Differentiable Finite Element Method with JAX

Topology Optimization using Python

Python code for topology optimization using CalculiX FEM solver.

A Python Library for Topology Optimization

Dataset of topology optimization

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

A collection of inverse design challenges

Topology optimization using PETSc: a Python wrapper and extended functionality

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

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

Topology optimization combining OpenFOAM® and FEniCS/dolfin-adjoint.

topotherm is a pyomo-based open-source optimization model for district heating network design.

Graded Multiscale Fluid Topology Optimization using Neural Networks

Open Source Topology Optimization engine by Elia Group. Includes GPU‑based DC load flow solving, DC optimization, AC validation, and tools to explore congestion‑reducing topological actions.

A lightweight Python-based 3D network multi-agent simulator. Uses a cell-based congestion model. Calculates risk, loudness and battery capacities of the agents. Suitable for 3D network optimization tasks.

Topology optimization using BESO or Bi-directional Evolutionary Structural Optimization.

Deep learning-based topology optimization with a minimum compliance loss function

Algorithms for inverse design

Topology Optimization for Porous Electrodes