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Journal Articles

Characterizing Designs via Isometric Embeddings: Applications to Airfoil Inverse Design

Accepted Manuscript
Qiuyi Chen, Mark Fuge
Journal: Journal of Mechanical Design
Article Type: Research Papers
Publisher: ASME
J. Mech. Des.
Paper No: MD-23-1475
https://doi.org/10.1115/1.4063363
Published Online: September 7, 2023
View Article titled, Characterizing Designs via Isometric Embeddings: Applications to Airfoil Inverse Design
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Topics: Airfoils, Design
Journal Articles

How Diverse Initial Samples Help and Hurt Bayesian Optimizers

Eesh Kamrah, Seyede Fatemeh Ghoreishi, Zijian “Jason” Ding, Joel Chan, Mark Fuge
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. November 2023, 145(11): 111703.
Paper No: MD-22-1550
https://doi.org/10.1115/1.4063006
Published Online: August 29, 2023
View Article titled, How Diverse Initial Samples Help and Hurt Bayesian Optimizers
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Topics: Optimization, Design
Includes: Supplementary data
Proceedings Papers

Mean Squared Error May Lead You Astray When Optimizing Your Inverse Design Methods

Shai Bernard, Jun Wang, Mark Fuge
Proc. ASME. IDETC-CIE2022, Volume 3A: 48th Design Automation Conference (DAC), V03AT03A004, August 14–17, 2022
Paper No: DETC2022-90065
https://doi.org/10.1115/DETC2022-90065
View Paper titled, Mean Squared Error May Lead You Astray When Optimizing Your Inverse Design Methods
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Topics: Design methodology, Errors, Optimization, Topology, Algorithms, Design, Geometry, Heat sinks, Machinery, Sensitivity analysis
Proceedings Papers

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

Alec Van Slooten, Mark Fuge
Proc. ASME. IDETC-CIE2022, Volume 3A: 48th Design Automation Conference (DAC), V03AT03A005, August 14–17, 2022
Paper No: DETC2022-90068
https://doi.org/10.1115/DETC2022-90068
View Paper titled, Effect of Optimal Geometries and Performance Parameters on Airfoil Latent Space Dimension
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Topics: Airfoils, Dimensions, Manifolds, Geometry, Space, Databases, Errors, Optimization, Principal component analysis, Testing
Journal Articles

Inverse Design of Two-Dimensional Airfoils Using Conditional Generative Models and Surrogate Log-Likelihoods

Qiuyi Chen, Jun Wang, Phillip Pope, Wei (Wayne) Chen, Mark Fuge
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021712.
Paper No: MD-21-1228
https://doi.org/10.1115/1.4052846
Published Online: December 6, 2021
View Article titled, Inverse Design of Two-Dimensional Airfoils Using Conditional Generative Models and Surrogate Log-Likelihoods
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Topics: Airfoils, Design, Optimization
Includes: Supplementary data
Proceedings Papers

Potential Energy Surfaces for Conceptual Design and Analysis of Mechanical Systems

Charles A. Manion, Mark Fuge
Proc. ASME. IDETC-CIE2021, Volume 3A: 47th Design Automation Conference (DAC), V03AT03A006, August 17–19, 2021
Paper No: DETC2021-70921
https://doi.org/10.1115/DETC2021-70921
View Paper titled, Potential Energy Surfaces for Conceptual Design and Analysis of Mechanical Systems
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Topics: Conceptual design, Potential energy, Kinematics, Modeling, Simulation, Space, Clocks, Design, Dynamics (Mechanics), Lenses (Optics)
Journal Articles

How Should We Measure Creativity in Engineering Design? A Comparison Between Social Science and Engineering Approaches

Scarlett R. Miller, Samuel T. Hunter, Elizabeth Starkey, Sharath Ramachandran, Faez Ahmed, Mark Fuge
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. March 2021, 143(3): 031404.
Paper No: MD-20-1412
https://doi.org/10.1115/1.4049061
Published Online: January 27, 2021
View Article titled, How Should We Measure Creativity in Engineering Design? A Comparison Between Social Science and Engineering Approaches
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Topics: Creativity, Design, Engineering design
Journal Articles

Design Variety Measurement Using Sharma–Mittal Entropy

Faez Ahmed, Sharath Kumar Ramachandran, Mark Fuge, Sam Hunter, Scarlett Miller
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. June 2021, 143(6): 061702.
Paper No: MD-20-1087
https://doi.org/10.1115/1.4048743
Published Online: November 18, 2020
View Article titled, Design Variety Measurement Using Sharma–Mittal Entropy
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Topics: Design, Entropy
Proceedings Papers

Learning to Abstract and Compose Mechanical Device Function and Behavior

Jun Wang, Kevin Chiu, Mark Fuge
Proc. ASME. IDETC-CIE2020, Volume 11A: 46th Design Automation Conference (DAC), V11AT11A009, August 17–19, 2020
Paper No: DETC2020-22714
https://doi.org/10.1115/DETC2020-22714
View Paper titled, Learning to Abstract and Compose Mechanical Device Function and Behavior
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Topics: Artificial neural networks, Flow (Dynamics), Fluid dynamics, Fluids, Navier-Stokes equations, Physics
Proceedings Papers

How Should We Measure Creativity in Design Studies? A Comparison of Social Science and Engineering Approaches

Scarlett R. Miller, Samuel T. Hunter, Elizabeth Starkey, Sharath Ramachandran, Faez Ahmed, Mark Fuge
Proc. ASME. IDETC-CIE2020, Volume 8: 32nd International Conference on Design Theory and Methodology (DTM), V008T08A007, August 17–19, 2020
Paper No: DETC2020-22446
https://doi.org/10.1115/DETC2020-22446
View Paper titled, How Should We Measure Creativity in Design Studies? A Comparison of Social Science and Engineering Approaches
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Topics: Creativity, Design
Journal Articles

Forming Diverse Teams From Sequentially Arriving People

Faez Ahmed, John Dickerson, Mark Fuge
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. November 2020, 142(11): 111401.
Paper No: MD-19-1496
https://doi.org/10.1115/1.4046998
Published Online: May 22, 2020
View Article titled, Forming Diverse Teams From Sequentially Arriving People
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Topics: Teams, Algorithms
Includes: Supplementary data
Journal Articles

Organizing Tagged Knowledge: Similarity Measures and Semantic Fluency in Structure Mining

Thurston Sexton, Mark Fuge
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. March 2020, 142(3): 031111.
Paper No: MD-19-1432
https://doi.org/10.1115/1.4045686
Published Online: January 13, 2020
View Article titled, Organizing Tagged Knowledge: Similarity Measures and Semantic Fluency in Structure Mining
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Topics: Design, Maintenance, Mining, Modeling, Probability, Trenching machinery
Proceedings Papers

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

Thurston Sexton, Mark Fuge
Proc. ASME. IDETC-CIE2019, Volume 2A: 45th Design Automation Conference, V02AT03A051, August 18–21, 2019
Paper No: DETC2019-98429
https://doi.org/10.1115/DETC2019-98429
View Paper titled, Using Semantic Fluency Models Improves Network Reconstruction Accuracy of Tacit Engineering Knowledge
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Topics: Complex systems, Engineers, Maintenance, Modeling, Pressure
Proceedings Papers

Measuring and Optimizing Design Variety Using Herfindahl Index

Faez Ahmed, Sharath Kumar Ramachandran, Mark Fuge, Sam Hunter, Scarlett Miller
Proc. ASME. IDETC-CIE2019, Volume 7: 31st International Conference on Design Theory and Methodology, V007T06A007, August 18–21, 2019
Paper No: DETC2019-97778
https://doi.org/10.1115/DETC2019-97778
View Paper titled, Measuring and Optimizing Design Variety Using Herfindahl Index
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Topics: Design
Journal Articles

Special Issue: Machine Learning for Engineering Design

Jitesh H. Panchal, Mark Fuge, Ying Liu, Samy Missoum, Conrad Tucker
Journal: Journal of Mechanical Design
Article Type: Guest Editorial
J. Mech. Des. November 2019, 141(11): 110301.
Paper No: MD-19-1579
https://doi.org/10.1115/1.4044690
Published Online: October 18, 2019
View Article titled, Special Issue: Machine Learning for Engineering Design
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Topics: Design, Engineering design, Machine learning, Optimization
Journal Articles

Synthesizing Designs With Interpart Dependencies Using Hierarchical Generative Adversarial Networks

Wei Chen, Mark Fuge
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. November 2019, 141(11): 111403.
Paper No: MD-19-1124
https://doi.org/10.1115/1.4044076
Published Online: September 16, 2019
View Article titled, Synthesizing Designs With Interpart Dependencies Using Hierarchical Generative Adversarial Networks
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Topics: Design, Generators, Shapes, Geometry
Includes: Supplementary data
Journal Articles

Interpreting Idea Maps: Pairwise Comparisons Reveal What Makes Ideas Novel

Faez Ahmed, Sharath Kumar Ramachandran, Mark Fuge, Samuel Hunter, Scarlett Miller
Journal: Journal of Mechanical Design
Article Type: Research-Article
J. Mech. Des. February 2019, 141(2): 021102.
Paper No: MD-18-1514
https://doi.org/10.1115/1.4041856
Published Online: December 20, 2018
View Article titled, Interpreting Idea Maps: Pairwise Comparisons Reveal What Makes Ideas Novel
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Topics: Design, Errors
Proceedings Papers

Synthesizing Designs With Inter-Part Dependencies Using Hierarchical Generative Adversarial Networks

Wei Chen, Ashwin Jeyaseelan, Mark Fuge
Proc. ASME. IDETC-CIE2018, Volume 2A: 44th Design Automation Conference, V02AT03A007, August 26–29, 2018
Paper No: DETC2018-85339
https://doi.org/10.1115/DETC2018-85339
View Paper titled, Synthesizing Designs With Inter-Part Dependencies Using Hierarchical Generative Adversarial Networks
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Topics: Design, Geometry, Shapes, Trains
Proceedings Papers

Unpacking Subjective Creativity Ratings: Using Embeddings to Explain and Measure Idea Novelty

Faez Ahmed, Mark Fuge, Sam Hunter, Scarlett Miller
Proc. ASME. IDETC-CIE2018, Volume 7: 30th International Conference on Design Theory and Methodology, V007T06A003, August 26–29, 2018
Paper No: DETC2018-85470
https://doi.org/10.1115/DETC2018-85470
View Paper titled, Unpacking Subjective Creativity Ratings: Using Embeddings to Explain and Measure Idea Novelty
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Topics: Computational methods, Creativity, Design
Proceedings Papers

Symbols for Computer Aided Design Software Operations: Selection and Effect on User Retention

Mark Hubbert, David Alcantara, Ji Min Chang, Brian Choi, Caroline Massey, Patrick Musselman, Timothy Morrill, Andrew Wang, Mark Fuge
Proc. ASME. IDETC-CIE2018, Volume 3: 20th International Conference on Advanced Vehicle Technologies; 15th International Conference on Design Education, V003T04A017, August 26–29, 2018
Paper No: DETC2018-85959
https://doi.org/10.1115/DETC2018-85959
View Paper titled, Symbols for Computer Aided Design Software Operations: Selection and Effect on User Retention
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Topics: Computer software, Computer-aided design, Statistical analysis