Topology Optimization using Python

Differentiable Finite Element Method with JAX

Python code for topology optimization using CalculiX FEM solver.

A package for binary and continuous, single and multi-material, truss and continuum, 2D and 3D topology optimization on unstructured meshes using automatic differentiation in Julia.

Topolograph.com is an online project which can visualize OSPF/ISIS topology based on LSDB output from a single network device. Then you can not only see (and check) the shortest path from source to destination, but also see the outcome from link or node failure along the path to the destination.

Topology Optimization Laboratory

Code for "Neural Networks for Topology Optimization"

Code for paper "Self-Directed Online Machine Learning for Topology Optimization"

A Python Library for Topology Optimization

Dataset of topology optimization

DL4TO is a Python library for 3D topology optimization that is based on PyTorch and allows easy integration with neural networks.

Topology optimization with finite element analysis in FEniCS. Final project for CSCI-GA.2420: Numerical Methods II at New York University.

LETO is a new hybrid Lagrangian-Eulerian method for topology optimization. It transfers density information from movable Lagrangian carriers to a fixed set of Eulerian quadratures and solves force equilibrium with MPM. With carrier particles as design variables, LETO reparameterizes the Eulerian solution space in a Lagrangian view.

A topology optimization framework written in Taichi programming language.

Toolbox for the generative design of geometrically-encoded physical objects using numerical modelling and evolutionary optimization

Topology optimization using PETSc: a Python wrapper and extended functionality

Artificial intelligence aided engineering design.

Modern C++20 finite element method and shape optimization framework.

Fierro is a C++ code designed to aid the research and development of numerical methods, testing of user-specified models, and creating multi-scale models related to quasi-static solid mechanics and compressible material dynamics using low- and high-order meshes.

This repository contains a simple 55 lines code to carry out large scale parallel Topology Optimization using FEniCS in python