Title :
Identification of an open canal: parametric black-box vs Muskingum approaches
Author :
Bolea, Yolanda ; Blesa, Joaquín ; Puig, Vicenç ; Escobet, Teresa
Author_Institution :
Autom. Control Dept., Tech. Univ. of Catalonia UPC, Barcelona, Spain
Abstract :
In this paper, two different modelling approaches for open canals based on identification are proposed. One is based on parametric black-box models using classical identification methods, while the other is based on a grey-box approach using a Muskingum model structure. The first approach requires a previous identification of delay that can be determined using correlation or physical analysis. Once the delay is determined, model structure and parameter calibration can be determined using standard identification tools. The second approach establishes a fixed structure for the model and only parameter calibration is needed providing physical meaning. The two proposed approaches are applied on a 2 km open canal and their performances have been compared, emphasising their corresponding advantages and drawbacks.
Keywords :
agriculture; calibration; identification; least squares approximations; modelling; Muskingum approaches; agriculture; correlation; delay; grey-box approach; irrigation canals; least squares estimation; modelling; open canal identification; parameter calibration; parametric black-box; Automatic control; Delay; Equations; Irrigation; Large Hadron Collider; Least squares methods; Parameter estimation; Predictive models; Prototypes; Water resources;
Conference_Titel :
Systems, Man and Cybernetics, 2002 IEEE International Conference on
Print_ISBN :
0-7803-7437-1
DOI :
10.1109/ICSMC.2002.1176408