DocumentCode
728454
Title
Rigid components identification and rigidity control in bearing-only localization using the graph cycle basis
Author
Tron, Roberto ; Carlone, Luca ; Dellaert, Frank ; Daniilidis, Kostas
Author_Institution
Dept. of Comput. & Inf. Sci., Univ. of Pennsylvania, Philadelphia, PA, USA
fYear
2015
fDate
1-3 July 2015
Firstpage
3911
Lastpage
3918
Abstract
Bearing-only localization can be formulated in terms of optimal graph embedding: for each node in the graph, find the coordinates that satisfy as close as possible all the bearing-only constraints on the edges. If the graph is parallel rigid, this can be done via spectral methods. When the graph is not rigid the solution is ambiguous, as different subsets of vertices can be scaled differently. It is then important to first partition the problem into maximal rigid components. In this paper we show that the cycle basis matrix of the graph can be used for this task, and that it can also be used to provide a more intuitive look at graph rigidity. We can explain, for instance, why triangulated graphs are rigid and why graphs with longer cycles may loose this property. Furthermore, we can obtain tools for enforcing rigidity by controlling the addition of new measurements.
Keywords
direction-of-arrival estimation; graph theory; matrix algebra; mechanical variables control; shear modulus; bearing-only localization; cycle basis matrix; graph cycle basis; optimal graph embedding; rigid components identification; rigidity control; spectral methods; triangulated graph; Atmospheric measurements; Noise measurement; Position measurement; Robot kinematics; Robot sensing systems; Standards;
fLanguage
English
Publisher
ieee
Conference_Titel
American Control Conference (ACC), 2015
Conference_Location
Chicago, IL
Print_ISBN
978-1-4799-8685-9
Type
conf
DOI
10.1109/ACC.2015.7171940
Filename
7171940
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