• DocumentCode
    2826625
  • Title

    Design of continuous-time flows on intertwined orbit spaces

  • Author

    Absil, P.-A. ; Lageman, C. ; Manton, J.H.

  • Author_Institution
    Univ. Catholique de Louvain, Louvain
  • fYear
    2007
  • fDate
    12-14 Dec. 2007
  • Firstpage
    6244
  • Lastpage
    6249
  • Abstract
    Consider a space M endowed with two or more Lie group actions. Under a certain condition on the orbits of the Lie group actions, we show how to construct a flow on M that projects to prescribed flows on the orbit spaces of the group actions. Hence, in order to design a flow that converges to the intersection of given orbits, it suffices to design flows on the various orbit spaces that display convergence to the desired orbits, and then to lift these flows to M using the proposed procedure. We illustrate the technique by creating a flow for principal component analysis. The flow projects to a flow on the Grassmann manifold that achieves principal subspace analysis and to a flow on the "shape" manifold that converges to the set of orthonormal matrices.
  • Keywords
    Lie groups; continuous time systems; control system analysis; control system synthesis; matrix algebra; principal component analysis; Grassmann manifold; Lie group actions; continuous-time flows; intertwined orbit spaces; orthonormal matrices; principal component analysis; principal subspace analysis; Convergence; Displays; Eigenvalues and eigenfunctions; Matrix decomposition; Principal component analysis; Shape; Stability analysis; Sufficient conditions; Symmetric matrices; USA Councils;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control, 2007 46th IEEE Conference on
  • Conference_Location
    New Orleans, LA
  • ISSN
    0191-2216
  • Print_ISBN
    978-1-4244-1497-0
  • Electronic_ISBN
    0191-2216
  • Type

    conf

  • DOI
    10.1109/CDC.2007.4434712
  • Filename
    4434712