In this paper we study the approximation of an optimal control problem for linear para- bolic PDEs with model order reduction based on Proper Orthogonal Decomposition (POD-MOR). POD-MOR is a Galerkin approach where the basis functions are obtained upon information contained in time snapshots of the parabolic PDE related to given input data. In the present work we show that for POD-MOR in optimal control of parabolic equations it is important to have knowledge about the controlled system at the right time instances. We propose to determine the time instances (snapshot locations) by an a-posteriori error control concept. The proposed method is based on a reformulation of the optimality system of the underlying optimal control problem as a second order in time and fourth order in space elliptic system which is approximated by a space-time finite element method. Finally, we present numerical tests to illustrate our approach and show the efiectiveness of the method in comparison to existing approaches.

A-Posteriori snapshot location for pod in optimal control of linear parabolic equations / Alla, A.; Grassle, C.; Hinze, M.. - In: MODÉLISATION MATHÉMATIQUE ET ANALYSE NUMÉRIQUE. - ISSN 0764-583X. - 52:5(2018), pp. 1847-1873. [10.1051/m2an/2018009]

A-Posteriori snapshot location for pod in optimal control of linear parabolic equations

Alla A.;
2018

Abstract

In this paper we study the approximation of an optimal control problem for linear para- bolic PDEs with model order reduction based on Proper Orthogonal Decomposition (POD-MOR). POD-MOR is a Galerkin approach where the basis functions are obtained upon information contained in time snapshots of the parabolic PDE related to given input data. In the present work we show that for POD-MOR in optimal control of parabolic equations it is important to have knowledge about the controlled system at the right time instances. We propose to determine the time instances (snapshot locations) by an a-posteriori error control concept. The proposed method is based on a reformulation of the optimality system of the underlying optimal control problem as a second order in time and fourth order in space elliptic system which is approximated by a space-time finite element method. Finally, we present numerical tests to illustrate our approach and show the efiectiveness of the method in comparison to existing approaches.
2018
Model order reduction; Optimal control; Optimal snapshot location; Proper orthogonal decomposition
01 Pubblicazione su rivista::01a Articolo in rivista
A-Posteriori snapshot location for pod in optimal control of linear parabolic equations / Alla, A.; Grassle, C.; Hinze, M.. - In: MODÉLISATION MATHÉMATIQUE ET ANALYSE NUMÉRIQUE. - ISSN 0764-583X. - 52:5(2018), pp. 1847-1873. [10.1051/m2an/2018009]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1718170
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