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robotics-rl-navigation-env

A model based RL approach for robot navigation.

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General Info

Navigation RL environment for turtlebot3 and innok heros skidsteer robot. This code is adapted from Open AI Gym and ROBOTIS.

For testing this env, I used DQN [] for robot mapless navigation. The implementation is in Pytorch with Replay Buffer and Target network.

Technologies

UML Class Diagramm

image

Dependencies:

  • ROS noetic

  • Gazebo >9.x

  • Turtlebot description

  • innoks heros description

Setup

Tutorial:

  • run gazebo simulation env: turtlebot/innok
  • run agent node which use dqn. Can resume from trained episode

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