DocumentCode
2916790
Title
New algorithm for identification of discrete-time switched linear systems
Author
Vilela Lopes, Renato ; Araujo Borges, Geovany ; Yoshiyuki Ishihara, Joao
Author_Institution
Fac. UnB Gama, Univ. de Brasilia, Brasilia, Brazil
fYear
2013
fDate
17-19 June 2013
Firstpage
6219
Lastpage
6224
Abstract
This paper addresses the problem of the identification of discrete-time switched linear MIMO state space systems. The methodology proposed explores the use of subspace identification techniques, clustering and classification of data to estimate the quantity, a matrix representation of the sub-models and an estimate of the instants of switching of the system. An important feature of the algorithm is that the matrices of the different sub-models can be directly combined because they are obtained for the same base states. The efficiency of the developed method is illustrated using a numerical simulation.
Keywords
MIMO systems; discrete time systems; identification; linear systems; matrix algebra; pattern classification; pattern clustering; state-space methods; time-varying systems; data classification; data clustering; discrete-time switched linear MIMO state space system identification; numerical simulation; submodel matrix representation; subspace identification techniques; Clustering algorithms; Data models; Heuristic algorithms; Markov processes; Robustness; Switches; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
American Control Conference (ACC), 2013
Conference_Location
Washington, DC
ISSN
0743-1619
Print_ISBN
978-1-4799-0177-7
Type
conf
DOI
10.1109/ACC.2013.6580813
Filename
6580813
Link To Document