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Journal Articles

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

Available to Purchase
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 Articletitled, 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
Journal Articles

Characterizing Designs Via Isometric Embeddings: Applications to Airfoil Inverse Design

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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 Articletitled, 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

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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 Articletitled, How Diverse Initial Samples Help and Hurt Bayesian Optimizers
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Topics: Optimization, Design
Includes: Supplementary data
Journal Articles

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

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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 Articletitled, 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
Journal Articles

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

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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 Articletitled, 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

Free
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 Articletitled, Design Variety Measurement Using Sharma–Mittal Entropy
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Topics: Design, Entropy
Journal Articles

Forming Diverse Teams From Sequentially Arriving People

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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 Articletitled, 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

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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 Articletitled, Organizing Tagged Knowledge: Similarity Measures and Semantic Fluency in Structure Mining
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Topics: Design, Maintenance, Mining, Modeling, Probability, Trenching machinery
Journal Articles

Special Issue: Machine Learning for Engineering Design

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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 Articletitled, 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

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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 Articletitled, 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

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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 Articletitled, Interpreting Idea Maps: Pairwise Comparisons Reveal What Makes Ideas Novel
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Topics: Design, Errors
Journal Articles

Ranking Ideas for Diversity and Quality

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Faez Ahmed, Mark Fuge
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. January 2018, 140(1): 011101.
Paper No: MD-16-1826
https://doi.org/10.1115/1.4038070
Published Online: November 9, 2017
View Articletitled, Ranking Ideas for Diversity and Quality
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Topics: Algorithms, Design, Optimization, Tradeoffs, Pareto optimization
Includes: Supplementary data
Journal Articles

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

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Wei Chen, Mark Fuge
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. November 2017, 139(11): 111405.
Paper No: MD-17-1152
https://doi.org/10.1115/1.4037306
Published Online: October 2, 2017
View Articletitled, Beyond the Known: Detecting Novel Feasible Domains Over an Unbounded Design Space
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Topics: Design, Manifolds, Uncertainty
Journal Articles

Design Manifolds Capture the Intrinsic Complexity and Dimension of Design Spaces

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Wei Chen, Mark Fuge, Jonah Chazan
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. May 2017, 139(5): 051102.
Paper No: MD-16-1647
https://doi.org/10.1115/1.4036134
Published Online: March 23, 2017
View Articletitled, Design Manifolds Capture the Intrinsic Complexity and Dimension of Design Spaces
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Topics: Design, Dimensions, Manifolds, Shapes, Space
Includes: Supplementary data
Journal Articles

The MechProcessor: Helping Novices Design Printable Mechanisms Across Different Printers

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Mark Fuge, Greg Carmean, Jessica Cornelius, Ryan Elder
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. November 2015, 137(11): 111415.
Paper No: MD-15-1132
https://doi.org/10.1115/1.4031089
Published Online: October 12, 2015
View Articletitled, The MechProcessor: Helping Novices Design Printable Mechanisms Across Different Printers
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Topics: Design, Manufacturing, Machinery, Kinematics, Algorithms
Journal Articles

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

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Mark Fuge, Alice Agogino
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. July 2015, 137(7): 071405.
Paper No: MD-14-1571
https://doi.org/10.1115/1.4030047
Published Online: July 1, 2015
View Articletitled, Pattern Analysis of IDEO's Human-Centered Design Methods in Developing Regions
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Topics: Design, Design methodology, Preferences
Journal Articles

Machine Learning Algorithms for Recommending Design Methods

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Mark Fuge, Bud Peters, Alice Agogino
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. October 2014, 136(10): 101103.
Paper No: MD-14-1013
https://doi.org/10.1115/1.4028102
Published Online: August 18, 2014
View Articletitled, Machine Learning Algorithms for Recommending Design Methods
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Topics: Algorithms, Design methodology, Filtration, Design