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Wei (Wayne) Chen
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Proceedings Papers

Hierarchical Deep Generative Models for Design Under Free-Form Geometric Uncertainty

Wei (Wayne) Chen, Doksoo Lee, Oluwaseyi Balogun, Wei Chen
Proc. ASME. IDETC-CIE2022, Volume 3B: 48th Design Automation Conference (DAC), V03BT03A042, August 14–17, 2022
Publisher: American Society of Mechanical Engineers
Paper No: DETC2022-89707
https://doi.org/10.1115/DETC2022-89707
View Paper titled, Hierarchical Deep Generative Models for Design Under Free-Form Geometric Uncertainty
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Topics: Design, Uncertainty, Manufacturing, Design under uncertainty, Optimization, Engineering design, Modeling, Reliability-based optimization, Shapes, Topology
Proceedings Papers

t-METASET: Task-Aware Generation of Metamaterial Datasets by Diversity-Based Active Learning

Doksoo Lee, Yu-Chin Chan, Wei (Wayne) Chen, Liwei Wang, Wei Chen
Proc. ASME. IDETC-CIE2022, Volume 3A: 48th Design Automation Conference (DAC), V03AT03A011, August 14–17, 2022
Publisher: American Society of Mechanical Engineers
Paper No: DETC2022-87653
https://doi.org/10.1115/DETC2022-87653
View Paper titled, t-METASET: Task-Aware Generation of Metamaterial Datasets by Diversity-Based Active Learning
Open the PDF for t-METASET: Task-Aware Generation of Metamaterial Datasets by Diversity-Based Active Learning in another window
Topics: Metamaterials, Design, Data acquisition, Shapes, Data-driven design, Architecture, Machine learning
Journal Articles

t-METASET: Task-Aware Acquisition of Metamaterial Datasets Through Diversity-Based Active Learning

Doksoo Lee, Yu-Chin Chan, Wei (Wayne) Chen, Liwei Wang, Anton van Beek, Wei Chen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2023, 145(3): 031704.
Paper No: MD-22-1359
https://doi.org/10.1115/1.4055925
Published Online: November 3, 2022
View Article titled, t-METASET: Task-Aware Acquisition of Metamaterial Datasets Through Diversity-Based Active Learning
Open the PDF for t-METASET: Task-Aware Acquisition of Metamaterial Datasets Through Diversity-Based Active Learning in another window
Topics: Design, Metamaterials, Shapes, Data acquisition, Surface roughness
Journal Articles

GAN-DUF: Hierarchical Deep Generative Models for Design Under Free-Form Geometric Uncertainty

Wei (Wayne) Chen, Doksoo Lee, Oluwaseyi Balogun, Wei Chen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2023, 145(1): 011703.
Paper No: MD-22-1256
https://doi.org/10.1115/1.4055898
Published Online: October 31, 2022
View Article titled, GAN-DUF: Hierarchical Deep Generative Models for Design Under Free-Form Geometric Uncertainty
Open the PDF for GAN-DUF: Hierarchical Deep Generative Models for Design Under Free-Form Geometric Uncertainty in another window
Topics: Design, Optimization, Uncertainty, Manufacturing
Journal Articles

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

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 Article titled, Inverse Design of Two-Dimensional Airfoils Using Conditional Generative Models and Surrogate Log-Likelihoods
Open the PDF for Inverse Design of Two-Dimensional Airfoils Using Conditional Generative Models and Surrogate Log-Likelihoods in another window
Topics: Airfoils, Design, Optimization
Includes: Supplementary data