• 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