Repositories list

• FinDeR

  Public
  Website repository for the Frontiers in Design Representation Summer School

  SCSS

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  MIT License

  •1•0•0•0•Updated Jul 9, 2024Jul 9, 2024

• JMD_MSE_ID

  Public
  0•0•0•0•Updated Jul 4, 2024Jul 4, 2024

• ideallab.github.io

  Public
  IDEAL Lab website repository

  HTML

  •10•5•0•0•Updated Jun 19, 2024Jun 19, 2024

• airfoil-opt-gan

  Public
  Experiment code associated with our paper: "Aerodynamic Design Optimization and Shape Exploration using Generative Adversarial Networks"

  Python

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  MIT License

  •23•58•0•2•Updated Jun 18, 2024Jun 18, 2024

• Least_Volume_ICLR2024

  Public
  Jupyter Notebook

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  Other

  •0•1•0•0•Updated May 28, 2024May 28, 2024

• OptimizingDiffusionSciTech2024

  Public
  Dataset for the paper presented at SciTech 2024 "Optimizing Diffusion to Diffuse Optimal Designs"

  Jupyter Notebook

  •0•5•0•0•Updated Jan 30, 2024Jan 30, 2024

• JMD-Diversity-in-Bayesian-Optimization

  Public
  Code to support the experiments published in "How Diverse Initial Samples Help and Hurt Bayesian Optimizers" in the Journal of Mechanical Design

  Python

  •

  MIT License

  •1•1•0•0•Updated Jul 8, 2023Jul 8, 2023

• d3-deadlines

  Public
  ⏰ AI conference deadline countdowns

  HTML

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  MIT License

  •961•0•0•0•Updated May 16, 2023May 16, 2023

• Optimal_Airfoil_Geometry_IDETC2022

  Public
  Machine learning models and 2D airfoil dimensionality reduction code associated with our accepted IDETC 2022 paper: "Effect of Optimal Geometries and Performance Parameters on Airfoil Latent Space Dimension."

  Jupyter Notebook

  •1•1•0•0•Updated Aug 26, 2022Aug 26, 2022

• midbench

  Public
  The Maryland Inverse Design Benchmark Suite

  Python

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  MIT License

  •1•4•0•0•Updated Aug 22, 2022Aug 22, 2022

• IH-GAN_CMAME_2022

  Public
  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."

  MATLAB

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  MIT License

  •5•19•2•0•Updated Jul 22, 2022Jul 22, 2022

• ID_Conduction_IDETC2022

  Public
  Machine learning models and 2D heat sink topology optimization code associated with our accepted IDETC 2022 paper: "Mean Squared Error may lead you astray when Optimizing your Inverse Design methods."

  Python

  •0•1•0•0•Updated Jun 29, 2022Jun 29, 2022

• CEBGAN_JMD_2021

  Public
  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."

  Jupyter Notebook

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  MIT License

  •5•7•0•0•Updated Jan 5, 2022Jan 5, 2022

• EGAN_Airfoil

  Public
  Jupyter Notebook

  •0•1•0•0•Updated Oct 27, 2021Oct 27, 2021

• Learn_to_compose_IDETC_2020

  Public
  DeCNN, GNN, and pipe flow simulation code associated with our accepted IDETC 2020 paper: "Learning to Abstract and Compose Mechanical Device Function and Behavior."

  Python

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  MIT License

  •0•0•0•0•Updated Oct 5, 2021Oct 5, 2021

• G2SAT

  Public
  G2SAT: Learning to Generate SAT Formulas

  Python

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  MIT License

  •11•0•0•0•Updated May 10, 2021May 10, 2021

• GRAN

  Public
  Efficient Graph Generation with Graph Recurrent Attention Networks, Deep Generative Model of Graphs, Graph Neural Networks, NeurIPS 2019

  C++

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  MIT License

  •97•0•0•0•Updated Apr 12, 2021Apr 12, 2021

• bezier-gan

  Public
  Bézier Generative Adversarial Networks

  Python

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  MIT License

  •21•37•8•0•Updated Dec 25, 2020Dec 25, 2020

• design-data-list

  Public
  A list of open-source or otherwise available datasets for various applications and papers within Mechanical Engineering as well as Design more broadly.

  1•8•0•0•Updated Feb 21, 2020Feb 21, 2020

• onlinematching

  Public
  Experiment code associated with our JMD paper: "Forming Diverse Teams from Sequentially Arriving People"

  0•0•0•0•Updated Jan 23, 2020Jan 23, 2020

• airfoil-interpolation

  Public
  Python

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  MIT License

  •4•2•0•0•Updated Nov 14, 2019Nov 14, 2019

• hgan_jmd_2019

  Public
  Experiment code associated with our JMD 2019 paper: "Synthesizing Designs with Inter-part Dependencies Using Hierarchical Generative Adversarial Networks"

  Python

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  MIT License

  •1•2•0•0•Updated Sep 16, 2019Sep 16, 2019

• hgan_idetc2018

  Public
  Experiment code associated with our IDETC 2018 paper: "Synthesizing Designs with Inter-part Dependencies Using Hierarchical Generative Adversarial Networks"

  Python

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  MIT License

  •1•1•0•0•Updated Jun 21, 2019Jun 21, 2019

• design-variety

  Public
  Experiment code and data associated with our IDETC paper titled "Measuring and Optimizing Design Variety using Herfindahl Index"

  1•0•0•0•Updated May 26, 2019May 26, 2019

• Active-Expansion-Sampling

  Public
  Experiment code associated with our paper: "Active Expansion Sampling for Learning Feasible Domains in an Unbounded Input Space"

  Python

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  MIT License

  •5•4•0•0•Updated Nov 2, 2018Nov 2, 2018

• idea_map

  Public
  Experiment code associated with our JMD paper: "Unpacking subjective creativity ratings: Using triplet queries to find idea maps"

  MATLAB

  •1•0•0•0•Updated Oct 17, 2018Oct 17, 2018

• design_embeddings_jmd_2016

  Public
  Experiment code associated with our JMD paper: "Design Manifolds Capture the Intrinsic Complexity and Dimension of Design Spaces"

  Python

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  MIT License

  •3•7•0•0•Updated Aug 31, 2018Aug 31, 2018

• dcc-deep-learning-workshop

  Public
  GitHub site for DCC '18 Workshop on Learning Design Representations: Deep Learning and Beyond

  0•0•0•0•Updated Apr 27, 2018Apr 27, 2018

• domain_expansion_jmd_2017

  Public
  Experiment code associated with our JMD paper: "Beyond the Known: Detecting Novel Feasible Domains over an Unbounded Design Space"

  Python

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  MIT License

  •3•2•0•0•Updated Jan 16, 2018Jan 16, 2018

• bisonet

  Public
  Dataset for paper titled ''Creative Exploration Using Topic Based Bisociative Networks''

  0•0•0•0•Updated Jan 10, 2018Jan 10, 2018