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Constructive observer design for Visual Simultaneous Localisation and Mapping

delete2021-10-01
delete9
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OA
AI
P
Pieter van Goor *
R
Robert Mahony
T
Tarek Hamel
J
Jochen Trumpf
DOI:10.1016/j.automatica.2021.109803delete
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摘要

摘要

En 中文
Visual Simultaneous Localisation and Mapping (VSLAM) is a well-known problem in robotics with a large range of applications. This paper presents a novel approach to VSLAM by lifting the observer design to a novel Lie group VSLAM(n)(3) on which the system output is equivariant. The perspective gained from this analysis facilitates the design of a non-linear observer with almost semi-globally asymptotically stable error dynamics. Simulations are provided to illustrate the behaviour of the proposed observer and experiments on data gathered using a fixed-wing UAV flying outdoors demonstrate its performance. (C) 2021 Elsevier Ltd. All rights reserved.
Keyword:
Equivariant observer
Visual odometry (VO)
Simultaneous Localisation and Mapping (SLAM)
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期刊

Automatica 封面图
Automatica
IF:
5.9
论文数:
1.2W
被引数:
5.2W

机构

A
Australian National University
学者数:
2.1W
论文数: 2.3W
被引数: 3.9W
A
Australian Centre for Robotic Vision
学者数:
49
论文数: 28
被引数: 725
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