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
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