Experimental evaluation of water cycle technique for control parameters optimization of double-fed induction generator-based wind turbine
In this paper, a nature-inspired optimization algorithm is employed for parametric tuning of proportional-integral controllers in the vector control of a grid-linked doubly-fed induction generator energy system. The optimization approach is based on the nature-inspired computing technique from the w...
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doaj-5095b146cb094742ae26571eab60cc2e2021-05-08T04:23:06ZengElsevierEngineering Science and Technology, an International Journal2215-09862021-08-01244890898Experimental evaluation of water cycle technique for control parameters optimization of double-fed induction generator-based wind turbineHale Bakir0Adel Merabet1Rupak Kanti Dhar2Ahmet Afsin Kulaksiz3Department of Electrical and Electronics Engineering, Konya Technical University, Konya, Turkey; Corresponding author at: Department of Electrical and Electronics Engineering, Faculty of Engineering and Natural Sciences, Konya Technical University, 42250 Konya, Turkey.Division of Engineering, Saint Mary’s University, Halifax, NS B3H 3C3, CanadaDivision of Engineering, Saint Mary’s University, Halifax, NS B3H 3C3, CanadaDepartment of Electrical and Electronics Engineering, Konya Technical University, Konya, TurkeyIn this paper, a nature-inspired optimization algorithm is employed for parametric tuning of proportional-integral controllers in the vector control of a grid-linked doubly-fed induction generator energy system. The optimization approach is based on the nature-inspired computing technique from the water cycle. The vector control system includes loops for dc-link voltage control at the grid side converter and the rotor current at the rotor side converter. The water cycle optimization is implemented to tune six control parameters by minimizing a cost function carried out using the tracking errors. The cost function value, required in the optimization process, is carried out from a simulated grid-linked doubly-fed induction generator energy system. The optimized control parameters are tested on an experimental setup. Experimental results, obtained for a grid-linked doubly-fed induction generator energy system in terms of different optimization methods and conditions, are provided to demonstrate the effectiveness of water cycle optimization technique. As a result of the comparative analysis, it is observed that water cycle technique offers better results in minimizing the overshoot and the response time.http://www.sciencedirect.com/science/article/pii/S2215098620342853Doubly-fed induction generatorVector controlWater cycleOptimization |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Hale Bakir Adel Merabet Rupak Kanti Dhar Ahmet Afsin Kulaksiz |
spellingShingle |
Hale Bakir Adel Merabet Rupak Kanti Dhar Ahmet Afsin Kulaksiz Experimental evaluation of water cycle technique for control parameters optimization of double-fed induction generator-based wind turbine Engineering Science and Technology, an International Journal Doubly-fed induction generator Vector control Water cycle Optimization |
author_facet |
Hale Bakir Adel Merabet Rupak Kanti Dhar Ahmet Afsin Kulaksiz |
author_sort |
Hale Bakir |
title |
Experimental evaluation of water cycle technique for control parameters optimization of double-fed induction generator-based wind turbine |
title_short |
Experimental evaluation of water cycle technique for control parameters optimization of double-fed induction generator-based wind turbine |
title_full |
Experimental evaluation of water cycle technique for control parameters optimization of double-fed induction generator-based wind turbine |
title_fullStr |
Experimental evaluation of water cycle technique for control parameters optimization of double-fed induction generator-based wind turbine |
title_full_unstemmed |
Experimental evaluation of water cycle technique for control parameters optimization of double-fed induction generator-based wind turbine |
title_sort |
experimental evaluation of water cycle technique for control parameters optimization of double-fed induction generator-based wind turbine |
publisher |
Elsevier |
series |
Engineering Science and Technology, an International Journal |
issn |
2215-0986 |
publishDate |
2021-08-01 |
description |
In this paper, a nature-inspired optimization algorithm is employed for parametric tuning of proportional-integral controllers in the vector control of a grid-linked doubly-fed induction generator energy system. The optimization approach is based on the nature-inspired computing technique from the water cycle. The vector control system includes loops for dc-link voltage control at the grid side converter and the rotor current at the rotor side converter. The water cycle optimization is implemented to tune six control parameters by minimizing a cost function carried out using the tracking errors. The cost function value, required in the optimization process, is carried out from a simulated grid-linked doubly-fed induction generator energy system. The optimized control parameters are tested on an experimental setup. Experimental results, obtained for a grid-linked doubly-fed induction generator energy system in terms of different optimization methods and conditions, are provided to demonstrate the effectiveness of water cycle optimization technique. As a result of the comparative analysis, it is observed that water cycle technique offers better results in minimizing the overshoot and the response time. |
topic |
Doubly-fed induction generator Vector control Water cycle Optimization |
url |
http://www.sciencedirect.com/science/article/pii/S2215098620342853 |
work_keys_str_mv |
AT halebakir experimentalevaluationofwatercycletechniqueforcontrolparametersoptimizationofdoublefedinductiongeneratorbasedwindturbine AT adelmerabet experimentalevaluationofwatercycletechniqueforcontrolparametersoptimizationofdoublefedinductiongeneratorbasedwindturbine AT rupakkantidhar experimentalevaluationofwatercycletechniqueforcontrolparametersoptimizationofdoublefedinductiongeneratorbasedwindturbine AT ahmetafsinkulaksiz experimentalevaluationofwatercycletechniqueforcontrolparametersoptimizationofdoublefedinductiongeneratorbasedwindturbine |
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