DocumentCode
2821835
Title
Gaussian and boolean weighted models to represent variable dynamics of open channel systems
Author
Duviella, Eric ; Bako, Laurent ; Charbonnaud, Philippe
Author_Institution
Ecole des Mines de Douai, Douai
fYear
2007
fDate
12-14 Dec. 2007
Firstpage
3084
Lastpage
3089
Abstract
The modeling of nonlinear real-life systems subject to parameters variation is a major research problem. In this paper, a weighted combination of multiple local models is proposed to represent the dynamics of an open channel system. The multimodelling strategy followed consists in the determination of a finite number of models along with appropriate weights functions. The families of Gaussian and Boolean weights functions are particularly studied and compared in various aspects on an application example. For the purpose of supervision, the approach of composite linear local models appears to be an interesting alternative to the use of Saint Venant partial differential equations. The efficiency of the multimodelling methods is shown by simulation within the framework of a dam-gallery system.
Keywords
Boolean functions; Gaussian processes; dams; linear systems; nonlinear control systems; Boolean weighted models; Gaussian weighted models; composite linear local models; dam-gallery system; multimodelling strategy; nonlinear real-life system modeling; open channel systems; parameters variation; variable dynamics; Automatic control; Control systems; Delay; Hydraulic systems; Nonlinear control systems; Nonlinear dynamical systems; Nonlinear systems; Partial differential equations; Rivers; Robust control;
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.2007.4434455
Filename
4434455
Link To Document