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IsaacGym envs for a two wheeled inverted pendulum robot (TWIP) and a flywheel inverted pendulum robot

Python 100.00%
isaac-gym inverted-pendulum reinforcement-learning self-balancing-robot two-wheel-robot flywheel flywheel-pendulum

isaacgymenvs-diy-robots's Introduction

Overview

This repo contains the code for learning an RL policy in IsaacGym for a two wheeled inverted pendulum (TWIP) and a Flywheel inverted pendulum robots. It includes the following folders and subfolders:

  1. assets: contains the URDF file of the robot

  2. code: contains the IsaacGym environment and the the task specification/PPO parameters

How to start the learning

  1. Download IsaacGym

  2. Copy the URDF file contained in the assets folder in IsaacGymEnvs/assets

  3. Copy Twip.yaml and FlywheelPendulum.yaml in the folder in IsaacGymEnvs/isaacgymenvs/cfg/task

  4. Copy TwipPPO.yaml and FlywheelPendulumPPO.yaml in the folder in IsaacGymEnvs/isaacgymenvs/cfg/train

  5. Copy twip.py and flywheel_pendulum.pyin the assets folder in IsaacGymEnvs/isaacgymenvs/task

  6. Paste in IsaacGymEnvs/isaacgymenvs/tasks/init.py

from .twip import Twip
from .flywheel_pendulum import FlywheelPendulum

....

"Twip": Twip,
"FlywheelPendulum": FlywheelPendulum,
  1. run python train.py task=Twip or python train.py task=FlywheelPendulum

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