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