Effect of Optimal Geometries and Performance Parameters on Airfoil Latent Space Dimension

Alec Van Slooten and Mark Fuge ASME IDETC 2022

Mean Squared Error may lead you astray when Optimizing your Inverse Design methods

Shai Bernard, Jun Wang, and Mark Fuge ASME IDETC 2022

IH-GAN: A Conditional Generative Model for Implicit Surface-Based Inverse Design of Cellular Structures

Jun Wang, Wei (Wayne) Chen, Daicong Da, Mark Fuge and Rahul Rai CMAME 2022

Learning Airfoil Manifolds with Optimal Transport

Qiuyi Chen, Phillip Pope, Mark Fuge AIAA SciTech 2022

Inverse Design of 2D Airfoils using Conditional Generative Models and Surrogate Log-Likelihoods

Qiuyi Chen, Jun Wang, Phillip Pope, Wei (Wayne) Chen and Mark Fuge JMD 2021

Potential Energy Surfaces for Analysis and Conceptual Design and Analysis of Mechanical Systems

Manion and Fuge IDETC 2021

Automatically Discovering Mechanical Functions from Physical Behaviors Via Clustering

Kevin Chiu, David Anderson, and Mark Fuge ASME IDETC 2021

IH-GAN: A Conditional Generative Model for Implicit Surface-Based Inverse Design of Cellular Structures

Jun Wang, Wei Chen, Mark Fuge, and Rahul Rai arXiv 2021

Learning to Abstract and Compose Mechanical Device Function and Behavior

Jun Wang, Kevin Chiu, and Mark Fuge ASME IDETC 2020

Airfoil Design Parameterization and Optimization using Bézier Generative Adversarial Networks

Wei Chen, Kevin Chiu, and Mark Fuge AIAAJ 2020

Forming Diverse Teams from Sequentially Arriving People

Ahmed, Dickerson, Fuge arXiv 2020

Machine Learning for Engineering Design

Panchal, Fuge, Liu, Missoum, and Tucker JMD 2019

Algorithms for Optimal Diverse Matching

Ahmadi, Ahmed, Dickerson, Fuge, Khuller arXiv 2019

Using Semantic Fluency Models Improves Network Reconstruction Accuracy of Tacit Engineering Knowledge

Sexton and Fuge 2019

Data-Driven Geometric Design Space Exploration and Design Synthesis

Wei Chen 2019

Synthesizing Designs with Inter-part Dependencies Using Hierarchical Generative Adversarial Networks

Wei Chen and Mark Fuge JMD 2019

Measuring and Optimizing Design Variety using Herfindahl Index

Faez Ahmed, Sharath Kumar Ramachandran, Mark Fuge, Sam Hunter and Scarlett Miller ASME IDETC 2019

Checking the Automated Construction of Finite Element Simulations from Dirichlet Boundary Conditions

Kevin Chiu and Mark Fuge ASME IDETC 2019

Structuring Online Dyads: Explanations Improve Creativity, Chats Lead to Convergence

Faez Ahmed, Nischal Reddy Chandra, Mark Fuge and Steven Dow C&C 2019

Deep learning for molecular design - a review of the state of the art

Elton et al. 2019

Using natural language processing techniques to extract information on the properties and functionalities of energetic materials from large text corpora

Elton et al. 2019

Aerodynamic Design Optimization and Shape Exploration using Generative Adversarial Networks

Wei Chen, Kevin Chiu, and Mark Fuge AIAA SciTech 2018

Design creativity

Ku, Fuge, Brown AIEDAM 2018

Independent Vector Analysis for Data Fusion Prior to Molecular Property Prediction with Machine Learning

Boukouvalas et al. 2018

Interpreting Idea Maps: Pairwise comparisons reveal what makes ideas novel

Ahmed et al. 2018 JMD

Thermal Design and Testing of a Passive Helmet Heat Exchanger With Additively Manufactured Components

Cage et al. ASME IMSEC 2018

MGGD Parameter Estimation on the Space of SPD Matrices

Boukouvalas et al. 2018

BézierGAN: Automatic Generation of Smooth Curves from Interpretable Low-Dimensional Parameters

Wei Chen and Mark Fuge arXiv 2018

Machine Learning of Energetic Material Properties

Barnes et al. 2018

Unpacking subjective creativity ratings : Using embeddings to explain and measure idea novelty

Faez Ahmed, Mark Fuge, Sam Hunter and Scarlett Miller ASME IDETC 2018

Synthesizing Designs with Inter-part Dependencies Using Hierarchical Generative Adversarial Networks

Wei Chen, Ashwin Jeyaseelan, and Mark Fuge ASME IDETC 2018

Applying machine learning techniques to predict the properties of energetic materials

Elton et al. 2018

Active Expansion Sampling for Learning Feasible Domains in an Unbounded Input Space

Wei Chen and Mark Fuge SAMO 2018

Creative Exploration Using Topic Based Bisociative Networks

Faez Ahmed and Mark Fuge Design Science 2018

Ranking ideas for diversity and quality

Faez Ahmed and Mark Fuge JMD 2017

Diverse Weighted Bipartite b-Matching

Faez Ahmed, John P. Dickerson and Mark Fuge IJCAI 2017

Implications Of Data-driven Models For Design Theory And Methodology

Mark Fuge IDETC 2017

Beyond the Known: Detecting Novel Feasible Domains over an Unbounded Design Space

Wei Chen and Mark Fuge JMD 2017

Design Manifolds Capture the Intrinsic Complexity and Dimension of Design Spaces

Wei Chen, Mark Fuge, and Noa Chazan JMD 2017

Discovering diverse, high quality design ideas from a large corpus

Faez Ahmed, Mark Fuge and Lev D. Gorbunov ASME IDETC 2016

How Designs Differ: Non-Linear Embeddings Illuminate Intrinsic Design Complexity

Wei Chen, Noa Chazan, and Mark Fuge ASME IDETC 2016

Capturing Winning Ideas in Online Design Communities

Faez Ahmed and Mark Fuge ACM CSCW 2017

The MechProcessor: Helping Novices Design Printable Mechanisms Across Different Printers

Fuge et al. JMD 2015

A Scalpel not a Sword: On the Role of Statistical Tests in Design Cognition

Fuge ASME IDETC 2015

Pattern Analysis of IDEO’s Human-Centered Design Methods in Developing Regions

Fuge and Agogino JMD 2015

Examining Design for Development Online: A Qualitative Analysis of OpenIDEO using HCD/UCD Metrics

Gordon et al. ASME IMECE 2014

How Online Design Communities Evolve Over Time: the Birth and Growth of OpenIDEO

Fuge and Agogino ASME IDETC 2014

User Research Methods for Development Engineering: A Study of Method Usage with IDEO's HCD Connect

Fuge and Agogino ASME IDETC 2014

Machine Learning Algorithms for Recommending Design Methods

Fuge et al. JMD 2014

Collaborative Design Informatics: Leveraging Data to Make Design Teams Better

Mark Fuge University of California, Berkeley 2014

Analysis of Collaborative Design Networks: A Case Study of OpenIDEO

Fuge et al. JCISE 2014

Automatically Inferring Metrics for Design Creativity

Fuge et al. ASME IDETC 2013

ImpactMap: Designing Sustainable Supply Chains by Incorporating Data Uncertainty

Fuge et al. Int. Sym. on Sustainable Systems and Tech. 2013

CreativeIT Tools for Assisting and Evaluating Creativity and Problem Framing in Early-Stage Human-Centered Design

Fuge and Agogino DCC 2012

Conceptual Design and Modification of Freeform Surfaces using Dual Shape Representations in Augmented Reality Environments

Fuge et al. Computer-Aided Design 2011

Engineering Sketch Recognition: Findings from Recent Bio-Inspired and Cognitive Studies at VDEL

Fu et al. CHI 2010

A Testing Method and Cognitive Model of Human Diagram Understanding for Automating Design Sketch Recognition

Mark Fuge and Burak Kara ASME IDETC 2009