An Online Multi-Robot SLAM System for 3D LiDARs

被引:0
|
作者
Dube, Renaud [1 ]
Gawel, Abel [1 ]
Sommer, Hannes [1 ]
Nieto, Juan [1 ]
Siegwart, Roland [1 ]
Cadena, Cesar [1 ]
机构
[1] ETH, Autonomous Syst Lab, Zurich, Switzerland
关键词
SIMULTANEOUS LOCALIZATION;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Using multiple cooperative robots is advantageous for time critical Search and Rescue (SaR) missions as they permit rapid exploration of the environment and provide higher redundancy than using a single robot. A considerable number of applications such as autonomous driving and disaster response could benefit from merging mapping data from several agents. Online multi-robot localization and mapping has mainly been addressed for robots equipped with cameras or 2D LiDARs. However, in unstructured and ill-lighted real-life scenarios, a mapping system can potentially benefit from a rich 3D geometric solution. In this work, we present an online localization and mapping system for multiple robots equipped with 3D LiDARs. This system is based on incremental sparse pose-graph optimization using sequential and place recognition constraints, the latter being identified using a 3D segment matching approach. The result is a unified representation of the world and relative robot trajectories. The complete system runs in real-time and is evaluated with two experiments in different environments: one urban and one disaster scenario. The system is available open source and easy-to-run demonstrations are publicly available.
引用
收藏
页码:1004 / 1011
页数:8
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