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Introduction to MuJoCo

MuJoCo is a free and open-source physics engine that aims to facilitate research and development in robotics, biomechanics, graphics and animation, and other areas where fast and accurate simulation is needed.

  • MuJoCo stands for Multi-Joint dynamics with Contact
  • It is a (rigid-body) simulator
  • In my personal opinion, a (proper) simulator consists of:
    • Rigid-body simulation by solving an equation of motion (e.g., an articulated body algorithm)
    • Contact solver (main cause of sim-to-real gap)
    • Easy-to-use visualizer (VERY IMPORTANT for conducting research)

Topics Covered in This Tutorial

  1. Introduction to MuJoCo and our lab-maintained mujoco_parser
  2. Forward Kinematics
  3. Forward Dynamics
  4. Inverse Kinematics
  5. Inverse Dynamics
  6. Planning using RRT
  7. Vision Reasoning using GPT4o and open-vocab detection
  8. Motion Retargeting of Unitree G1
  9. PID Control of Snapbot
  10. Reinforcement Learning using Soft Actor-Critic of Snapbot

Enjoy!


Contact

Sungjoon sungjoon dash choi at korea dot ac dot kr