Comparative Analysis of LiDAR SLAM Techniques in Simulated Environments in ROS Gazebo

被引:0
|
作者
de Carvalho, Marcelo E. C. [1 ]
Ribeiro, Tiago T. [2 ]
Conceicao, Andre G. S. [2 ]
机构
[1] Univ Fed Bahia, Postgrad Program Elect Engn, Salvador, Brazil
[2] Univ Fed Bahia, Dept Elect & Comp Engn, Rua Aristides Novis 02, BR-40210630 Salvador, BA, Brazil
关键词
Mobile Robotics; LiDAR SLAM; Mapping; Odometry;
D O I
10.1007/978-3-031-47272-5_23
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Simultaneous localization and mapping (SLAM) algorithms using data from LiDAR sensors, which provide accurate distance measurements, regardless of the lighting condition, are widely studied and used. Carrying out mapping in simulated environments can be used to analyze the resources used in mapping and planning the trajectory necessary for better acquisition of information from the real environment. In this work, three odometry and mapping techniques using a LiDAR type sensor were compared: LeGO-LOAM, A-LOAM and F-LOAM, with the odometry obtained by Ground Truth and the extended kalman filter (EKF). The LiDAR SLAM algorithms performed well compared to filtered odometry, especially in environments with more features.
引用
收藏
页码:275 / 285
页数:11
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