Note

Pre-requisite

• Install ROS-Kinetic, recommand Desktop-Full install.
• (Optional, skip this step if you install ROS in Desktop-Full mode) Install Gazebo-7.0
• (Optional) Install openai_ros

Setup Turtlebot Gazebo Simulation Environment

• Assume you have set up an ros workspace at /home/yourname/ros_ws, and ready to config the environment in it. $ sudo apt install ros-kinetic-turtlebot-gazebo Sometimes, you may need to $ cd /opt/ros/kinetic, then $ source setup.bash
• To make sure turtlebot_gazebo is launchable, try $ roslaunch turtlbot_gazebo turtlebot_world.launch
• To get ready for reinforcement learning, $ cd ~/ros_ws/src, then clone this repo $ git clone https://github.com/linZHank/turtlebot_rl.git

Start Q Learning

1. Launch learning environment, $ roslaunch turtlebot_rl turtlebot_crib.launch
2. $ cd /home/yourname/ros_ws/turtlebot_rl/scripts, then $ python crib_nav_qtable.py to start Q learning.

You can substitute crib_nav_qtable.py into crib_nav_qnet.py to start Q-net learning.

Some notes on debugging original openai_ros package

This repo was created to test the contents in this openai_ros's tutorial. However, may be different configurations were implemented, I made following changes to realize my turtlebot bumping around in the maze.

• In original tutorial, they must have a hokuyo lidar included in their simulation, but using their launch file would not bringup anything related to laser scan. So I have to copy the fake laser part in turtlebot_gazebo's launch file. Besides, the original tutorial was using the topic of /kobuki/laser/scan to publish laser's data, hence I have to remap scan to /kobuki/laser/scan in my launch file.
• In original tutorial, they use topic of cmd_vel to publish command to control the turtlebot. However, I found my turtlebot use topic of /mobile_base/commands/velocity to publish commands. So, I have to edit ~/ros_ws/src/openai_ros/src/openai_ros/robot_envs/turtlebot2_env.py.

I don't understand why I cannot simply use a remap in my launch file to fix it. Anyway, you'll find the topic around "line 76", just change the publisher's topic from /cmd_vel to /mobile_base/commands/velocity. Then you should good to go.