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Proceedings Papers

Fewer Triplets Than You Think: Novelty Error Converges Faster Than Triplet Violations in Ordinal Embeddings

Matthew Keeler, Mark Fuge
Proc. ASME. IDETC-CIE2023, Volume 6: 35th International Conference on Design Theory and Methodology (DTM), V006T06A020, August 20–23, 2023
Publisher: American Society of Mechanical Engineers
Paper No: DETC2023-116696
https://doi.org/10.1115/DETC2023-116696
View Paper titled, Fewer Triplets Than You Think: Novelty Error Converges Faster Than Triplet Violations in Ordinal Embeddings
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Topics: Errors, Sampling methods, Uncertainty, Design, Space
Proceedings Papers

When Is it Actually Worth Learning Inverse Design?

Milad Habibi, Jun Wang, Mark Fuge
Proc. ASME. IDETC-CIE2023, Volume 3A: 49th Design Automation Conference (DAC), V03AT03A025, August 20–23, 2023
Publisher: American Society of Mechanical Engineers
Paper No: DETC2023-116678
https://doi.org/10.1115/DETC2023-116678
View Paper titled, When Is it Actually Worth Learning Inverse Design?
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Topics: Design, Topology optimization, Optimization, Artificial neural networks, Design methodology, Machine learning, Physics, Shapes
Journal Articles

Characterizing Designs Via Isometric Embeddings: Applications to Airfoil Inverse Design

Qiuyi Chen, Mark Fuge
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051702.
Paper No: MD-23-1475
https://doi.org/10.1115/1.4063363
Published Online: November 21, 2023
View Article titled, Characterizing Designs Via Isometric Embeddings: Applications to Airfoil Inverse Design
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Topics: Airfoils, Design, Shapes, Dimensions
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
Publisher: ASME
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

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
Publisher: American Society of Mechanical Engineers
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
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
Publisher: American Society of Mechanical Engineers
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
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
Publisher: ASME
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
Publisher: American Society of Mechanical Engineers
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
Publisher: ASME
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
Publisher: ASME
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
Publisher: American Society of Mechanical Engineers
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
Publisher: American Society of Mechanical Engineers
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
Publisher: ASME
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
Publisher: ASME
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
Publisher: American Society of Mechanical Engineers
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
Publisher: American Society of Mechanical Engineers
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
Publisher: ASME
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
Publisher: ASME
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
Publisher: ASME
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

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
Publisher: American Society of Mechanical Engineers
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