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
Link To Document