DocumentCode
2244001
Title
Algorithm for reducing the number of constraints of POD-based predictive controllers
Author
Agudelo, Oscar Mauricio ; Espinosa, Jairo José ; Moor, Bart De
Author_Institution
Dept. of Electr. Eng. (ESAT), Katholieke Univ. Leuven, Leuven, Belgium
fYear
2008
fDate
9-11 Dec. 2008
Firstpage
4743
Lastpage
4748
Abstract
This paper introduces an algorithm for reducing the number of temperature constraints of a POD-based predictive controller for a non-isothermal tubular reactor. Apart from keeping the process operating around some nominal conditions, the control system has to maintain the temperature inside the reactor below a certain limit in order to avoid undesirable side reactions. The controller uses a reduced order model of the process, which is derived by means of the proper orthogonal decomposition (POD) and Galerkin projection techniques. The use of a reduced order model is necessary due to the high dimensionality of the discretized system used to approximate the partial differential equations (PDEs) that model the reactor. Although a big order reduction can be obtained with the POD technique, this technique does not reduce the number of temperature constraints which is typically very large. The algorithm proposed in this paper reduces dramatically the number of temperature constraints, and consequently the memory needed for storing them and the time required for solving the optimization of the predictive controller.
Keywords
Galerkin method; chemical reactors; partial differential equations; predictive control; reduced order systems; temperature control; Galerkin projection techniques; PDE; POD-based predictive controllers; discretized system; nonisothermal tubular reactor; partial differential equations; proper orthogonal decomposition; reduced order model; temperature control; Automatic control; Chemical reactors; Constraint optimization; Control system synthesis; Control systems; Feeds; Inductors; Partial differential equations; Reduced order systems; Temperature control;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control, 2008. CDC 2008. 47th IEEE Conference on
Conference_Location
Cancun
ISSN
0191-2216
Print_ISBN
978-1-4244-3123-6
Electronic_ISBN
0191-2216
Type
conf
DOI
10.1109/CDC.2008.4738933
Filename
4738933
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