Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)
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Updated
Jul 29, 2026 - Python
Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)
ANSYS Workbench extension for multiscale modeling of composite materials using SwiftComp. Provides seamless integration of homogenization, dehomogenization, and failure analysis. Features intuitive GUI for beam, plate, and solid models with built-in visualization tools.
AI4Engineering: Machine learning surrogates for universal microstructure-property forecasting with physical guarantees
BCC unit cell with structured mesh in ABAQUS
3D full-field mechanical homogenization fenics code: finite strains and mixed stress controlled
3D full-field magnetomechanical homogenization fenics code: finite strains, viscosity, incompressibility and mixed stress/flux controlled
scikit-elasticity is a library for working with anisotropic elasticity in Python.
Periodic Mesh Generation of BCC Lattice Materials using SALOME for FEM Analysis
Homogenization procedure for meteorological timeseries according to González-Rouco, 2001
Two-scale FE² for hyperelastic periodic microstructures in DOLFINx: first-order and micromorphic homogenization, POD + ECM hyper-reduction, post-buckling
Abaqus/CAE plug-in to build RVEs of UD fiber-reinforced polymers and compute effective elastic/CTE, viscoelastic, elastoplastic and thermal-conductivity properties under periodic boundary conditions.
This repository contains the code for our ACM SCF 2025 paper “Random-Walk Microstructures for Differentiable Topology Optimization.”
Bauer, J. K., & Böhlke, T. (2022). On the dependence of orientation averaging mean field homogenization on planar fourth-order fiber orientation tensors. Mechanics of Materials, 104307.
FreeCAD based UI for beam cross section analysis for structures like wind turbines
An open-source FEniCS-based numerical homogenization framework
A Deep Learning Model For Homogenization of Two-Phase High-Contrast Three-dimensional Materials
Fiber reinforced composite analysis
Fenicsx Python FEM Project to compute cell homogenization and effective Stiffness Matrix
2D and 3D representative volume element generation, meshing, and Ferrite.jl homogenization for long-fibre composite plies.
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