Model Predictive Base Direct Speed Control of Induction Motor Drive—Continuous and Finite Set Approaches
In the paper a comparative study of the two control structures based on MPC (Model Predictive Control) for an electrical drive system with an induction motor are presented. As opposed to the classical approach, in which DFOC (Direct Field Oriented Control) with four controllers is considered, in the...
Main Authors: | , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2020-03-01
|
Series: | Energies |
Subjects: | |
Online Access: | https://www.mdpi.com/1996-1073/13/5/1193 |
id |
doaj-48741fba72c740488c46ec20451ece16 |
---|---|
record_format |
Article |
spelling |
doaj-48741fba72c740488c46ec20451ece162020-11-25T02:57:38ZengMDPI AGEnergies1996-10732020-03-01135119310.3390/en13051193en13051193Model Predictive Base Direct Speed Control of Induction Motor Drive—Continuous and Finite Set ApproachesKarol Wróbel0Piotr Serkies1Krzysztof Szabat2Department of Electrical Drives and Measurements, Wrocław University of Science and Technology, 50-370 Wrocław, PolandDepartment of Electrical Drives and Measurements, Wrocław University of Science and Technology, 50-370 Wrocław, PolandDepartment of Electrical Drives and Measurements, Wrocław University of Science and Technology, 50-370 Wrocław, PolandIn the paper a comparative study of the two control structures based on MPC (Model Predictive Control) for an electrical drive system with an induction motor are presented. As opposed to the classical approach, in which DFOC (Direct Field Oriented Control) with four controllers is considered, in the current study only one MPC controller is utilized. The proposed control structures have a cascade free structure that consists of a vector of electromagnetic (torque, flux) and mechanical (speed) states of the system. The first investigated framework is based on the finite-set MPC. A short horizon predictive window is selected. The continuous set MPC is used in the second framework. In this case the predictive horizon contains several samples. The computational complexity of the algorithm is reduced by applying its explicit version. Different implementation aspects of both MPC structures, for instance the model used in prediction, complexity of the control algorithms, and their properties together with the noise level are analyzed. The effectiveness of the proposed approach is validated by some experimental tests.https://www.mdpi.com/1996-1073/13/5/1193model predictive controlcontinuous setfinite setinduction motor drive |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Karol Wróbel Piotr Serkies Krzysztof Szabat |
spellingShingle |
Karol Wróbel Piotr Serkies Krzysztof Szabat Model Predictive Base Direct Speed Control of Induction Motor Drive—Continuous and Finite Set Approaches Energies model predictive control continuous set finite set induction motor drive |
author_facet |
Karol Wróbel Piotr Serkies Krzysztof Szabat |
author_sort |
Karol Wróbel |
title |
Model Predictive Base Direct Speed Control of Induction Motor Drive—Continuous and Finite Set Approaches |
title_short |
Model Predictive Base Direct Speed Control of Induction Motor Drive—Continuous and Finite Set Approaches |
title_full |
Model Predictive Base Direct Speed Control of Induction Motor Drive—Continuous and Finite Set Approaches |
title_fullStr |
Model Predictive Base Direct Speed Control of Induction Motor Drive—Continuous and Finite Set Approaches |
title_full_unstemmed |
Model Predictive Base Direct Speed Control of Induction Motor Drive—Continuous and Finite Set Approaches |
title_sort |
model predictive base direct speed control of induction motor drive—continuous and finite set approaches |
publisher |
MDPI AG |
series |
Energies |
issn |
1996-1073 |
publishDate |
2020-03-01 |
description |
In the paper a comparative study of the two control structures based on MPC (Model Predictive Control) for an electrical drive system with an induction motor are presented. As opposed to the classical approach, in which DFOC (Direct Field Oriented Control) with four controllers is considered, in the current study only one MPC controller is utilized. The proposed control structures have a cascade free structure that consists of a vector of electromagnetic (torque, flux) and mechanical (speed) states of the system. The first investigated framework is based on the finite-set MPC. A short horizon predictive window is selected. The continuous set MPC is used in the second framework. In this case the predictive horizon contains several samples. The computational complexity of the algorithm is reduced by applying its explicit version. Different implementation aspects of both MPC structures, for instance the model used in prediction, complexity of the control algorithms, and their properties together with the noise level are analyzed. The effectiveness of the proposed approach is validated by some experimental tests. |
topic |
model predictive control continuous set finite set induction motor drive |
url |
https://www.mdpi.com/1996-1073/13/5/1193 |
work_keys_str_mv |
AT karolwrobel modelpredictivebasedirectspeedcontrolofinductionmotordrivecontinuousandfinitesetapproaches AT piotrserkies modelpredictivebasedirectspeedcontrolofinductionmotordrivecontinuousandfinitesetapproaches AT krzysztofszabat modelpredictivebasedirectspeedcontrolofinductionmotordrivecontinuousandfinitesetapproaches |
_version_ |
1724710126618673152 |