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 :
بازگشت