Abstract
In power electronics, the ℓ1-norm (instead of the squared 2-norm) is often used in the objective function of model predictive controllers (MPCs) with reference tracking. Although the ℓ1-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 ℓ2-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 ℓ2-norm.
Original language | English |
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Pages (from-to) | 7105-7117 |
Journal | IEEE Transactions on Power Electronics |
Volume | 33 |
Issue number | 8 |
Early online date | 23 Sept 2017 |
DOIs | |
Publication status | Published - 2018 |
Publication type | A1 Journal article-refereed |
Keywords
- Model predictive control (MPC)
- objective function
- optimal control
- system stability
Publication forum classification
- Publication forum level 3
ASJC Scopus subject areas
- Electrical and Electronic Engineering