Topology Optimization Laboratory
GPU accelerated differentiable finite elements for solid mechanics with PyTorch
Deep reinforcement learning to perform shape optimization
Geometry-first C++20 FEM for shape and topology optimization.
Fluid based shape optimization with Blender and OpenFOAM
Collection of finite element models
A shape optimisation toolbox built on the Firedrake finite element library.
CFD-solver-agnostic deep reinforcement learning framework for computational fluid dynamics on HPC platforms
Subject files and solutions to the mini-course "An introduction to shape and topology optimization"
An object-oriented Python 3 GUI and API for single- and multi-element parametric airfoil design, analysis, and optimization
Python scripts related to aerodynamic analysis and shape optimization
Official codebase for the paper "Surrogate-Based Differentiable Pipeline for Shape Optimization" @ DiffSys workshop EurIPS 2025.
Simple shape optimization script which generates nodal shifting according to sensitivities calculated by CalculiX FE solver.
Reinforcement Learning based Shape Optimization
PyFreeCoil - Free-Shape Optimization of Air-Core Inductors
Shape optimisation of compressor blades using adjoint approach. Implemented in OpenFOAM framework.
Neural Injective Geometry networks (NIGnets) for non-self-intersecting geometry.
Shape Optimization based on Restricted Mesh Deformations
Optiflow is an implementation of a shape-optimization method for two-dimensional incompressible flows.
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