DocumentCode :
2820117
Title :
Subspace identification of bilinear systems using a dedicated input sequence
Author :
Van Wingerden, Jan-Willem ; Verhaegen, Michel
Author_Institution :
Delft Univ. of Technol., Delft
fYear :
2007
fDate :
12-14 Dec. 2007
Firstpage :
4962
Lastpage :
4967
Abstract :
A novel identification scheme for bilinear systems is proposed. Piecewise constant input sequences are used to overcome the curse of dimensionality of traditional bilinear subspace identification methods. This dedicated input sequence allows for the identification of stationary input models using traditional subspace identification techniques. Inherent to sub-space identification these models are identified in a different state basis. A common state basis can be found by setting up an intersection problem combined with a number of linear relations. The solution of this linear problem can be used to estimate the system matrices. The working of the algorithm is illustrated with a simulation example.
Keywords :
bilinear systems; matrix algebra; piecewise constant techniques; bilinear systems; dedicated input sequence; linear problem; piecewise constant input sequences; subspace identification techniques; system matrices; Biological system modeling; Control systems; Equations; Iterative algorithms; Nonlinear systems; Sequences; System identification; Systems engineering and theory; USA Councils; White noise; Linear Parameter-Varying systems; NL system identification; Subspace identification;
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.2007.4434357
Filename :
4434357
Link To Document :
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