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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
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Topics: Generative design, Shapes, Design
Includes: Supplementary data
Proceedings Papers

Design Embedding: Representation Learning of Design Thinking to Cluster Design Behaviors

Molla Hafizur Rahman, Charles Xie, Zhenghui Sha
Proc. ASME. IDETC-CIE2021, Volume 6: 33rd International Conference on Design Theory and Methodology (DTM), V006T06A051, August 17–19, 2021
Paper No: DETC2021-72406
DOI: https://doi.org/10.1115/DETC2021-72406
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Topics: Design
Journal Articles

Predicting Sequential Design Decisions Using the Function-Behavior-Structure Design Process Model and Recurrent Neural Networks

Molla Hafizur Rahman, Charles Xie, Zhenghui Sha
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. August 2021, 143(8): 081706.
Paper No: MD-20-1466
DOI: https://doi.org/10.1115/1.4049971
Published Online: March 18, 2021
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Topics: Design
Proceedings Papers

A Deep Learning Based Approach to Predict Sequential Design Decisions

Molla Hafizur Rahman, Charles Xie, Zhenghui Sha
Proc. ASME. IDETC-CIE2019, Volume 1: 39th Computers and Information in Engineering Conference, V001T02A029, August 18–21, 2019
Paper No: DETC2019-97625
DOI: https://doi.org/10.1115/DETC2019-97625
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Topics: Decision making, Design, Algorithms, Chain, Artificial neural networks, Computer-aided design, Engineering design processes, Modeling, Solar energy systems
Journal Articles

A Computer-Aided Design Based Research Platform for Design Thinking Studies

Molla Hafizur Rahman, Corey Schimpf, Charles Xie, Zhenghui Sha
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. December 2019, 141(12): 121102.
Paper No: MD-19-1141
DOI: https://doi.org/10.1115/1.4044395
Published Online: October 1, 2019
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Topics: Design
Proceedings Papers

Automatic Clustering of Sequential Design Behaviors

Molla Hafizur Rahman, Michael Gashler, Charles Xie, Zhenghui Sha
Proc. ASME. IDETC-CIE2018, Volume 1B: 38th Computers and Information in Engineering Conference, V01BT02A041, August 26–29, 2018
Paper No: DETC2018-86300
DOI: https://doi.org/10.1115/DETC2018-86300
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Topics: Design, Decision making, Computer-aided design, Algorithms, Chain, Computer software, Solar energy systems