Wei-Cheng Huang (黃韋程)

This is Wei-Cheng (Rory) Huang. I am currently a Ph.D. Student in Computer Science working on Robotics at the University of Illinois Urbana-Champaign. I am interested in robotic manipulation, especially in scenarios where robots need to frequently interact with the surrounding environment, utilizing contact interactions to achieve diverse manipulation skiils. Therefore, I hope to leverage tools and techniques in physics models, numerical optimization and machine learning to develop principle-based approaches, for perception and planning under hybrid and multi-modal contact dynamics. I am currently working in the Intelligent Motion Lab (IML) and advised by Professor Kris Hauser.

Before joining UIUC, I obtained my Master of Science in Engineering degree in Robotics from the General Robotics, Automation, Sensing and Perception (GRASP) Laboratory, at the University of Pennsylvania. I was fortunate to be a member of Dynamic Autonomy and Intelligent Robotics (DAIR) Lab and advised by Professor Michael Posa. I conducted research project focusing on physics-based hybrid residual learning, and real-time adaptive contact-implicit model predictive control for robotic manipulation.

More Bio Info I obtained my Bachelor of Engineering degree in Mechanical Engineering from the Honorary Pilot Class in Shanghai Jiao Tong University, where I worked on design and control of soft exoskeletons in Soft Robotics and Biodesign (SRB) Lab with Professor Guoying Gu.

                       


Research Projects and Publications

Simulation-Ready Cluttered Scene Estimation via Physics-Aware Joint Shape and Pose Optimization
Wei-Cheng Huang, Jiaheng Han, Xiaohan Ye, Zherong Pan and Kris Hauser
In submission, under review
More demos
Simulation-ready Physics-Aware Reconstruction for Cluttered Scenes (SPARCS):
Correcting physics-violated visual-only estimation via Joint Shape and Pose Optimization.


Adaptive Contact-Implicit Model Predictive Control with Online Residual Learning
Wei-Cheng Huang*, Alp Aydinoglu*, Wanxin Jin, and Michael Posa
In IEEE International Conference on Robotics and Automation (ICRA), 2024
More demos
Rolling irregular shaped lime
with rough sphere model
Adaptation enable robustness
under unpredictable motion
Online learning and fixing inaccurate model with few push trials


Consensus Complementarity Control for Multi-Contact MPC
Alp Aydinoglu, Adam Wei, Wei-Cheng Huang, and Michael Posa
IEEE Transactions on Robotics (T-RO), 2024
2024 Best Paper Award, from IEEE RAS TC on Model-Based Optimization for Robotics
More demos
Stabilizing cartpole with soft wall Rolling three balls in real time Pivoting 2D cube with finger gaiting Lifting a pen with finger gaiting


Low-Resistance, High-Force, and Large-ROM Fabric-Based Soft Elbow Exosuits with Adaptive Mechanism and Composite Bellows
Wei-Cheng Huang*, Miao Feng*, Dezhi Yang and Guoying Gu
Science China Technological Sciences 66.1 (2023): 24-32