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Journal Articles

NURBS-OT: An Advanced Model for Generative Curve Modeling

Accepted Manuscript
Shaoliang Yang, Jun Wang, Kang Wang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-24-1312
https://doi.org/10.1115/1.4066549
Published Online: September 13, 2024
View Article titled, NURBS-OT: An Advanced Model for Generative Curve Modeling
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Topics: Modeling, B-splines, Generative adversarial networks, Airfoils, Computer-aided design, Computers, Data-driven design, Deep learning, Design automation, Generative design
Journal Articles

Toward Controllable Generative Design: A Conceptual Design Generation Approach Leveraging the Function–Behavior–Structure Ontology and Large Language Models

Liuqing Chen, Haoyu Zuo, Zebin Cai, Yuan Yin, Yuan Zhang, Lingyun Sun, Peter Childs, Boheng Wang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2024, 146(12): 121401.
Paper No: MD-24-1109
https://doi.org/10.1115/1.4065562
Published Online: July 5, 2024
View Article titled, Toward Controllable Generative Design: A Conceptual Design Generation Approach Leveraging the Function–Behavior–Structure Ontology and Large Language Models
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Topics: Conceptual design, Design, Large language models, Generative design
Includes: Supplementary data
Journal Articles

A Study on Generative Design Reasoning and Students' Divergent and Convergent Thinking

Alex Brown, Molly H. Goldstein, John Clay, H. Onan Demirel, Xingang Li, Zhenghui Sha
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2024, 146(3): 031405.
Paper No: MD-23-1370
https://doi.org/10.1115/1.4064564
Published Online: February 8, 2024
View Article titled, A Study on Generative Design Reasoning and Students' Divergent and Convergent Thinking
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Topics: Design, Generative design, Students
Journal Articles

Generative Design by Embedding Topology Optimization into Conditional Generative Adversarial Network

Zhichao Wang, Shreyes Melkote, David W. Rosen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. November 2023, 145(11): 111702.
Paper No: MD-23-1077
https://doi.org/10.1115/1.4062980
Published Online: August 16, 2023
View Article titled, Generative Design by Embedding Topology Optimization into Conditional Generative Adversarial Network
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Topics: Boundary-value problems, Design, Generative design, Optimization, Stress, Topology optimization, Wheels, Artificial neural networks
Journal Articles

Generative Design: Reframing the Role of the Designer in Early-Stage Design Process

Jana I. Saadi, Maria C. Yang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2023, 145(4): 041411.
Paper No: MD-22-1527
https://doi.org/10.1115/1.4056799
Published Online: February 20, 2023
View Article titled, Generative Design: Reframing the Role of the Designer in Early-Stage Design Process
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Topics: Design, Generative design
Journal Articles

DDE-GAN: Integrating a Data-Driven Design Evaluator Into Generative Adversarial Networks for Desirable and Diverse Concept Generation

Chenxi Yuan, Tucker Marion, Mohsen Moghaddam
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2023, 145(4): 041407.
Paper No: MD-22-1446
https://doi.org/10.1115/1.4056500
Published Online: January 10, 2023
View Article titled, DDE-GAN: Integrating a Data-Driven Design Evaluator Into Generative Adversarial Networks for Desirable and Diverse Concept Generation
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Topics: Data-driven design, Design, Generative design, Generators
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
Journal Articles

Generative Design for Resilience of Interdependent Network Systems

Jiaxin Wu, Pingfeng Wang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2023, 145(3): 031705.
Paper No: MD-22-1352
https://doi.org/10.1115/1.4056078
Published Online: November 17, 2022
View Article titled, Generative Design for Resilience of Interdependent Network Systems
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Topics: Design, Generative design, Resilience, Generators, Modeling
Journal Articles

A Predictive and Generative Design Approach for Three-Dimensional Mesh Shapes Using Target-Embedding Variational Autoencoder

Xingang Li, Charles Xie, Zhenghui Sha
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. November 2022, 144(11): 114501.
Paper No: MD-21-1613
https://doi.org/10.1115/1.4054906
Published Online: August 8, 2022
View Article titled, A Predictive and Generative Design Approach for Three-Dimensional Mesh Shapes Using Target-Embedding Variational Autoencoder
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Topics: Generative design, Shapes, Design
Includes: Supplementary data
Journal Articles

Design Strategy Network: A Deep Hierarchical Framework to Represent Generative Design Strategies in Complex Action Spaces

Ayush Raina, Jonathan Cagan, Christopher McComb
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021404.
Paper No: MD-21-1227
https://doi.org/10.1115/1.4052566
Published Online: October 11, 2021
View Article titled, Design Strategy Network: A Deep Hierarchical Framework to Represent Generative Design Strategies in Complex Action Spaces
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Topics: Design, Generative design, Space, Decision making, Trusses (Building)