Denglin Cheng
Master’s Student in Robotics @ Johns Hopkins University.
Robotics • Optimization • Control • Estimation
About Me
I am a Master’s student in Robotics (MSE) at Johns Hopkins University, advised by Prof. Jin-Seob Kim. Before that, I completed my bachelor’s degree in Mechanical Engineering at Zhejiang University.
During Summer of 2025, I was fortunate to work as a research assistant at the WELL Lab at the University of Wisconsin–Madison, with Prof. Xiaobin Xiong and Jiarong Kang on legged-robot state estimation and calibration.
Research Interests
- Contact and friction modeling, especially from complementarity/hybrid models to convex, differentiable, and smoothed relaxations;
- Numerical methods with emphasis on derivative information given nonsmooth contact, and constraint qualification, violation, and relaxation;
- Integrations of reasoning and learning method, especially dynamically consistent trajectories serve as priors or supervision for data-driven method.
news
| Feb 02, 2026 | Simultaneous Calibration of Noise Covariance and Kinematics for State Estimation of Legged Robots via Bi-level Optimization accepted to ICRA 2026. |
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| Jul 21, 2025 | Preliminary result of our work Covariance Calibration for State Estimation on Mobile Robots via Bi-level Optimization will be presented at TC Virtual Poster Session and Networking Event 2025. |