Model-Free Predictive Current Controller for Voltage Source Inverters Using ARX Model and Recursive Least Squares

This brief proposes a model-free deadbeat predictive controller (MF-DPC) for voltage source inverters. The proposed control scheme does not require knowledge of the system parameters for its correct operation. This is performed using an auto-regressive with exogenous input (ARX) model with a recursi...

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Main Authors: Kermadi, Mostefa, Rebai, Aissa, Baghli, Lotfi, Mesbahi, Nadhir, Mekhilef, Saad, Mubin, Marizan, Mokhlis, Hazlie
Format: Article
Published: IEEE-Inst Electrical Electronics Engineers Inc 2024
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Online Access:http://eprints.um.edu.my/45266/
https://doi.org/10.1109/TCSII.2024.3349501
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Institution: Universiti Malaya
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spelling my.um.eprints.452662024-09-30T06:54:18Z http://eprints.um.edu.my/45266/ Model-Free Predictive Current Controller for Voltage Source Inverters Using ARX Model and Recursive Least Squares Kermadi, Mostefa Rebai, Aissa Baghli, Lotfi Mesbahi, Nadhir Mekhilef, Saad Mubin, Marizan Mokhlis, Hazlie TK Electrical engineering. Electronics Nuclear engineering This brief proposes a model-free deadbeat predictive controller (MF-DPC) for voltage source inverters. The proposed control scheme does not require knowledge of the system parameters for its correct operation. This is performed using an auto-regressive with exogenous input (ARX) model with a recursive least squares (RLS) estimation algorithm for parameter identification to represent the physical system. A state-space predictive model using the identified parameters and the past data measurements is established to calculate the inverter voltage reference using the deadbeat control principle and generate it using space vector modulation (SVM) allowing fixed-switching operation. In addition, the inherent sensitivity of the deadbeat controller to parameter mismatches is avoided. Simulation and experimental results confirm the validity of the proposed model-free control approach in terms of tracking accuracy and waveform quality. IEEE-Inst Electrical Electronics Engineers Inc 2024-05 Article PeerReviewed Kermadi, Mostefa and Rebai, Aissa and Baghli, Lotfi and Mesbahi, Nadhir and Mekhilef, Saad and Mubin, Marizan and Mokhlis, Hazlie (2024) Model-Free Predictive Current Controller for Voltage Source Inverters Using ARX Model and Recursive Least Squares. IEEE Transactions on Circuits and Systems II-Express Briefs, 71 (5). pp. 2619-2623. ISSN 1549-7747, DOI https://doi.org/10.1109/TCSII.2024.3349501 <https://doi.org/10.1109/TCSII.2024.3349501>. https://doi.org/10.1109/TCSII.2024.3349501 10.1109/TCSII.2024.3349501
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Kermadi, Mostefa
Rebai, Aissa
Baghli, Lotfi
Mesbahi, Nadhir
Mekhilef, Saad
Mubin, Marizan
Mokhlis, Hazlie
Model-Free Predictive Current Controller for Voltage Source Inverters Using ARX Model and Recursive Least Squares
description This brief proposes a model-free deadbeat predictive controller (MF-DPC) for voltage source inverters. The proposed control scheme does not require knowledge of the system parameters for its correct operation. This is performed using an auto-regressive with exogenous input (ARX) model with a recursive least squares (RLS) estimation algorithm for parameter identification to represent the physical system. A state-space predictive model using the identified parameters and the past data measurements is established to calculate the inverter voltage reference using the deadbeat control principle and generate it using space vector modulation (SVM) allowing fixed-switching operation. In addition, the inherent sensitivity of the deadbeat controller to parameter mismatches is avoided. Simulation and experimental results confirm the validity of the proposed model-free control approach in terms of tracking accuracy and waveform quality.
format Article
author Kermadi, Mostefa
Rebai, Aissa
Baghli, Lotfi
Mesbahi, Nadhir
Mekhilef, Saad
Mubin, Marizan
Mokhlis, Hazlie
author_facet Kermadi, Mostefa
Rebai, Aissa
Baghli, Lotfi
Mesbahi, Nadhir
Mekhilef, Saad
Mubin, Marizan
Mokhlis, Hazlie
author_sort Kermadi, Mostefa
title Model-Free Predictive Current Controller for Voltage Source Inverters Using ARX Model and Recursive Least Squares
title_short Model-Free Predictive Current Controller for Voltage Source Inverters Using ARX Model and Recursive Least Squares
title_full Model-Free Predictive Current Controller for Voltage Source Inverters Using ARX Model and Recursive Least Squares
title_fullStr Model-Free Predictive Current Controller for Voltage Source Inverters Using ARX Model and Recursive Least Squares
title_full_unstemmed Model-Free Predictive Current Controller for Voltage Source Inverters Using ARX Model and Recursive Least Squares
title_sort model-free predictive current controller for voltage source inverters using arx model and recursive least squares
publisher IEEE-Inst Electrical Electronics Engineers Inc
publishDate 2024
url http://eprints.um.edu.my/45266/
https://doi.org/10.1109/TCSII.2024.3349501
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