Research


Data Augmentation of Engineering Drawings for Data-Driven Component Segmentation

Wentai Zhang, Quan Chen, Can Koz, Liuyue Xie, Amit Regmi, Soji Yamakawa, Tomotake Furuhata, Kenji Shimada, and Levent Burak Kara. ASME IDETC/CIE, 2022.

A Deep Reinforcement Learning Approach for Global Routing

Haiguang Liao, Wentai Zhang, Xuliang Dong, Barnabas Poczos, Kenji Shimada, Levent Burak Kara. ASME JMD, 2019.


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

Wentai Zhang, Zhangsihao Yang, Haoliang Jiang, Suyash Nigam, Soji Yamakawa, Tomotake Furuhata, Kenji Shimada, Levent Burak Kara. ASME IDETC/CIE, 2019.

Data-driven Upsampling of Point Clouds

Wentai Zhang, Haoliang Jiang*, Zhangsihao Yang*, Soji Yamakawa, Kenji Shimada, Levent Burak Kara. Computer-Aided Design, 2019.


High Degree of Freedom Hand Pose Tracking Using Limited Strain Sensing and Optical Training

Wentai Zhang, Jonelle Z. Yu, Fangcheng Zhu, Yifang Zhu, Zhangsihao Yang, Nurcan Gecer Ulu, Batuhan Arisoy, Levent Burak Kara. JCISE, 2018.

Machine learning enabled powder spreading process map for metal additive manufacturing (AM)

Wentai Zhang, Akash Mehta, Prathamesh S Desai, C. Fred Higgs III. The 28th Annual International Solid Freeform Fabrication Symposium, 2017.


Project


Multi-Pose to Body Translation
Members: Maneesh Bilalpur, Rawal Khirodkar, Wentai Zhang. Spring, 2021. Website
Instructors: Prof. Jun-Yan Zhu.

Robotic Arm Control Using Deep Reinforcement Learning with Gaussian Extrinsic Rewards
Members: Wentai Zhang, Bolun Dai, Zhangsihao Yang. Fall, 2018. PDF
Instructors: Prof. Katerina Fragkiadaki and Prof. Tom Mitchell.

TD-GAN for Chatbot Text Generation
Members: Yu Huang, Wentai Zhang, Yunwen Zhou. Fall, 2017. PDF
Instructor: Prof. Ruslan Salakhutdinov.

Image Understanding: Learning from Text
Members: Miao Liu, Wentai Zhang, Zeyu Peng. Fall, 2016. PDF
Instructors: Prof. Eric P. Xing and Prof. Matt Gormley.


* Equal contributions.