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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
... mechanisms to ensure the generation of diverse samples. In addition, no GAN-based generative design model incorporates user sentiments in the loss function to generate samples with high desirability from the aggregate perspectives of users. Motivated by these knowledge gaps, this paper builds and validates...
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Topics: Data-driven design, Design, Generative design, Generators