Topology Optimization Laboratory
GPU accelerated differentiable finite elements for solid mechanics with PyTorch
Deep reinforcement learning to perform shape optimization
A modern C++20 FEM library 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
Simple shape optimization script which generates nodal shifting according to sensitivities calculated by CalculiX FE solver.
Official codebase for the paper "Surrogate-Based Differentiable Pipeline for Shape Optimization" @ DiffSys workshop EurIPS 2025.
Differentiable Voxelization of Surface Representations (SIGGRAPH 2026)
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.
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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