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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
Article Type: Research Papers
J. Mech. Des. April 2023, 145(4): 041411.
Paper No: MD-22-1527
DOI: 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

Evaluating Designer Learning and Performance in Interactive Deep Generative Design

Ashish M. Chaudhari, Daniel Selva
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. May 2023, 145(5): 051403.
Paper No: MD-22-1348
DOI: 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
Click here to open pdf in another window PDF for Evaluating Designer Learning and Performance in Interactive Deep Generative Design
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
Article Type: Research Papers
J. Mech. Des. April 2023, 145(4): 041407.
Paper No: MD-22-1446
DOI: 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
Click here to open pdf in another window PDF for DDE-GAN: Integrating a Data-Driven Design Evaluator Into Generative Adversarial Networks for Desirable and Diverse Concept Generation
Topics: Data-driven design, Design, Generative design, Generators
Journal Articles

Generative Design for Resilience of Interdependent Network Systems

Jiaxin Wu, Pingfeng Wang
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. March 2023, 145(3): 031705.
Paper No: MD-22-1352
DOI: 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
Article Type: Technical Briefs
J. Mech. Des. November 2022, 144(11): 114501.
Paper No: MD-21-1613
DOI: 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
Click here to open pdf in another window PDF for A Predictive and Generative Design Approach for Three-Dimensional Mesh Shapes Using Target-Embedding Variational Autoencoder
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
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021404.
Paper No: MD-21-1227
DOI: 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
Click here to open pdf in another window PDF for Design Strategy Network: A Deep Hierarchical Framework to Represent Generative Design Strategies in Complex Action Spaces
Topics: Design, Generative design, Space, Decision making, Trusses (Building)