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Learning Stability: Reflections on Physical Constraints in Dexterous Manipulation

1 minute read

Published:

Over the past few months, I’ve been exploring how physical constraints—like force closure and contact stability—can be introduced directly into the learning process for in-hand manipulation. While most recent progress in dexterous robotic skills has focused on end-to-end reinforcement learning using vision or tactile images, I found myself wondering: what if we teach policies to care about physical grasp stability?

portfolio

Unitree G1 Humanoid Motion Control Deployment

Published:

Developed and deployed high-/low-level motion control framework for Unitree G1 humanoid robot, enabling dual-arm Dex3 manipulation, whole-body motion policies, and real-time multi-policy ONNX deployment.

RDS 2025: Robotic Hand Control System

Published:

Designed tendon-based kinematics and control software for a multi-DOF robotic hand with SEA-based compliant actuation and real-time CAN communication.

publications

Pipe-finder: Adaptive, Lightweight Pipe Robot Integrating Origami Anisotropic Stiffness Structure

Published in 2023 IEEE International Conference on Robotics and Biomimetics (ROBIO), Koh Samui, Thailand, 2023

Developed an adaptive pipeline robot with Origami Anisotropic Stiffness Structure for enhanced flexibility and efficiency in navigation.

Recommended citation: Y. Chen, D. Yang, Z. Liu, B. Yang, and H. Wang. (2023). "Pipe-finder: Adaptive, Lightweight Pipe Robot Integrating Origami Anisotropic Stiffness Structure." 2023 IEEE International Conference on Robotics and Biomimetics (ROBIO), Koh Samui, Thailand. doi: 10.1109/ROBIO58561.2023.10354759.
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Explosive Legged Robotic Hopping: Energy Accumulation and Power Amplification via Pneumatic Augmentation

Published in 2024 IEEE International Conference on Intelligent Robots and Systems (IROS), Abu Dhabi, 2024

Designed a hybrid energy mechanism that stores kinetic energy as pneumatic energy to enhance jumping performance.

Recommended citation: Y. Chen, A. Gamboa-Gonzalez, M. Wehner, and X. Xiong. (2024). "Explosive Legged Robotic Hopping: Energy Accumulation and Power Amplification via Pneumatic Augmentation." 2024 IEEE International Conference on Intelligent Robots and Systems (IROS), Abu Dhabi. arXiv:2312.05773 [cs.RO].
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In-Hand Manipulation with Enforced Grasp Stability for Contact-Rich Tasks

Published in IEEE ICRA 2025 Workshop on Contact-Rich Manipulation (CRM), Atlanta, GA, 2025

Proposed reinforcement learning methods that integrate force-torque sensing and force-closure rewards to enhance in-hand grasp stability during dexterous manipulation.

Recommended citation: Y. Chen*, S. Lu*, H. Zhang, and K. Lynch. (2025). "In-Hand Manipulation with Enforced Grasp Stability for Contact-Rich Tasks." IEEE ICRA 2025 Workshop on Contact-Rich Manipulation (CRM), Atlanta, GA. [Online]. Available: https://openreview.net/forum?id=YK2YeuL2rU
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talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.