Dynamic Range-Only Localization for Multi-Robot Systems

The localization problem for multi-robot teams has been extensively studied with the goal of obtaining precise positioning information, such as required by a variety of robotic applications. This paper proposes a dynamic localization approach that exploits multiple robots equipped with range-only ul...

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Main Authors: Yanjun Cao, Meng Li, Ivan Svogor, Shaoming Wei, Giovanni Beltrame
Format: Article
Language:English
Published: IEEE 2018-01-01
Series:IEEE Access
Subjects:
UWB
EKF
Online Access:https://ieeexplore.ieee.org/document/8443328/
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spelling doaj-bf788af0fbf540f8a3ada3dca896d5732021-03-29T21:19:28ZengIEEEIEEE Access2169-35362018-01-016465274653710.1109/ACCESS.2018.28662598443328Dynamic Range-Only Localization for Multi-Robot SystemsYanjun Cao0Meng Li1https://orcid.org/0000-0003-3284-0832Ivan Svogor2https://orcid.org/0000-0001-5250-2123Shaoming Wei3Giovanni Beltrame4https://orcid.org/0000-0001-9755-8630Computer and Software Engineering Department, Polytechnique Montréal, Montreal, QC, CanadaComputer and Software Engineering Department, Polytechnique Montréal, Montreal, QC, CanadaComputer and Software Engineering Department, Polytechnique Montréal, Montreal, QC, CanadaSchool of Electronic and Information Engineering, Beihang University, Beijing, ChinaComputer and Software Engineering Department, Polytechnique Montréal, Montreal, QC, CanadaThe localization problem for multi-robot teams has been extensively studied with the goal of obtaining precise positioning information, such as required by a variety of robotic applications. This paper proposes a dynamic localization approach that exploits multiple robots equipped with range-only ultrawideband sensors to create and maintain a common self-adaptive coordinate system. For 2-D localization, we use three robots with relative range measurements to build a global coordinate system. We recursively apply an extended Kalman filter, which results in accurate position estimates over time. We also propose a reconfiguration approach that prevents error accumulation from ultra-wideband sensors. The applicability of our approach is tested through a campaign of simulations, which show promising results.https://ieeexplore.ieee.org/document/8443328/Multi-robotrange-only localizationUWBEKF
collection DOAJ
language English
format Article
sources DOAJ
author Yanjun Cao
Meng Li
Ivan Svogor
Shaoming Wei
Giovanni Beltrame
spellingShingle Yanjun Cao
Meng Li
Ivan Svogor
Shaoming Wei
Giovanni Beltrame
Dynamic Range-Only Localization for Multi-Robot Systems
IEEE Access
Multi-robot
range-only localization
UWB
EKF
author_facet Yanjun Cao
Meng Li
Ivan Svogor
Shaoming Wei
Giovanni Beltrame
author_sort Yanjun Cao
title Dynamic Range-Only Localization for Multi-Robot Systems
title_short Dynamic Range-Only Localization for Multi-Robot Systems
title_full Dynamic Range-Only Localization for Multi-Robot Systems
title_fullStr Dynamic Range-Only Localization for Multi-Robot Systems
title_full_unstemmed Dynamic Range-Only Localization for Multi-Robot Systems
title_sort dynamic range-only localization for multi-robot systems
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2018-01-01
description The localization problem for multi-robot teams has been extensively studied with the goal of obtaining precise positioning information, such as required by a variety of robotic applications. This paper proposes a dynamic localization approach that exploits multiple robots equipped with range-only ultrawideband sensors to create and maintain a common self-adaptive coordinate system. For 2-D localization, we use three robots with relative range measurements to build a global coordinate system. We recursively apply an extended Kalman filter, which results in accurate position estimates over time. We also propose a reconfiguration approach that prevents error accumulation from ultra-wideband sensors. The applicability of our approach is tested through a campaign of simulations, which show promising results.
topic Multi-robot
range-only localization
UWB
EKF
url https://ieeexplore.ieee.org/document/8443328/
work_keys_str_mv AT yanjuncao dynamicrangeonlylocalizationformultirobotsystems
AT mengli dynamicrangeonlylocalizationformultirobotsystems
AT ivansvogor dynamicrangeonlylocalizationformultirobotsystems
AT shaomingwei dynamicrangeonlylocalizationformultirobotsystems
AT giovannibeltrame dynamicrangeonlylocalizationformultirobotsystems
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