salihmarangoz/fsm_lidom_ros

ROS1 package that provides lidar odometry from panoramic 2D range scans. Method: scan-matching without using correspondences, based on properties of the Discrete Fourier Transform

ROS wrapper (cpp) for the Fourier Scan Matcher (FSM) in the guise of lidar odometry.

Functionally fsm_lidom_ros assumes a 2D LIDAR sensor with a field of view of 360 degrees and executing it while the sensor is on the move will output an estimate of its trajectory.

Installation

Via Docker

docker pull li9i/fsm_lidom_ros

docker run -it \
    --name=fsm_lidom_ros_container \
    --env="DISPLAY=$DISPLAY" \
    --net=host \
    --rm \
    li9i/fsm_lidom_ros:latest

or build the image with the most recent code of this repository

cd ~/catkin_ws/src
git clone [email protected]:li9i/fsm_lidom_ros.git
cd fsm_lidom_ros/docker
./build_fsm_lidom_image.sh
./run_fsm_lidom_container.sh

Via the traditional method

Tested in Ubuntu 16.04 and ROS kinetic

Dependencies: CGAL 4.7 FFTW3 boost/random

Building

cd ~/catkin_ws/src
git clone [email protected]:li9i/fsm_lidom_ros.git
cd ~/catkin_ws
catkin build fsm_lidom_ros

Executing

roslaunch fsm_lidom_ros avanti_fsm_lidom.launch

Nodes

fsm_lidom_node

Subscribed topics

Topic	Type	Utility
scan_topic	sensor_msgs/LaserScan	2d panoramic scans are published here
initial_pose_topic	geometry_msgs/PoseWithCovarianceStamped	optional---for setting the very first pose estimate to something other than the origin

---

Published topics

Topic	Type	Utility
pose_estimate_topic	geometry_msgs/PoseStamped	the current pose estimate relative to the global frame is published here
path_estimate_topic	nav_msgs/Path	the total estimated trajectory relative to the global frame is published here
lidom_topic	nav_msgs/Odometry	the odometry is published here

---

Services offered

Service	Type	Utility
fsm_lidom/clear_estimated_trajectory	std_srvs/Empty	clears the vector of estimated poses
fsm_lidom/set_initial_pose	std_srvs/Empty	calling this service means: node subscribes to initial_pose_topic, obtains the latest pose estimate, sets fsm's initial pose, and unsubscribes
fsm_lidom/start	std_srvs/Empty	commences node functionality
fsm_lidom/stop	std_srvs/Empty	halts node functionality (node remains alive)

---

Parameters

Found in config/params.yaml:

IO Topics	Description
scan_topic	2d panoramic scans are published here
initial_pose_topic	(optional) the topic where an initial pose estimate may be provided
pose_estimate_topic	fsm_lidom_ros's pose estimates are published here
path_estimate_topic	fsm_lidom_ros's total trajectory estimate is published here
lidom_topic	fsm_lidom_ros's odometry estimate is published here

Frame ids	Description
global_frame_id	the global frame id (e.g. /map)
base_frame_id	the lidar sensor's reference frame id (e.g. /base_laser_link)
lidom_frame_id	the (lidar) odometry's frame id

FSM-specific parameters	Description
size_scan	the size of scans that are matched (execution time is proportional to scan size, hence subsampling may be needed)
min_magnification_size	base angular oversampling
max_magnification_size	maximum angular oversampling
num_iterations	Greater sensor velocity requires higher values
xy_bound	Axiswise radius for randomly generating a new initial position estimate in case of recovery
t_bound	Angularwise radius for randomly generating a new initial orientation estimate in case of recovery
max_counter	Lower values decrease execution time
max_recoveries	Ditto

---

Transforms published

lidom_frame_id <- base_frame_id

in other words fsm_lidom_node publishes the transform from /base_laser_link (or equivalent) to the equivalent of /odom (in this case lidom_frame_id)

---

Motivation and Under the hood

1 min summary video

IROS 2022 paper

@INPROCEEDINGS{9981228,
  author={Filotheou, Alexandros and Sergiadis, Georgios D. and Dimitriou, Antonis G.}
  booktitle={2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
  title={FSM: Correspondenceless scan-matching of panoramic 2D range scans},
  year={2022},
  pages={6968-6975},
  doi={10.1109/IROS47612.2022.9981228}}