The SLAM (Simultaneous Localization and Mapping) packages in ROS (Robot Operating System) are quite sophisticated and typically involve several nodes communicating over ROS topics. The codes for these are extensive and cannot be fully covered in a brief message, but I can give you an overview of the common SLAM packages and a gist of how you would generally set them up and run them within the ROS ecosystem.
Common SLAM Packages in ROS:
- gmapping: This is a widely used package for 2D SLAM. It uses a particle filter to keep track of the robot’s pose while creating a grid map of the environment.
- Cartographer: This is a more recent package that supports both 2D and 3D SLAM. It can perform SLAM in real-time and is designed to work well with data from a variety of sensors.
- hector_slam: This package is well suited for environments with flat floors and can perform SLAM with only laser scan data.
- rtabmap_ros: This is used for 2D or 3D SLAM with visual features from RGB-D or stereo cameras.
Now using gmapping as example, first installation: sudo apt-get install ros–gmapping
Launch the SLAM node: roslaunch gmapping slam_gmapping.launch
This launch file starts the slam_gmapping node which subscribes to topics like /tf, /scan etc., to receive transformation data and laser scans.
- Mapping: As your robot moves through the environment,
gmappingwill process the laser scan data and perform SLAM. The node will publish the map along with the transformations. - Saving Map: Once you have a satisfactory map, you can save it using the
map_serverpackage.
#!/usr/bin/env python
import rospy
from gmapping import SlamGMapping
def start_slam():
rospy.init_node('slam_gmapping')
# Create a SLAM object
slam = SlamGMapping()
# Assuming the robot is already being driven around and /scan topics are published
# SlamGMapping will use the /tf and /scan topics to perform SLAM
rospy.spin() # Keep the program alive
if __name__ == '__main__':
try:
start_slam()
except rospy.ROSInterruptException:
pass
gmapping is usually executed as a compiled C++ node in ROS
Take a peek at the C++ codes:
#include "ros/ros.h"
#include "gmapping/slam_gmapping.h"
#include "signal.h"
// Signal-handling function for proper node shutdown
void sigintHandler(int sig) {
// Your cleanup code here (if needed)
ros::shutdown();
}
int main(int argc, char** argv) {
// Initialize the ROS node
ros::init(argc, argv, "slam_gmapping", ros::init_options::NoSigintHandler);
signal(SIGINT, sigintHandler);
// Create a node handle
ros::NodeHandle n;
// Parameters for gmapping can be loaded from parameter server
// (e.g., private_nh.getParam(...))
// Instantiate GMapping's wrapper
SlamGMapping *slam_gmapping = new SlamGMapping();
// Initialize gmapping
slam_gmapping->init();
// Start the mapping process
slam_gmapping->startMapping();
// Spin to process callbacks
ros::spin();
// Clean up
delete slam_gmapping;
return 0;
}