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Proceedings Papers

Transfer Learning in Multi-Objective Generative Design of Metamaterials

Gabriel Apaza, Daniel Selva
Proc. ASME. IDETC-CIE2024, Volume 3A: 50th Design Automation Conference (DAC), V03AT03A006, August 25–28, 2024
Publisher: American Society of Mechanical Engineers
Paper No: DETC2024-142346
https://doi.org/10.1115/DETC2024-142346
View Paper titled, Transfer Learning in Multi-Objective Generative Design of Metamaterials
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Topics: Generative design, Metamaterials, Design, Stiffness, Genetic algorithms, Optimization, Physics, Reinforcement learning
Proceedings Papers

Understanding the Relation Between Designer Search Strategies and Designer Learning During Design Space Exploration

Hyeonik Song, Daniel Selva
Proc. ASME. IDETC-CIE2023, Volume 3B: 49th Design Automation Conference (DAC), V03BT03A059, August 20–23, 2023
Publisher: American Society of Mechanical Engineers
Paper No: DETC2023-116984
https://doi.org/10.1115/DETC2023-116984
View Paper titled, Understanding the Relation Between Designer Search Strategies and Designer Learning During Design Space Exploration
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Topics: Collaboration, Design
Proceedings Papers

Effect of Reflection and Incubation on Artificial-Intelligence-Assisted Design Space Exploration

Hyeonik Song, Antoni Viros-i-Martin, Daniel Selva
Proc. ASME. IDETC-CIE2023, Volume 6: 35th International Conference on Design Theory and Methodology (DTM), V006T06A033, August 20–23, 2023
Publisher: American Society of Mechanical Engineers
Paper No: DETC2023-116576
https://doi.org/10.1115/DETC2023-116576
View Paper titled, Effect of Reflection and Incubation on Artificial-Intelligence-Assisted Design Space Exploration
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Topics: Collaboration, Design, Reflection
Journal Articles

Identifying and Leveraging Promising Design Heuristics for Multi-Objective Combinatorial Design Optimization

Roshan Suresh Kumar, Srikar Srivatsa, Emilie Baker, Meredith Silberstein, Daniel Selva
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2023, 145(12): 121702.
Paper No: MD-23-1014
https://doi.org/10.1115/1.4063238
Published Online: September 11, 2023
View Article titled, Identifying and Leveraging Promising Design Heuristics for Multi-Objective Combinatorial Design Optimization
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Topics: Design, Maintenance, Optimization, Stiffness
Includes: Supplementary data
Journal Articles

Evaluating Designer Learning and Performance in Interactive Deep Generative Design

Ashish M. Chaudhari, Daniel Selva
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2023, 145(5): 051403.
Paper No: MD-22-1348
https://doi.org/10.1115/1.4056374
Published Online: January 10, 2023
View Article titled, Evaluating Designer Learning and Performance in Interactive Deep Generative Design
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Topics: Design, Generative design
Proceedings Papers

Improving Designer Learning in Design Space Exploration by Adapting to the Designer’s Learning Goals

Antoni Virós-i-Martin, Daniel Selva
Proc. ASME. IDETC-CIE2022, Volume 3B: 48th Design Automation Conference (DAC), V03BT03A019, August 14–17, 2022
Publisher: American Society of Mechanical Engineers
Paper No: DETC2022-89207
https://doi.org/10.1115/DETC2022-89207
View Paper titled, Improving Designer Learning in Design Space Exploration by Adapting to the Designer’s Learning Goals
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Topics: Design, Satellites, Design methodology, Engineers, Students, Testing, Tradeoffs
Proceedings Papers

Patent Mining to Understand Functional Evolution of Engineered Products

Hyeonik Song, Daniel Selva, Daniel A. McAdams
Proc. ASME. IDETC-CIE2022, Volume 3A: 48th Design Automation Conference (DAC), V03AT03A035, August 14–17, 2022
Publisher: American Society of Mechanical Engineers
Paper No: DETC2022-89405
https://doi.org/10.1115/DETC2022-89405
View Paper titled, Patent Mining to Understand Functional Evolution of Engineered Products
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Topics: Mining, Patents, Product development
Proceedings Papers

Evaluating Designer Learning and Performance in Interactive Deep Generative Design

Ashish M. Chaudhari, Daniel Selva
Proc. ASME. IDETC-CIE2022, Volume 3B: 48th Design Automation Conference (DAC), V03BT03A020, August 14–17, 2022
Publisher: American Society of Mechanical Engineers
Paper No: DETC2022-90477
https://doi.org/10.1115/DETC2022-90477
View Paper titled, Evaluating Designer Learning and Performance in Interactive Deep Generative Design
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Topics: Collaboration, Design, Generative design, Machinery, Metamaterials, Semantics, Stress
Journal Articles

Special Issue: Artificial Intelligence and Engineering Design

James T. Allison, Michel-Alexandre Cardin, Chris McComb, Max Yi Ren, Daniel Selva, Conrad Tucker, Paul Witherell, Yaoyao Fiona Zhao
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Guest Editorial
J. Mech. Des. February 2022, 144(2): 020301.
Paper No: MD-21-1686
https://doi.org/10.1115/1.4053111
Published Online: January 11, 2022
View Article titled, Special Issue: Artificial Intelligence and Engineering Design
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Topics: Design, Engineering design, Artificial intelligence
Proceedings Papers

Supporting Designer Learning and Performance in Design Space Exploration: A Goal-Setting Approach

Ashish M. Chaudhari, Roshan Suresh Kumar, Daniel Selva
Proc. ASME. IDETC-CIE2021, Volume 6: 33rd International Conference on Design Theory and Methodology (DTM), V006T06A058, August 17–19, 2021
Publisher: American Society of Mechanical Engineers
Paper No: DETC2021-71257
https://doi.org/10.1115/DETC2021-71257
View Paper titled, Supporting Designer Learning and Performance in Design Space Exploration: A Goal-Setting Approach
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Topics: Design, Performance, Complex systems, Metamaterials, Tradeoffs
Proceedings Papers

A Framework to Study Human-AI Collaborative Design Space Exploration

Antoni Viros-i-Martin, Daniel Selva
Proc. ASME. IDETC-CIE2021, Volume 6: 33rd International Conference on Design Theory and Methodology (DTM), V006T06A052, August 17–19, 2021
Publisher: American Society of Mechanical Engineers
Paper No: DETC2021-67619
https://doi.org/10.1115/DETC2021-67619
View Paper titled, A Framework to Study Human-AI Collaborative Design Space Exploration
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Topics: Design, Blocks (Building materials), Complex systems, Computers, Innovation, Lenses (Optics), Machinery, Risk
Proceedings Papers

Automatic Composition of Encoding Scheme and Search Operators in System Architecture Optimization

Gabriel Apaza, Daniel Selva
Proc. ASME. IDETC-CIE2021, Volume 2: 41st Computers and Information in Engineering Conference (CIE), V002T02A071, August 17–19, 2021
Publisher: American Society of Mechanical Engineers
Paper No: DETC2021-71399
https://doi.org/10.1115/DETC2021-71399
View Paper titled, Automatic Composition of Encoding Scheme and Search Operators in System Architecture Optimization
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Topics: Encryption, Optimization, System architecture, Algorithms, Control systems, Design, Navigation, Performance, Satellites
Proceedings Papers

Leveraging Design Heuristics for Multi-Objective Metamaterial Design Optimization

Roshan Suresh Kumar, Srikar Srivatsa, Meredith Silberstein, Daniel Selva
Proc. ASME. IDETC-CIE2021, Volume 3B: 47th Design Automation Conference (DAC), V03BT03A032, August 17–19, 2021
Publisher: American Society of Mechanical Engineers
Paper No: DETC2021-71226
https://doi.org/10.1115/DETC2021-71226
View Paper titled, Leveraging Design Heuristics for Multi-Objective Metamaterial Design Optimization
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Topics: Design, Metamaterials, Optimization, Pareto optimization, Complex systems, Engineers
Proceedings Papers

Measuring Human Learning in Design Space Exploration to Assess Effectiveness of Knowledge Discovery Tools

Hyunseung Bang, Daniel Selva
Proc. ASME. IDETC-CIE2020, Volume 8: 32nd International Conference on Design Theory and Methodology (DTM), V008T08A017, August 17–19, 2020
Publisher: American Society of Mechanical Engineers
Paper No: DETC2020-22633
https://doi.org/10.1115/DETC2020-22633
View Paper titled, Measuring Human Learning in Design Space Exploration to Assess Effectiveness of Knowledge Discovery Tools
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Topics: Design, Education
Proceedings Papers

Leveraging Logged Intermediate Design Attributes for Improved Knowledge Discovery in Engineering Design

Hyunseung Bang, Daniel Selva
Proc. ASME. IDETC-CIE2017, Volume 2A: 43rd Design Automation Conference, V02AT03A014, August 6–9, 2017
Publisher: American Society of Mechanical Engineers
Paper No: DETC2017-67835
https://doi.org/10.1115/DETC2017-67835
View Paper titled, Leveraging Logged Intermediate Design Attributes for Improved Knowledge Discovery in Engineering Design
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Topics: Design, Engineering design, Algorithms, Data mining, Databases, Optimization algorithms, Satellites, Space
Proceedings Papers

iFEED: Interactive Feature Extraction for Engineering Design

Hyunseung Bang, Daniel Selva
Proc. ASME. IDETC-CIE2016, Volume 7: 28th International Conference on Design Theory and Methodology, V007T06A037, August 21–24, 2016
Publisher: American Society of Mechanical Engineers
Paper No: DETC2016-60077
https://doi.org/10.1115/DETC2016-60077
View Paper titled, iFEED: Interactive Feature Extraction for Engineering Design
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Topics: Algorithms, Data mining, Design, Dynamics (Mechanics), Engineering design, Engineering systems and industry applications, Feature extraction, Tradeoffs, Visualization
Proceedings Papers

A Hyperheuristic Approach to Leveraging Domain Knowledge in Multi-Objective Evolutionary Algorithms

Nozomi Hitomi, Daniel Selva
Proc. ASME. IDETC-CIE2016, Volume 2B: 42nd Design Automation Conference, V02BT03A030, August 21–24, 2016
Publisher: American Society of Mechanical Engineers
Paper No: DETC2016-59870
https://doi.org/10.1115/DETC2016-59870
View Paper titled, A Hyperheuristic Approach to Leveraging Domain Knowledge in Multi-Objective Evolutionary Algorithms
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Topics: Evolutionary algorithms, Design, Algorithms, Optimization, Satellites
Journal Articles

Cityplot: Visualization of High-Dimensional Design Spaces With Multiple Criteria

Nathan Knerr, Daniel Selva
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. September 2016, 138(9): 091403.
Paper No: MD-15-1578
https://doi.org/10.1115/1.4033987
Published Online: July 21, 2016
View Article titled, Cityplot: Visualization of High-Dimensional Design Spaces With Multiple Criteria
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Topics: Design, Visualization
Proceedings Papers

The Effect of Credit Definition and Aggregation Strategies on Multi-Objective Hyper-Heuristics

Nozomi Hitomi, Daniel Selva
Proc. ASME. IDETC-CIE2015, Volume 2B: 41st Design Automation Conference, V02BT03A030, August 2–5, 2015
Publisher: American Society of Mechanical Engineers
Paper No: DETC2015-47445
https://doi.org/10.1115/DETC2015-47445
View Paper titled, The Effect of Credit Definition and Aggregation Strategies on Multi-Objective Hyper-Heuristics
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Topics: Algorithms, Climate, Design, Optimization, Pareto optimization, Probability, Satellites