The Intelligence for Design, Engineering, And Learning (IDEAL) Lab
GitHub repositories for the Intelligence for Design, Engineering, And Learning (IDEAL) Lab
Switzerland
Pinned Repositories
airfoil-opt-gan
Experiment code associated with our paper: "Aerodynamic Design Optimization and Shape Exploration using Generative Adversarial Networks"
bezier-gan
Bézier Generative Adversarial Networks
CEBGAN_JMD_2021
CEBGAN and airfoil optimization code associated with our accepted JMD 2021 paper: "Inverse Design of 2D Airfoils using Conditional Generative Models and Surrogate Log-Likelihoods."
design-data-list
A list of open-source or otherwise available datasets for various applications and papers within Mechanical Engineering as well as Design more broadly.
design_embeddings_jmd_2016
Experiment code associated with our JMD paper: "Design Manifolds Capture the Intrinsic Complexity and Dimension of Design Spaces"
EngiBench
Benchmarks for automated engineering design
EngiOpt
Learning and optimization algorithms compatible with EngiBench
ideallab.github.io
IDEAL Lab website repository
IH-GAN_CMAME_2022
IH-GAN, data generation, and topology optimization code associated with our accepted CMAME 2022 paper: "IH-GAN: A Conditional Generative Model for Implicit Surface-Based Inverse Design of Cellular Structures."
OptimizingDiffusionSciTech2024
Dataset for the paper presented at SciTech 2024 "Optimizing Diffusion to Diffuse Optimal Designs"
The Intelligence for Design, Engineering, And Learning (IDEAL) Lab's Repositories
IDEALLab/design_method_recommendation_JMD_2014
Experiment code for our 2014 Journal of Mechanical Design paper - "Machine Learning Algorithms for Recommending Design Methods"
IDEALLab/hcdconnect_case_data
Raw data files for several research experiments that use HCD Connect Case study data
IDEALLab/ranking_diversity_jmd_2017
Experiment code associated with JMD paper: "Ranking ideas for diversity and quality"
IDEALLab/creativitymetrics
Code for our 2013 ASME paper - Automatically Inferring Design Creativity Metrics
IDEALLab/mechprocessor
Codebase for the Mechprocessor library
IDEALLab/openideo_network_data
Raw data files for several research experiments that use OI design network data
IDEALLab/design_embeddings_idetc_2016
Experiment code associated with our IDETC 2016 paper: "How Designs Differ: Non-Linear Embeddings Illuminate Intrinsic Design Complexity"
IDEALLab/hcd_connect_idetc_2014
Code for our 2014 ASME paper - "User Research Methods for Development Engineering: A Study of Method Usage with IDEO's HCD Connect"
IDEALLab/openideo_idetc_2014
Code for our 2014 ASME paper - "How Online Design Communities Evolve Over Time"