• DocumentCode
    2474498
  • Title

    Estimation of the dynamics of two-dimensional clusters

  • Author

    Casagrande, Daniele ; Sassano, M. ; Astolfi, Alessandro

  • Author_Institution
    Dipt. di Ing. Elettr., Gestionale e Meccanica, Univ. degli Studi di Udine, Udine, Italy
  • fYear
    2009
  • fDate
    10-12 June 2009
  • Firstpage
    5428
  • Lastpage
    5433
  • Abstract
    A method to estimate the dynamics of clusters is presented. An existing static clustering method, which makes use of a Hamiltonian function, is exploited in the dynamic case, when the points to cluster do not remain in fixed positions but move with unknown dynamics. The time is discretised and the static algorithm is applied to each time-instant. While identifying each cluster, the algorithm also performs the computation of the moments of the cluster. By estimating the dynamics of the moments an approximate estimation of the dynamics of the cluster is obtained. An illustrative example shows the performance of the method.
  • Keywords
    pattern clustering; Hamiltonian function; approximate estimation; two-dimensional cluster dynamic estimation; Astronomy; Clustering algorithms; Clustering methods; Consumer electronics; Data engineering; Educational institutions; Extraterrestrial measurements; Level set; Pattern recognition; Sea measurements;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference, 2009. ACC '09.
  • Conference_Location
    St. Louis, MO
  • ISSN
    0743-1619
  • Print_ISBN
    978-1-4244-4523-3
  • Electronic_ISBN
    0743-1619
  • Type

    conf

  • DOI
    10.1109/ACC.2009.5160532
  • Filename
    5160532