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On the Choice of Norm in Finite Control Set Model Predictive Control.

Authors :
Karamanakos, Petros
Geyer, Tobias
Kennel, Ralph
Source :
IEEE Transactions on Power Electronics; Aug2018, Vol. 33 Issue 8, p7105-7117, 13p
Publication Year :
2018

Abstract

In power electronics, the $\ell _1$-norm (instead of the squared $\ell _2$-norm) is often used in the objective function of model predictive controllers (MPCs) with reference tracking. Although the $\ell _1$-norm is preferred for its computational simplicity, it might lead to a performance deterioration and closed-loop instability. This paper analyzes the root cause for this and discusses the benefits of using the $\ell _2$-norm instead. Given the theoretical nature of this paper, a power electronics-oriented case study is employed to visualize and exemplify—through examples and simulations—the mathematical concepts and arguments presented. To this end, a variable speed drive system with a three-level voltage-source inverter serves as an illustrative example to clearly demonstrate the effectiveness of using the $\ell _2$-norm. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
08858993
Volume :
33
Issue :
8
Database :
Complementary Index
Journal :
IEEE Transactions on Power Electronics
Publication Type :
Academic Journal
Accession number :
129455429
Full Text :
https://doi.org/10.1109/TPEL.2017.2756092