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ROS 2 Turtlebot 3 Map Explorer

Description

In this repo we use Turtlebot 3 along with ROS 2 and Gazebo to explore an unknown csv environment, navigate through it and create a map.

The map is created using SLAM with the package Google Cartographer and navigation is achieved with Nav2 package. We have developed two exploring algorithyms:

Wanderer Exploration explores the map doing random turns when it detects an obstacle. It's a convenient way to explore small maps but time consuming for bigger ones.

Discoverer Exploration prioritizes specific unknown hotspots of the map convoluting the occupancy grid. It's a better way to explore bigger maps in exchange of a higher computational cost.

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Installation (tested on Ubuntu 22.04 - ROS 2 Humble)

Install ROS2 Humble

Don't forget to install colcon:

sudo apt install python3-colcon-common-extensions

Install Gazebo:

curl -sSL https://get.gazebosim.org | sh

Install packages:

sudo apt install ros-humble-gazebo-ros-pkgs ros-humble-cartographer ros-humble-cartographer-ros ros-humble-navigation2 ros-humble-nav2-bringup
sudo apt install ros-humble-turtlebot3-msgs ros-humble-dynamixel-sdk ros-humble-hls-lfcd-lds-driver

Install Python libraries:

sudo apt install python3-pip
pip3 install pandas

Create a ROS2 workspace:

mkdir -p ~/ros2_ws/src
cd ~/ros2_ws/src

Clone the repository:

git clone https://github.com/Qeneb/ros2_explorer.git

Clone turtlebot original repository to have additional utilities:

git clone -b humble-devel https://github.com/ROBOTIS-GIT/turtlebot3.git
git clone -b humble-devel https://github.com/ROBOTIS-GIT/turtlebot3_simulations.git

Include following lines in ~/.bashrc:

source /opt/ros/humble/setup.bash
source /usr/share/colcon_cd/function/colcon_cd.sh
export _colcon_cd_root=~/ros2_ws
source ~/ros2_ws/install/setup.bash

export TURTLEBOT3_MODEL=burger
export GAZEBO_MODEL_PATH=~/ros2_ws/src/ros2_explorer/explorer_gazebo/models

Compile packages:

cd ~/turtlebot3_ws/
colcon build

How to run

Execute the launch file of the map you want to use (Opens Gazebo simulation, Rviz, Cartographer, Nav2 and exploration servers):

ros2 launch explorer_bringup map1.launch.py

Execute manager node and select exploring algorithm:

ros2 run explorer_bringup manager

Add your own CSV Map

Add your own csv maps in this folder:

cd ~/turtlebot3_ws/src/ros2_explorer/explorer_gazebo/maps/

Run Python script:

cd ~/turtlebot3_ws/src/ros2_explorer/explorer_gazebo/
python3 gazebo-map-from-csv.py

Maps will be converted to Gazebo format in /explorer_gazebo/models folder. Create a new .world.xml file in /explorer_gazebo/worlds and modify the name of the map you want to use:

<include>
  <uri>model:https://map1</uri>
</include>

Create a new launch file in /explorer_bringup/launch folder and modify the parameter map_name according to the map you just created.

Testing commands

Cartographer launch:

ros2 launch explorer_cartographer cartographer.launch.py use_sim_time:=True

Navigation launch:

ros2 launch explorer_navigation2 nav.launch.py use_sim_time:=True

Move the robot manually:

ros2 run turtlebot3_teleop teleop_keyboard

Save a map:

ros2 run nav2_map_server map_saver_cli

Publish a goal:

ros2 action send_goal /navigate_to_pose nav2_msgs/action/NavigateToPose "{pose: {header: {stamp: {sec: 0}, frame_id: 'map'}, pose: {position: {x: 0.0, y: 0.0, z: 0.0}, orientation: {w: 1.0}}}}"

Package structure

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