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StressGAN: A Generative Deep Learning Model for 2D Stress Distribution Prediction


May 30, 2020
Haoliang Jiang, Zhenguo Nie, Roselyn Yeo, Amir Barati Farimani, Levent Burak Kara


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TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain


Mar 11, 2020
Zhenguo Nie, Tong Lin, Haoliang Jiang, Levent Burak Kara

* 18 pages, 16 figures 

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3D Shape Synthesis for Conceptual Design and Optimization Using Variational Autoencoders


Apr 16, 2019
Wentai Zhang, Zhangsihao Yang, Haoliang Jiang, Suyash Nigam, Soji Yamakawa, Tomotake Furuhata, Kenji Shimada, Levent Burak Kara

* Preprint accepted by ASME IDETC/CIE 2019 

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Deep Learning for Stress Field Prediction Using Convolutional Neural Networks


Aug 27, 2018
Zhenguo Nie, Haoliang Jiang, Levent Burak Kara


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3D Conceptual Design Using Deep Learning


Aug 05, 2018
Zhangsihao Yang, Haoliang Jiang, Zou Lan


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Data-driven Upsampling of Point Clouds


Jul 08, 2018
Wentai Zhang, Haoliang Jiang, Zhangsihao Yang, Soji Yamakawa, Kenji Shimada, Levent Burak Kara

* Preprint submitted to CAD 

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