This project explores the integration of Machine Learning (ML) and Deep Learning (DL) techniques in the field of topology optimization. Leveraging the TOP dataset, the study presents a comprehensive approach to optimizing structural designs using advanced neural network architectures.
☆19Jan 16, 2024Updated 2 years ago
Alternatives and similar repositories for Machine-Learning-Models-for-Topology-Optimization
Users that are interested in Machine-Learning-Models-for-Topology-Optimization are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- This project implements a multi-material topology optimization algorithm using a reaction-diffusion level set method for structural desig…☆13Jul 28, 2024Updated 2 years ago
- Repository for Sharing the Code Sets for "Topology Optimization with Advanced CNN using Mapped Physics-based Data."☆13Jan 6, 2023Updated 3 years ago
- Machine learning-based multiscale topology optimization☆23Dec 22, 2023Updated 2 years ago
- Deep learning-based topology optimization with a minimum compliance loss function☆14Feb 24, 2021Updated 5 years ago
- Code for paper "Self-Directed Online Machine Learning for Topology Optimization"☆145Feb 17, 2025Updated last year
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- Code to mesh, execute topology optimization, and evaluate results for an irregular shaped pressure vessel☆12May 26, 2020Updated 6 years ago
- Code for "Neural Networks for Topology Optimization"☆162Jul 2, 2021Updated 5 years ago
- Multimaterial Topop with Deep Learning☆13Apr 16, 2021Updated 5 years ago
- An example of the use of GCMMA-MMA-Python in topology optimization.☆55Oct 11, 2025Updated last year
- ☆12May 8, 2024Updated 2 years ago
- Multi-Objective Topology Optimization☆17Aug 16, 2013Updated 13 years ago
- A modified version of the level-set-methods-toolbox developed by Ian M. Mitchell☆13Nov 14, 2020Updated 5 years ago
- Simple easy-to-use Topology Optimization based scripts for a variety of applications☆17Nov 7, 2022Updated 3 years ago
- Topology optimization with Abaqus CAE (python scripts)☆25Feb 21, 2025Updated last year
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- TOPress: a MATLAB implementation for topology optimization of structures subjected to design‑dependent pressure loads☆21Jun 28, 2025Updated last year
- all code for this study☆29Jan 14, 2026Updated 9 months ago
- ☆13Dec 6, 2025Updated 10 months ago
- Dataset of topology optimization☆101Mar 4, 2020Updated 6 years ago
- Matlab code for the Topology Optimization of Binary Structures (TOBS) method.☆42Oct 19, 2020Updated 6 years ago
- Matlab code for multiscale Multiphysics optimization of porous structure☆19Oct 13, 2022Updated 4 years ago
- Introducing AlloyBERT: a transformer encoder-based model for predicting alloy properties from textual inputs. Leveraging RoBERTa and self…☆13Aug 5, 2024Updated 2 years ago
- Matlab implementation to solve three-dimensional structural topology optimization problems☆16Aug 18, 2026Updated 2 months ago
- Code to post-process topology optimized 2D results to a usable smooth geometry. TO solver used is 88-line code by DTU, Denmark☆25Apr 4, 2022Updated 4 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- 3D Structural Topology Optimization in Matlab using Unstructured Meshes☆34May 30, 2021Updated 5 years ago
- DL4TO is a Python library for 3D topology optimization that is based on PyTorch and allows easy integration with neural networks.☆146Nov 19, 2024Updated last year
- Optimize Any Topology: A framework for developing foundation models for topology optimization.☆33Nov 4, 2025Updated 11 months ago
- A novel DeepONet architecture that is specifically designed for generating predictions on different 3D geometries discretized by differen…☆31Jul 25, 2024Updated 2 years ago
- This matlab code accompanies the paper "Efficient stress-constrained topology optimization using inexact design sensitivities", published…☆34May 27, 2021Updated 5 years ago
- Freeform 3D topology optimization in MATLAB using structured meshes with smooth boundaries☆39Jul 6, 2024Updated 2 years ago
- A Scalable Implementation for Topology Optimization & Porous Infill Optimization with MATLAB☆32Oct 25, 2026Updated last week
- This repository hosts some educational resources in topology optimisation and related fields.☆20Mar 1, 2025Updated last year
- The code for paper <Structural topology optimization by combining Reinforcement Learning with BESO>☆25Dec 19, 2019Updated 6 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Developments for modeling columnar solidification of binary alloys☆35Oct 8, 2018Updated 8 years ago
- Neural topology optimization via active learning for efficient channel design in turbulent mass transfer☆17Oct 9, 2025Updated last year
- Code sample for "An efficient 146-line 3D sensitivity analysis code of stress-based topology optimization written in MATLAB"☆38Aug 5, 2024Updated 2 years ago
- Worked on a dataset of high entropy alloys which is used to design materials for additive manufacturing. Being responsible for Performing…☆18Aug 20, 2022Updated 4 years ago
- Example Python code using FEniCS and dolfin.adjoint to accompany SMO paper on topology optimisation for heat sinks with embedded PCM.☆12Aug 22, 2023Updated 3 years ago
- ☆28Sep 27, 2021Updated 5 years ago
- Topology optimization using BESO or Bi-directional Evolutionary Structural Optimization.☆20Jan 19, 2024Updated 2 years ago