Research Interests
관심 연구 분야
- VLA
- Reinforcement Learning
- 3D Computer Vision
- Imitation Learning
- Diffusion Policies
- Multimodal
Portfolio
성과, 수상이력, 프로젝트
[Research Interests]
- Bioinspired robots, dexterous manipulation, tactile sensing, robot learning
- Deep reinforcement learning for control
[Education]
- UCLA Ph.D. in Mechanical Engineering, Robotics, Systems & Control (starting Fall 2026)
- Waldron Robotics Fellowship, full funding with stipend for two years
- Yonsei University B.E. in Mechanical Engineering and Computer Science, Summa Cum Laude
[Selected Research]
- Biorobotics Lab, Seoul National University: designed a compact Dual-Transmission Actuator for tendon-driven systems
- Achieved nearly 10x increase in maximum grasp force while preserving grasp speed in prosthetic-finger experiments
- Human Centered AI Robotics Lab, Yonsei University: modeled and evaluated the Jump Enhancing Textile-Suit through system identification and human-subject studies
[Publications & Working Papers]
- A Soft Wearable Robot for Vertical Jump Enhancement via a Pneumatic Energy-Storing Propulsion Actuator and Triarticular Kinetic-Chained Structure (Advanced Intelligent Systems, 2026)
- A Multi-Power Source Dual-Transmission Actuator for Tendon-Driven Systems (working paper)
- SOLO: State Estimation with Only Leg Observation for IMU-Free Bipedal Locomotion (working paper)
- Zero-shot Fine Tuning SmolVLA using Reinforcement Learning-based Rollout and Sim2Real on SO101 (submitted workshop manuscript)
[Projects & Awards]
- YAICON: Sim2Real transfer for bipedal locomotion on a 12-DoF Dynamixel-actuated robot
- Dr. CHA: autonomous wheelchair wheel-cleaning robot with vision-guided positioning and app interface
- Kwanjeong Educational Foundation Overseas Scholarship
- Creative Coursework Achievement Award, Yonsei University College of Engineering