I am an undergraduate student in the Department of IT Convergence Engineering at POSTECH in South Korea.
I’m interested in making robot motion agile and natural.
I believe that, for robots to maintain continuous and agile movement even in complex situations,
there is no reason not to leverage information such as the robot’s dynamic model.
By appropriately combining model-based and learning-based methods, I aim to create fast yet safe robot motions.
Build and control non-linear dynamics governed flying squirrel inspired quadrotor using reinforcement learning.
Projects
Reachability-Aware MPPI for aggressive maneuvers
08.2025-Current
• Environment estimation from the sample history of MPPI.
• Obtain the reachable set using an empirical gramian based method.
Development of highly maneuverable Flying Squirrel Drone
06.2022-06.2025
video
• Implement integral backstepping based Lyapunov stable controller for drone.
• Implement adaptive Kalman filters for state estimation under aggressive maneuvers.
• Collect data using Mocap and GNSS for training neural net dynamics model.
• Implement simulation for full SE(3) dynamics model using MATLAB using ode45 integrator.
Skills : Linkage system design, 3D CAD, Hardware design, GNSS, Mocap, Learning from demonstration
Sloshing control with Physics-Informed RNN by 6-axis manipulator
08.2023 - 02.2024
Related achievement: 1st place, 2023 Undergraduate Group Research Program, POSTECH
video
• Development of 6-axis manipulator hardware and stabilization of low-level control system.
• Proposal and Implementation of a Physics-Informed RNN for water state observer.
• Implement LQR controller and velocity motion planning of manipulator for water sloshing control.
Skills : 3D CAD, 3D printing, Physics-Informed Learning, ROS2
Whole-body control of quadrupedal robot with arm by off-policy RL
06.2023-08.2023
video
• implement off-policy (SAC) and on-policy (PPO) RL to a Legged-manipulator robot in the Isaac Gym.
• Designed a learning pipeline for whole-body control of a legged-manipulator robot using a VAE and replay buffer of an off-policy RL.
Skills : OSC(operational space controller), Isaac Gym, RL
Development of Glidable Flying Squirrel Drone
02.2022-06.2022
video
• Develop Glidable drone with foldable wings.
• Simulating gliding drone with matlab.
Skills : 3D CAD, 3D printing, Kalman Filter
Quadruped-wheel robot control with impedance control
08.2021-01.2022
Related achievement: 1st place, 2021 Undergraduate Group Research Program, POSTECH
video
• Development of quadruped-wheel robot hardware and stabilization of low-level control system.
• Balancing control with inverse kinematics.
• Application of impedance control to the robot legs.
Skills : 3D CAD, 3D printing, CAN protocol, UDP protocol, simulating impedance control with matlab
Development of self-driving platform using mecanum wheel and 2D lidar
11.2020-02.2021
Related achievement: 3rd place, 2021 ICT Convergence Project Contest, devicemart
video
• Directly implement mapping and A* algorithms with Python.
• Development SLAM algorithm from scratch.
• Hardware development.