21Updated 3 years ago
• LivingMatterLab / CANN
  When using, please cite "A new family of Constitutive Artificial Neural Networks towards automated model discovery", CMAME, https://doi.o…
  ☆39Updated this week
• farazarbabi / CNN_FEM
  In this project I use the generated dataset of stress analysis results of FVM method to train a Convolutional Neural Netwrok (CNN) model …
  ☆24Updated 6 years ago
• edofersan / MaximumSize_on_TopOpt_in_PETSc
  Implementation of Maximum Size constraints on the TopOpt_in_PETSc code
  ☆35Updated 4 years ago
• LLNL / MultiscaleTopOpt
  A 3D multsicale topology optimization code using surrogate models of lattice microscale response
  ☆32Updated 5 years ago
• hyoungsuksuh / ABAQUS_NN
  ☆42Updated last year
• sebastkm / hybrid-fem-nn
  ☆27Updated 2 years ago
• Jasiuk-Research-Group / DEM_for_J2_plasticity
  A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.
  ☆16Updated last year
• UW-ERSL / AuTO
  ☆34Updated last year
• oleksiyskononenko / mlfem
  Deep Learning and Finite Element Method for Physical Systems Modeling
  ☆47Updated 5 years ago
• MinhNguyenIKM / dem_hyperelasticity
  A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…
  ☆51Updated 2 years ago
• iitrabhi / topo-fenics
  This repository contains a simple 55 lines code to carry out large scale parallel Topology Optimization using FEniCS in python
  ☆44Updated last year
• EUCLID-code / EUCLID-hyperelasticity
  ☆22Updated last year
• tajtac / hypermodelcomp
  Benchmarking physics-constrained data-driven models of hyperelasticity against rubber and soft tissue datasets
  ☆13Updated last year
• hliu-whu / EMsFEM
  Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)
  ☆17Updated 3 years ago
• PredictiveIntelligenceLab / 1DBloodFlowPINNs
  ☆54Updated last year
• LLNL / letop
  ☆17Updated last year
• Ali-Stanford / PointNetCFD
  Point-cloud deep learning for prediction of fluid flow fields on irregular geometries (supervised learning)
  ☆25Updated 3 months ago
• GuoyingDong / homogenization
  Homogenization code for 3D lattice structure
  ☆66Updated 6 years ago
• marchirschvogel / ambit
  FEniCSx-based cardiovascular multi-physics solver
  ☆32Updated this week
• somdattagoswami / DEM-PhaseField
  Adaptive phase field modeling of fracture using deep energy minimization.
  ☆30Updated 3 years ago
• SimVascular / svFSI
  A multi-physics finite element solver for patient-specific blood flow simulation including fluid-structure interaction and cardiac electr…
  ☆31Updated last year
• somdattagoswami / IGAPack-PhaseField
  Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.
  ☆44Updated 3 years ago
• aflahelouneg / inverse_identification_soft_tissue
  ☆15Updated 4 years ago