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Proceedings Papers

Inverse Design With Conditional Cascaded Diffusion Models

Milad Habibi, Mark Fuge
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A020, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-143607
https://doi.org/10.1115/DETC2024-143607
View Paper titled, Inverse Design With Conditional Cascaded Diffusion Models
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Topics: Design, Diffusion (Physics), Resolution (Optics), Errors, Generative adversarial networks, Machine learning, Pipelines, Trains
Proceedings Papers

To Quantize or Not to Quantize: Effects on Generative Models for 2D Heat Sink Design

Arthur Drake, Jun Wang, Qiuyi Chen, Ardalan Nejat, James Guest, Mark Fuge
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A017, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-142052
https://doi.org/10.1115/DETC2024-142052
View Paper titled, To Quantize or Not to Quantize: Effects on Generative Models for 2D Heat Sink Design
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Topics: Design, Heat sinks, Compression, Topology, Topology optimization, Boundary-value problems, Collapse, Engineering design, Engineering simulation, Engineering systems and industry applications
Proceedings Papers

A Picture or a Thousand Words: Design Description Crafting to Replicate Human Similarity Judgments in Large Language Models

Matthew Keeler, Mark Fuge, Aoran Peng, Scarlett Miller
Proc. ASME. IDETC-CIE2024, Volume 6: 36th International Conference on Design Theory and Methodology (DTM), V006T06A012, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-143634
https://doi.org/10.1115/DETC2024-143634
View Paper titled, A Picture or a Thousand Words: Design Description Crafting to Replicate Human Similarity Judgments in Large Language Models
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Topics: Design, Large language models, Crowdsourcing, Engineering design, Modeling
Journal Articles

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

Milad Habibi, Shai Bernard, Jun Wang, Mark Fuge
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2025, 147(2): 021701.
Paper No: MD-23-1702
https://doi.org/10.1115/1.4066102
Published Online: August 28, 2024
View Article titled, Mean Squared Error May Lead You Astray When Optimizing Your Inverse Design Methods
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Topics: Design, Heat conduction, Optimization, Topology optimization, Cantilever beams, Errors, Trajectories (Physics)
Includes: Supplementary data
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
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
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

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
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
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