A Robust Interval Type-2 Fuzzy Logic Controller for Variable Speed Wind Turbines Based on a Doubly Fed Induction Generator

This paper presents an implementation of a new robust control strategy based on an interval type-2 fuzzy logic controller (IT2-FLC) applied to the wind energy conversion system (WECS). The wind generator used was a variable speed wind turbine based on a doubly fed induction generator (DFIG). Fuzzy l...

Full description

Bibliographic Details
Main Authors: Ahmed Vall Hemeyine, Ahmed Abbou, Anass Bakouri, Mohcine Mokhlis, Sidi Mohamed ould Mohamed El Moustapha
Format: Article
Language:English
Published: MDPI AG 2021-03-01
Series:Inventions
Subjects:
Online Access:https://www.mdpi.com/2411-5134/6/2/21
id doaj-a28cddfd7b8d4e43a204d904005b706b
record_format Article
spelling doaj-a28cddfd7b8d4e43a204d904005b706b2021-07-15T15:38:38ZengMDPI AGInventions2411-51342021-03-016212110.3390/inventions6020021A Robust Interval Type-2 Fuzzy Logic Controller for Variable Speed Wind Turbines Based on a Doubly Fed Induction GeneratorAhmed Vall Hemeyine0Ahmed Abbou1Anass Bakouri2Mohcine Mokhlis3Sidi Mohamed ould Mohamed El Moustapha4Mohammadia School of Engineers (EMI), Mohammed V University in Rabat, 6203 Rabat, MoroccoMohammadia School of Engineers (EMI), Mohammed V University in Rabat, 6203 Rabat, MoroccoMohammadia School of Engineers (EMI), Mohammed V University in Rabat, 6203 Rabat, MoroccoMohammadia School of Engineers (EMI), Mohammed V University in Rabat, 6203 Rabat, MoroccoFaculty of Science and technology, Alasriya University in Nouakchott, BP 880 Nouakchott, MauritaniaThis paper presents an implementation of a new robust control strategy based on an interval type-2 fuzzy logic controller (IT2-FLC) applied to the wind energy conversion system (WECS). The wind generator used was a variable speed wind turbine based on a doubly fed induction generator (DFIG). Fuzzy logic concepts have been applied with great success in many applications worldwide. So far, the vast majority of systems have used type-1 fuzzy logic controllers. However, T1-FLC cannot handle the high level of uncertainty in systems (complex and non-linear systems). The amount of uncertainty in a system could be reduced by using type-2 fuzzy logic since it offers better capabilities to handle linguistic uncertainties by modeling vagueness and unreliability of information. A new concept based on an interval type-2 fuzzy logic controller (IT-2 FLC) was developed because of its uncertainty management capabilities. Both these control strategies were designed and their performances compared for the purpose of showing the control most efficient in terms of reference tracking and robustness. We made a comparison between the performance of the type-1 fuzzy logic controller (T1-FLC) and interval type-2 fuzzy logic controller (IT2-FLC). The simulation results clearly manifest the height robustness of the interval type-2 fuzzy logic controller in comparison to the T1-FLC in terms of rise time, settling time, and overshoot value. The simulations were realized by MATLAB/Simulink software.https://www.mdpi.com/2411-5134/6/2/21wind energy conversion system (WECS)doubly fed induction generator (DFIG)interval type-2 fuzzy logic controller (IT2-FLC)fuzzy logic
collection DOAJ
language English
format Article
sources DOAJ
author Ahmed Vall Hemeyine
Ahmed Abbou
Anass Bakouri
Mohcine Mokhlis
Sidi Mohamed ould Mohamed El Moustapha
spellingShingle Ahmed Vall Hemeyine
Ahmed Abbou
Anass Bakouri
Mohcine Mokhlis
Sidi Mohamed ould Mohamed El Moustapha
A Robust Interval Type-2 Fuzzy Logic Controller for Variable Speed Wind Turbines Based on a Doubly Fed Induction Generator
Inventions
wind energy conversion system (WECS)
doubly fed induction generator (DFIG)
interval type-2 fuzzy logic controller (IT2-FLC)
fuzzy logic
author_facet Ahmed Vall Hemeyine
Ahmed Abbou
Anass Bakouri
Mohcine Mokhlis
Sidi Mohamed ould Mohamed El Moustapha
author_sort Ahmed Vall Hemeyine
title A Robust Interval Type-2 Fuzzy Logic Controller for Variable Speed Wind Turbines Based on a Doubly Fed Induction Generator
title_short A Robust Interval Type-2 Fuzzy Logic Controller for Variable Speed Wind Turbines Based on a Doubly Fed Induction Generator
title_full A Robust Interval Type-2 Fuzzy Logic Controller for Variable Speed Wind Turbines Based on a Doubly Fed Induction Generator
title_fullStr A Robust Interval Type-2 Fuzzy Logic Controller for Variable Speed Wind Turbines Based on a Doubly Fed Induction Generator
title_full_unstemmed A Robust Interval Type-2 Fuzzy Logic Controller for Variable Speed Wind Turbines Based on a Doubly Fed Induction Generator
title_sort robust interval type-2 fuzzy logic controller for variable speed wind turbines based on a doubly fed induction generator
publisher MDPI AG
series Inventions
issn 2411-5134
publishDate 2021-03-01
description This paper presents an implementation of a new robust control strategy based on an interval type-2 fuzzy logic controller (IT2-FLC) applied to the wind energy conversion system (WECS). The wind generator used was a variable speed wind turbine based on a doubly fed induction generator (DFIG). Fuzzy logic concepts have been applied with great success in many applications worldwide. So far, the vast majority of systems have used type-1 fuzzy logic controllers. However, T1-FLC cannot handle the high level of uncertainty in systems (complex and non-linear systems). The amount of uncertainty in a system could be reduced by using type-2 fuzzy logic since it offers better capabilities to handle linguistic uncertainties by modeling vagueness and unreliability of information. A new concept based on an interval type-2 fuzzy logic controller (IT-2 FLC) was developed because of its uncertainty management capabilities. Both these control strategies were designed and their performances compared for the purpose of showing the control most efficient in terms of reference tracking and robustness. We made a comparison between the performance of the type-1 fuzzy logic controller (T1-FLC) and interval type-2 fuzzy logic controller (IT2-FLC). The simulation results clearly manifest the height robustness of the interval type-2 fuzzy logic controller in comparison to the T1-FLC in terms of rise time, settling time, and overshoot value. The simulations were realized by MATLAB/Simulink software.
topic wind energy conversion system (WECS)
doubly fed induction generator (DFIG)
interval type-2 fuzzy logic controller (IT2-FLC)
fuzzy logic
url https://www.mdpi.com/2411-5134/6/2/21
work_keys_str_mv AT ahmedvallhemeyine arobustintervaltype2fuzzylogiccontrollerforvariablespeedwindturbinesbasedonadoublyfedinductiongenerator
AT ahmedabbou arobustintervaltype2fuzzylogiccontrollerforvariablespeedwindturbinesbasedonadoublyfedinductiongenerator
AT anassbakouri arobustintervaltype2fuzzylogiccontrollerforvariablespeedwindturbinesbasedonadoublyfedinductiongenerator
AT mohcinemokhlis arobustintervaltype2fuzzylogiccontrollerforvariablespeedwindturbinesbasedonadoublyfedinductiongenerator
AT sidimohamedouldmohamedelmoustapha arobustintervaltype2fuzzylogiccontrollerforvariablespeedwindturbinesbasedonadoublyfedinductiongenerator
AT ahmedvallhemeyine robustintervaltype2fuzzylogiccontrollerforvariablespeedwindturbinesbasedonadoublyfedinductiongenerator
AT ahmedabbou robustintervaltype2fuzzylogiccontrollerforvariablespeedwindturbinesbasedonadoublyfedinductiongenerator
AT anassbakouri robustintervaltype2fuzzylogiccontrollerforvariablespeedwindturbinesbasedonadoublyfedinductiongenerator
AT mohcinemokhlis robustintervaltype2fuzzylogiccontrollerforvariablespeedwindturbinesbasedonadoublyfedinductiongenerator
AT sidimohamedouldmohamedelmoustapha robustintervaltype2fuzzylogiccontrollerforvariablespeedwindturbinesbasedonadoublyfedinductiongenerator
_version_ 1721299234665267200