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Model order reduction techniques applied to magnetodynamic T-Ω-formulation

Fabian Müller (Institute of Electrical Machines, RWTH Aachen University, Aachen, Germany)
Lucas Crampen (Institute of Electrical Machines, RWTH Aachen University, Aachen, Germany)
Thomas Henneron (EEA, Université de Lille, Villeneuve-d'Ascq, France)
Stephane Clénet (L2EP, Arts et Métiers ParisTech – Centre de Lille, Lille, France)
Kay Hameyer (Institute of Electrical Machines, RWTH Aachen University, Aachen, Germany)

COMPEL - The international journal for computation and mathematics in electrical and electronic engineering

ISSN: 0332-1649

Article publication date: 11 May 2020

Issue publication date: 15 December 2020

97

Abstract

Purpose

The purpose of this paper is to use different model order reduction techniques to cope with the computational effort of solving large systems of equations. By appropriate decomposition of the electromagnetic field problem, the number of degrees of freedom (DOF) can be efficiently reduced. In this contribution, the Proper Generalized Decomposition (PGD) and the Proper Orthogonal Decomposition (POD) are used in the frame of the T-Ω-formulation, and the feasibility is elaborated.

Design/methodology/approach

The POD and the PGD are two methods to reduce the model order. Particularly in the context of eddy current problems, conventional time-stepping algorithms can lead to many numerical simulations of the studied problem. To simulate the transient field, the T-Ω-formulation is used which couples the magnetic scalar potential and the electric vector potential. In this paper, both methods are studied on an academic example of an induction furnace in terms of accuracy and computational effort.

Findings

Using the proposed reduction techniques significantly reduces the DOF and subsequently the computational effort. Further, the feasibility of the combination of both methods with the T-Ω-formulation is given, and a fundamental step toward fast simulation of eddy current problems is shown.

Originality/value

In this paper, the PGD is combined for the first time with the T-Ω-formulation. The application of the PGD and POD and the following comparison illustrate the great potential of these techniques in combination with the T-Ω-formulation in context of eddy current problems.

Keywords

Acknowledgements

This work was supported by the German Research Foundation (DFG) within the research project number 347941356 “Numerical Analysis of Electromagnetic Fields by Proper Generalized Decomposition in Electrical Machines.”

Citation

Müller, F., Crampen, L., Henneron, T., Clénet, S. and Hameyer, K. (2020), "Model order reduction techniques applied to magnetodynamic T-Ω-formulation", COMPEL - The international journal for computation and mathematics in electrical and electronic engineering, Vol. 39 No. 5, pp. 1057-1069. https://doi.org/10.1108/COMPEL-01-2020-0025

Publisher

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Emerald Publishing Limited

Copyright © 2020, Emerald Publishing Limited

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