Robotics Projects

Reinforcement Learning Control for Robust Grasping

Slippage and Deformation Prevention
ROS2 and Gazebo Environment

Training GIF

Training Phase

Learned GIF

Learned Control



Imitation Learning based Model Predictive Control (MPC)

Learning-based control for Autonomous Navigation
ROS2, NVIDIA Isaac Lab and Isaac Sim Environment

Training_MPC GIF

Imitation Learning using DAgger

Learned_MPC GIF

Learning-based MPC Control



LLM-based Reach Target Position

Natural Language Instruction for Robotic Arm Reaching Target Position
PyBullet, HuggingFace Transformers, Stable-Baselines3

LLM-based Robotic Arm Control

Training Phase

Learned Phase



Humanoid Walking based on Reinforcement Learning

Unitree G1 robot learning to walk based on reinforcement learning
Mujoco, Jit, Jax, Brax

RL-based Humanoid Walking



Visuo-Tactile based Stable Grasping for Deformable Objects