• DocumentCode
    3349896
  • Title

    Implications of a dynamical-network´s graph on the estimability of its modes

  • Author

    Torres, Jackeline Abad ; Roy, Sandip

  • Author_Institution
    Sch. of Electr. Eng. & Comput. Sci., Washington State Univ., Pullman, WA, USA
  • fYear
    2015
  • fDate
    1-3 July 2015
  • Firstpage
    1375
  • Lastpage
    1380
  • Abstract
    The estimation of the modes of a linear dynamical network (specifically, a network synchronization process) is considered. We study pole/eigenvalue estimation when the network dynamics is subject to impulsive stimulation at one location, and time-course measurements are taken at a subset of network locations. We develop several characterizations of mode estimation performance, as indicated by the Cramér-Rao bound matrix, in terms of the eigenstructure and graph topology of the network. These results 1) allow comparison of the single- and multiple- observation cases, 2) provide structural bounds for particular graph classes (like planar and tree graphs), and 3) inform sensor placement.
  • Keywords
    eigenvalues and eigenfunctions; matrix algebra; network theory (graphs); synchronisation; Cramér-Rao bound matrix; dynamical-network graph topology; eigenstructure; impulsive stimulation; linear dynamical network mode estimation; network dynamics; network synchronization process; pole-eigenvalue estimation; sensor placement; structural bounds; time-course measurements; Autoregressive processes; Eigenvalues and eigenfunctions; Estimation; Laplace equations; Noise measurement; Synchronization; Transmission line matrix methods;
  • 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.2015.7170925
  • Filename
    7170925